NZ621716B2 - Methods and compositions for diagnosis and prognosis of renal injury and renal failure - Google Patents
Methods and compositions for diagnosis and prognosis of renal injury and renal failure Download PDFInfo
- Publication number
- NZ621716B2 NZ621716B2 NZ621716A NZ62171612A NZ621716B2 NZ 621716 B2 NZ621716 B2 NZ 621716B2 NZ 621716 A NZ621716 A NZ 621716A NZ 62171612 A NZ62171612 A NZ 62171612A NZ 621716 B2 NZ621716 B2 NZ 621716B2
- Authority
- NZ
- New Zealand
- Prior art keywords
- subject
- hours
- likelihood
- renal
- step comprises
- Prior art date
Links
- 238000000034 method Methods 0.000 title claims abstract description 206
- 206010061481 Renal injury Diseases 0.000 title claims description 54
- 238000003745 diagnosis Methods 0.000 title claims description 30
- 208000001647 Renal Insufficiency Diseases 0.000 title claims description 9
- 201000006370 kidney failure Diseases 0.000 title claims description 9
- 238000004393 prognosis Methods 0.000 title claims description 5
- 239000000203 mixture Substances 0.000 title description 6
- 238000003556 assay Methods 0.000 claims abstract description 116
- 239000000090 biomarker Substances 0.000 claims abstract description 51
- 210000001124 body fluid Anatomy 0.000 claims abstract description 43
- 239000010839 body fluid Substances 0.000 claims abstract description 42
- 102000019210 Metalloproteinase inhibitor 2 Human genes 0.000 claims abstract description 41
- 108050006602 Metalloproteinase inhibitor 2 Proteins 0.000 claims abstract description 41
- 108050005269 72kDa type IV collagenases Proteins 0.000 claims abstract description 22
- 102000017304 72kDa type IV collagenases Human genes 0.000 claims abstract description 22
- 201000011040 acute kidney failure Diseases 0.000 claims description 603
- DDRJAANPRJIHGJ-UHFFFAOYSA-N creatinine Chemical compound CN1CC(=O)NC1=N DDRJAANPRJIHGJ-UHFFFAOYSA-N 0.000 claims description 234
- 210000002700 urine Anatomy 0.000 claims description 124
- 229940109239 creatinine Drugs 0.000 claims description 115
- 230000003907 kidney function Effects 0.000 claims description 114
- 210000002966 serum Anatomy 0.000 claims description 114
- 230000006378 damage Effects 0.000 claims description 72
- 208000014674 injury Diseases 0.000 claims description 72
- 208000027418 Wounds and injury Diseases 0.000 claims description 69
- 208000033626 Renal failure acute Diseases 0.000 claims description 66
- 208000009304 Acute Kidney Injury Diseases 0.000 claims description 43
- 230000002829 reductive effect Effects 0.000 claims description 34
- 208000012998 acute renal failure Diseases 0.000 claims description 30
- 102100024598 Tumor necrosis factor ligand superfamily member 10 Human genes 0.000 claims description 25
- 101710097160 Tumor necrosis factor ligand superfamily member 10 Proteins 0.000 claims description 24
- 239000003153 chemical reaction reagent Substances 0.000 claims description 24
- 101710181333 Chaperone protein dnaK1 Proteins 0.000 claims description 23
- 101710089247 Heat shock 70 kDa protein 1 Proteins 0.000 claims description 23
- 102100040352 Heat shock 70 kDa protein 1A Human genes 0.000 claims description 23
- 101710093639 Heat shock 70 kDa protein 1A Proteins 0.000 claims description 23
- 101710093640 Heat shock 70 kDa protein 1B Proteins 0.000 claims description 23
- 230000006872 improvement Effects 0.000 claims description 23
- 230000001154 acute effect Effects 0.000 claims description 22
- 102100039688 Insulin-like growth factor 1 receptor Human genes 0.000 claims description 21
- 101710184277 Insulin-like growth factor 1 receptor Proteins 0.000 claims description 21
- 239000012491 analyte Substances 0.000 claims description 20
- 238000003018 immunoassay Methods 0.000 claims description 19
- LYCAIKOWRPUZTN-UHFFFAOYSA-N Ethylene glycol Chemical compound OCCO LYCAIKOWRPUZTN-UHFFFAOYSA-N 0.000 claims description 18
- 230000027455 binding Effects 0.000 claims description 17
- 238000012544 monitoring process Methods 0.000 claims description 17
- 238000013517 stratification Methods 0.000 claims description 16
- 239000002753 trypsin inhibitor Substances 0.000 claims description 16
- 102100024134 Myeloid differentiation primary response protein MyD88 Human genes 0.000 claims description 15
- 101710112096 Myeloid differentiation primary response protein MyD88 Proteins 0.000 claims description 15
- 238000011156 evaluation Methods 0.000 claims description 14
- 238000002054 transplantation Methods 0.000 claims description 14
- 102100021852 Neuronal cell adhesion molecule Human genes 0.000 claims description 13
- 101710130688 Neuronal cell adhesion molecule Proteins 0.000 claims description 13
- 230000024924 glomerular filtration Effects 0.000 claims description 13
- 239000002872 contrast media Substances 0.000 claims description 12
- 238000001356 surgical procedure Methods 0.000 claims description 11
- 201000003126 Anuria Diseases 0.000 claims description 10
- 108010028275 Leukocyte Elastase Proteins 0.000 claims description 10
- 206010019280 Heart failures Diseases 0.000 claims description 8
- 206010040047 Sepsis Diseases 0.000 claims description 8
- -1 bin Chemical compound 0.000 claims description 8
- 229930182912 cyclosporin Natural products 0.000 claims description 8
- 238000001514 detection method Methods 0.000 claims description 8
- 239000000041 non-steroidal anti-inflammatory agent Substances 0.000 claims description 8
- 229940021182 non-steroidal anti-inflammatory drug Drugs 0.000 claims description 8
- 238000012959 renal replacement therapy Methods 0.000 claims description 8
- QJJXYPPXXYFBGM-SHYZHZOCSA-N tacrolimus Natural products CO[C@H]1C[C@H](CC[C@@H]1O)C=C(C)[C@H]2OC(=O)[C@H]3CCCCN3C(=O)C(=O)[C@@]4(O)O[C@@H]([C@H](C[C@H]4C)OC)[C@@H](C[C@H](C)CC(=C[C@@H](CC=C)C(=O)C[C@H](O)[C@H]2C)C)OC QJJXYPPXXYFBGM-SHYZHZOCSA-N 0.000 claims description 8
- 108010036941 Cyclosporins Proteins 0.000 claims description 7
- 102000001554 Hemoglobins Human genes 0.000 claims description 7
- 108010054147 Hemoglobins Proteins 0.000 claims description 7
- QJJXYPPXXYFBGM-LFZNUXCKSA-N Tacrolimus Chemical compound C1C[C@@H](O)[C@H](OC)C[C@@H]1\C=C(/C)[C@@H]1[C@H](C)[C@@H](O)CC(=O)[C@H](CC=C)/C=C(C)/C[C@H](C)C[C@H](OC)[C@H]([C@H](C[C@H]2C)OC)O[C@@]2(O)C(=O)C(=O)N2CCCC[C@H]2C(=O)O1 QJJXYPPXXYFBGM-LFZNUXCKSA-N 0.000 claims description 7
- 230000009870 specific binding Effects 0.000 claims description 7
- 229960001967 tacrolimus Drugs 0.000 claims description 7
- 206010020772 Hypertension Diseases 0.000 claims description 6
- 108010016160 Matrix Metalloproteinase 3 Proteins 0.000 claims description 6
- ZSJLQEPLLKMAKR-UHFFFAOYSA-N Streptozotocin Natural products O=NN(C)C(=O)NC1C(O)OC(CO)C(O)C1O ZSJLQEPLLKMAKR-UHFFFAOYSA-N 0.000 claims description 6
- 102100030416 Stromelysin-1 Human genes 0.000 claims description 6
- 229940126575 aminoglycoside Drugs 0.000 claims description 6
- 206010012601 diabetes mellitus Diseases 0.000 claims description 6
- 229910001385 heavy metal Inorganic materials 0.000 claims description 6
- ZJAOAACCNHFJAH-UHFFFAOYSA-N phosphonoformic acid Chemical compound OC(=O)P(O)(O)=O ZJAOAACCNHFJAH-UHFFFAOYSA-N 0.000 claims description 6
- ZSJLQEPLLKMAKR-GKHCUFPYSA-N streptozocin Chemical compound O=NN(C)C(=O)N[C@H]1[C@@H](O)O[C@H](CO)[C@@H](O)[C@@H]1O ZSJLQEPLLKMAKR-GKHCUFPYSA-N 0.000 claims description 6
- 229960001052 streptozocin Drugs 0.000 claims description 6
- FBOZXECLQNJBKD-ZDUSSCGKSA-N L-methotrexate Chemical compound C=1N=C2N=C(N)N=C(N)C2=NC=1CN(C)C1=CC=C(C(=O)N[C@@H](CCC(O)=O)C(O)=O)C=C1 FBOZXECLQNJBKD-ZDUSSCGKSA-N 0.000 claims description 5
- 108010062374 Myoglobin Proteins 0.000 claims description 5
- 239000002131 composite material Substances 0.000 claims description 5
- HOMGKSMUEGBAAB-UHFFFAOYSA-N ifosfamide Chemical compound ClCCNP1(=O)OCCCN1CCCl HOMGKSMUEGBAAB-UHFFFAOYSA-N 0.000 claims description 5
- 229960001101 ifosfamide Drugs 0.000 claims description 5
- 229960000485 methotrexate Drugs 0.000 claims description 5
- 201000001474 proteinuria Diseases 0.000 claims description 5
- 238000012875 competitive assay Methods 0.000 claims description 4
- 210000004351 coronary vessel Anatomy 0.000 claims description 4
- 208000002296 eclampsia Diseases 0.000 claims description 4
- 201000011461 pre-eclampsia Diseases 0.000 claims description 4
- 238000000159 protein binding assay Methods 0.000 claims description 4
- 206010016654 Fibrosis Diseases 0.000 claims description 3
- 102000005741 Metalloproteases Human genes 0.000 claims description 3
- 108010006035 Metalloproteases Proteins 0.000 claims description 3
- 238000007675 cardiac surgery Methods 0.000 claims description 3
- 230000007882 cirrhosis Effects 0.000 claims description 3
- 208000019425 cirrhosis of liver Diseases 0.000 claims description 3
- 229940093476 ethylene glycol Drugs 0.000 claims description 3
- 229960005102 foscarnet Drugs 0.000 claims description 3
- 238000007631 vascular surgery Methods 0.000 claims description 3
- 102000010168 Myeloid Differentiation Factor 88 Human genes 0.000 claims description 2
- 108010077432 Myeloid Differentiation Factor 88 Proteins 0.000 claims description 2
- 102000016387 Pancreatic elastase Human genes 0.000 claims description 2
- 108010067372 Pancreatic elastase Proteins 0.000 claims description 2
- 230000004069 differentiation Effects 0.000 claims description 2
- 230000006870 function Effects 0.000 claims description 2
- 230000004044 response Effects 0.000 claims description 2
- 102000016799 Leukocyte elastase Human genes 0.000 claims 2
- 102000036675 Myoglobin Human genes 0.000 claims 1
- 210000001367 artery Anatomy 0.000 claims 1
- 102000029816 Collagenase Human genes 0.000 abstract 1
- 108060005980 Collagenase Proteins 0.000 abstract 1
- 229960002424 collagenase Drugs 0.000 abstract 1
- 238000000692 Student's t-test Methods 0.000 description 76
- 238000012353 t test Methods 0.000 description 76
- 239000003550 marker Substances 0.000 description 72
- 108090000765 processed proteins & peptides Proteins 0.000 description 42
- 239000000523 sample Substances 0.000 description 42
- 208000037806 kidney injury Diseases 0.000 description 41
- 229920001184 polypeptide Polymers 0.000 description 39
- 102000004196 processed proteins & peptides Human genes 0.000 description 39
- 201000003068 rheumatic fever Diseases 0.000 description 30
- 210000002381 plasma Anatomy 0.000 description 25
- 210000004369 blood Anatomy 0.000 description 24
- 239000008280 blood Substances 0.000 description 24
- 239000002243 precursor Substances 0.000 description 23
- 230000002596 correlated effect Effects 0.000 description 20
- 238000005259 measurement Methods 0.000 description 20
- 201000010099 disease Diseases 0.000 description 19
- 208000037265 diseases, disorders, signs and symptoms Diseases 0.000 description 19
- 210000003734 kidney Anatomy 0.000 description 18
- 238000012360 testing method Methods 0.000 description 18
- KCXVZYZYPLLWCC-UHFFFAOYSA-N EDTA Chemical compound OC(=O)CN(CC(O)=O)CCN(CC(O)=O)CC(O)=O KCXVZYZYPLLWCC-UHFFFAOYSA-N 0.000 description 15
- 238000004458 analytical method Methods 0.000 description 14
- 238000000502 dialysis Methods 0.000 description 14
- 108090000623 proteins and genes Proteins 0.000 description 13
- 102000004169 proteins and genes Human genes 0.000 description 13
- 208000020832 chronic kidney disease Diseases 0.000 description 11
- 150000002500 ions Chemical class 0.000 description 11
- 235000018102 proteins Nutrition 0.000 description 11
- 230000035945 sensitivity Effects 0.000 description 11
- 241000282414 Homo sapiens Species 0.000 description 10
- 102000013928 Neural cell adhesion molecule 1 Human genes 0.000 description 10
- 108050003738 Neural cell adhesion molecule 1 Proteins 0.000 description 10
- 230000008859 change Effects 0.000 description 10
- 239000007790 solid phase Substances 0.000 description 10
- 102100033174 Neutrophil elastase Human genes 0.000 description 9
- 239000012472 biological sample Substances 0.000 description 9
- 230000003247 decreasing effect Effects 0.000 description 9
- 208000017169 kidney disease Diseases 0.000 description 9
- 239000003446 ligand Substances 0.000 description 9
- 239000010453 quartz Substances 0.000 description 9
- VYPSYNLAJGMNEJ-UHFFFAOYSA-N silicon dioxide Inorganic materials O=[Si]=O VYPSYNLAJGMNEJ-UHFFFAOYSA-N 0.000 description 9
- 238000011282 treatment Methods 0.000 description 9
- XSQUKJJJFZCRTK-UHFFFAOYSA-N Urea Chemical compound NC(N)=O XSQUKJJJFZCRTK-UHFFFAOYSA-N 0.000 description 8
- 208000015698 cervical squamous intraepithelial neoplasia Diseases 0.000 description 8
- 238000012986 modification Methods 0.000 description 8
- 230000004048 modification Effects 0.000 description 8
- 230000009467 reduction Effects 0.000 description 8
- DGAQECJNVWCQMB-PUAWFVPOSA-M Ilexoside XXIX Chemical compound C[C@@H]1CC[C@@]2(CC[C@@]3(C(=CC[C@H]4[C@]3(CC[C@@H]5[C@@]4(CC[C@@H](C5(C)C)OS(=O)(=O)[O-])C)C)[C@@H]2[C@]1(C)O)C)C(=O)O[C@H]6[C@@H]([C@H]([C@@H]([C@H](O6)CO)O)O)O.[Na+] DGAQECJNVWCQMB-PUAWFVPOSA-M 0.000 description 7
- 229940039231 contrast media Drugs 0.000 description 7
- 229940079593 drug Drugs 0.000 description 7
- 239000003814 drug Substances 0.000 description 7
- 238000004519 manufacturing process Methods 0.000 description 7
- 102000005962 receptors Human genes 0.000 description 7
- 108020003175 receptors Proteins 0.000 description 7
- 229910052708 sodium Inorganic materials 0.000 description 7
- 239000011734 sodium Substances 0.000 description 7
- 238000002560 therapeutic procedure Methods 0.000 description 7
- 108010052285 Membrane Proteins Proteins 0.000 description 6
- 206010028980 Neoplasm Diseases 0.000 description 6
- 108010076504 Protein Sorting Signals Proteins 0.000 description 6
- 230000001684 chronic effect Effects 0.000 description 6
- 239000012634 fragment Substances 0.000 description 6
- 230000001434 glomerular Effects 0.000 description 6
- 239000012528 membrane Substances 0.000 description 6
- 239000012071 phase Substances 0.000 description 6
- 239000003053 toxin Substances 0.000 description 6
- 231100000765 toxin Toxicity 0.000 description 6
- 108700012359 toxins Proteins 0.000 description 6
- 108091023037 Aptamer Proteins 0.000 description 5
- 108020004414 DNA Proteins 0.000 description 5
- 241000725303 Human immunodeficiency virus Species 0.000 description 5
- 239000000427 antigen Substances 0.000 description 5
- 108091007433 antigens Proteins 0.000 description 5
- 102000036639 antigens Human genes 0.000 description 5
- 230000000875 corresponding effect Effects 0.000 description 5
- 230000034994 death Effects 0.000 description 5
- 230000007717 exclusion Effects 0.000 description 5
- 230000029142 excretion Effects 0.000 description 5
- 239000003112 inhibitor Substances 0.000 description 5
- 239000007787 solid Substances 0.000 description 5
- 239000000126 substance Substances 0.000 description 5
- 230000002792 vascular Effects 0.000 description 5
- YBJHBAHKTGYVGT-ZKWXMUAHSA-N (+)-Biotin Chemical compound N1C(=O)N[C@@H]2[C@H](CCCCC(=O)O)SC[C@@H]21 YBJHBAHKTGYVGT-ZKWXMUAHSA-N 0.000 description 4
- 206010007559 Cardiac failure congestive Diseases 0.000 description 4
- 208000017667 Chronic Disease Diseases 0.000 description 4
- 239000004971 Cross linker Substances 0.000 description 4
- 102000053602 DNA Human genes 0.000 description 4
- 206010018366 Glomerulonephritis acute Diseases 0.000 description 4
- 208000032843 Hemorrhage Diseases 0.000 description 4
- 108010051335 Lipocalin-2 Proteins 0.000 description 4
- 102000013519 Lipocalin-2 Human genes 0.000 description 4
- 102000000380 Matrix Metalloproteinase 1 Human genes 0.000 description 4
- 108010016113 Matrix Metalloproteinase 1 Proteins 0.000 description 4
- 102000018697 Membrane Proteins Human genes 0.000 description 4
- 102100030856 Myoglobin Human genes 0.000 description 4
- 241000700605 Viruses Species 0.000 description 4
- 239000004202 carbamide Substances 0.000 description 4
- 208000029078 coronary artery disease Diseases 0.000 description 4
- 201000000523 end stage renal failure Diseases 0.000 description 4
- 229940088598 enzyme Drugs 0.000 description 4
- 230000000977 initiatory effect Effects 0.000 description 4
- 238000012216 screening Methods 0.000 description 4
- 230000035939 shock Effects 0.000 description 4
- 102000002260 Alkaline Phosphatase Human genes 0.000 description 3
- 108020004774 Alkaline Phosphatase Proteins 0.000 description 3
- 102000012192 Cystatin C Human genes 0.000 description 3
- 108010061642 Cystatin C Proteins 0.000 description 3
- 102000004190 Enzymes Human genes 0.000 description 3
- 108090000790 Enzymes Proteins 0.000 description 3
- 101000599951 Homo sapiens Insulin-like growth factor I Proteins 0.000 description 3
- 108010001336 Horseradish Peroxidase Proteins 0.000 description 3
- 102100037852 Insulin-like growth factor I Human genes 0.000 description 3
- PNNCWTXUWKENPE-UHFFFAOYSA-N [N].NC(N)=O Chemical compound [N].NC(N)=O PNNCWTXUWKENPE-UHFFFAOYSA-N 0.000 description 3
- 231100000851 acute glomerulonephritis Toxicity 0.000 description 3
- 230000002411 adverse Effects 0.000 description 3
- 150000001413 amino acids Chemical class 0.000 description 3
- 230000001086 cytosolic effect Effects 0.000 description 3
- 238000003066 decision tree Methods 0.000 description 3
- 238000011161 development Methods 0.000 description 3
- 208000028208 end stage renal disease Diseases 0.000 description 3
- 239000012530 fluid Substances 0.000 description 3
- 230000014509 gene expression Effects 0.000 description 3
- 230000036541 health Effects 0.000 description 3
- 229940089988 hep-lock Drugs 0.000 description 3
- 208000006454 hepatitis Diseases 0.000 description 3
- 231100000283 hepatitis Toxicity 0.000 description 3
- 230000036571 hydration Effects 0.000 description 3
- 238000006703 hydration reaction Methods 0.000 description 3
- 208000015181 infectious disease Diseases 0.000 description 3
- 230000000670 limiting effect Effects 0.000 description 3
- QJGQUHMNIGDVPM-UHFFFAOYSA-N nitrogen group Chemical group [N] QJGQUHMNIGDVPM-UHFFFAOYSA-N 0.000 description 3
- 239000002245 particle Substances 0.000 description 3
- 239000000047 product Substances 0.000 description 3
- 238000011160 research Methods 0.000 description 3
- 241000894007 species Species 0.000 description 3
- 230000002123 temporal effect Effects 0.000 description 3
- 230000008733 trauma Effects 0.000 description 3
- 238000011269 treatment regimen Methods 0.000 description 3
- OWEGMIWEEQEYGQ-UHFFFAOYSA-N 100676-05-9 Natural products OC1C(O)C(O)C(CO)OC1OCC1C(O)C(O)C(O)C(OC2C(OC(O)C(O)C2O)CO)O1 OWEGMIWEEQEYGQ-UHFFFAOYSA-N 0.000 description 2
- 150000003923 2,5-pyrrolediones Chemical class 0.000 description 2
- QZDDFQLIQRYMBV-UHFFFAOYSA-N 2-[3-nitro-2-(2-nitrophenyl)-4-oxochromen-8-yl]acetic acid Chemical compound OC(=O)CC1=CC=CC(C(C=2[N+]([O-])=O)=O)=C1OC=2C1=CC=CC=C1[N+]([O-])=O QZDDFQLIQRYMBV-UHFFFAOYSA-N 0.000 description 2
- 208000030090 Acute Disease Diseases 0.000 description 2
- 101710145634 Antigen 1 Proteins 0.000 description 2
- 102400000667 Brain natriuretic peptide 32 Human genes 0.000 description 2
- 101800000407 Brain natriuretic peptide 32 Proteins 0.000 description 2
- 101800002247 Brain natriuretic peptide 45 Proteins 0.000 description 2
- 102100025248 C-X-C motif chemokine 10 Human genes 0.000 description 2
- 101710098275 C-X-C motif chemokine 10 Proteins 0.000 description 2
- 102100039398 C-X-C motif chemokine 2 Human genes 0.000 description 2
- 102100036170 C-X-C motif chemokine 9 Human genes 0.000 description 2
- 101710085500 C-X-C motif chemokine 9 Proteins 0.000 description 2
- 102000005701 Calcium-Binding Proteins Human genes 0.000 description 2
- 108010045403 Calcium-Binding Proteins Proteins 0.000 description 2
- 108010047041 Complementarity Determining Regions Proteins 0.000 description 2
- SHIBSTMRCDJXLN-UHFFFAOYSA-N Digoxigenin Natural products C1CC(C2C(C3(C)CCC(O)CC3CC2)CC2O)(O)C2(C)C1C1=CC(=O)OC1 SHIBSTMRCDJXLN-UHFFFAOYSA-N 0.000 description 2
- 238000002965 ELISA Methods 0.000 description 2
- 241000282412 Homo Species 0.000 description 2
- 101000889128 Homo sapiens C-X-C motif chemokine 2 Proteins 0.000 description 2
- 108010054477 Immunoglobulin Fab Fragments Proteins 0.000 description 2
- 102000001706 Immunoglobulin Fab Fragments Human genes 0.000 description 2
- 108700005091 Immunoglobulin Genes Proteins 0.000 description 2
- 102100025392 Isovaleryl-CoA dehydrogenase, mitochondrial Human genes 0.000 description 2
- GUBGYTABKSRVRQ-PICCSMPSSA-N Maltose Natural products O[C@@H]1[C@@H](O)[C@H](O)[C@@H](CO)O[C@@H]1O[C@@H]1[C@@H](CO)OC(O)[C@H](O)[C@H]1O GUBGYTABKSRVRQ-PICCSMPSSA-N 0.000 description 2
- NPPQSCRMBWNHMW-UHFFFAOYSA-N Meprobamate Chemical compound NC(=O)OCC(C)(CCC)COC(N)=O NPPQSCRMBWNHMW-UHFFFAOYSA-N 0.000 description 2
- 102100026261 Metalloproteinase inhibitor 3 Human genes 0.000 description 2
- 102100036836 Natriuretic peptides B Human genes 0.000 description 2
- 101710187802 Natriuretic peptides B Proteins 0.000 description 2
- 208000000770 Non-ST Elevated Myocardial Infarction Diseases 0.000 description 2
- 108010022233 Plasminogen Activator Inhibitor 1 Proteins 0.000 description 2
- 102100039418 Plasminogen activator inhibitor 1 Human genes 0.000 description 2
- 208000023146 Pre-existing disease Diseases 0.000 description 2
- 108090000783 Renin Proteins 0.000 description 2
- 102100028255 Renin Human genes 0.000 description 2
- 208000006011 Stroke Diseases 0.000 description 2
- 102000014456 Trefoil Factor-3 Human genes 0.000 description 2
- 108010078184 Trefoil Factor-3 Proteins 0.000 description 2
- 206010048302 Tubulointerstitial nephritis Diseases 0.000 description 2
- 102000018614 Uromodulin Human genes 0.000 description 2
- 108010027007 Uromodulin Proteins 0.000 description 2
- 239000002253 acid Substances 0.000 description 2
- 125000000217 alkyl group Chemical group 0.000 description 2
- 235000001014 amino acid Nutrition 0.000 description 2
- 239000003242 anti bacterial agent Substances 0.000 description 2
- 229940088710 antibiotic agent Drugs 0.000 description 2
- 229940124572 antihypotensive agent Drugs 0.000 description 2
- 238000013528 artificial neural network Methods 0.000 description 2
- 150000001502 aryl halides Chemical class 0.000 description 2
- 230000008901 benefit Effects 0.000 description 2
- GUBGYTABKSRVRQ-QUYVBRFLSA-N beta-maltose Chemical compound OC[C@H]1O[C@H](O[C@H]2[C@H](O)[C@@H](O)[C@H](O)O[C@@H]2CO)[C@H](O)[C@@H](O)[C@@H]1O GUBGYTABKSRVRQ-QUYVBRFLSA-N 0.000 description 2
- 229960002685 biotin Drugs 0.000 description 2
- 235000020958 biotin Nutrition 0.000 description 2
- 239000011616 biotin Substances 0.000 description 2
- 230000036772 blood pressure Effects 0.000 description 2
- 201000011510 cancer Diseases 0.000 description 2
- 230000000747 cardiac effect Effects 0.000 description 2
- 230000002612 cardiopulmonary effect Effects 0.000 description 2
- 238000013130 cardiovascular surgery Methods 0.000 description 2
- 239000007795 chemical reaction product Substances 0.000 description 2
- MYSWGUAQZAJSOK-UHFFFAOYSA-N ciprofloxacin Chemical compound C12=CC(N3CCNCC3)=C(F)C=C2C(=O)C(C(=O)O)=CN1C1CC1 MYSWGUAQZAJSOK-UHFFFAOYSA-N 0.000 description 2
- 230000009089 cytolysis Effects 0.000 description 2
- 230000007423 decrease Effects 0.000 description 2
- 230000001627 detrimental effect Effects 0.000 description 2
- 235000014113 dietary fatty acids Nutrition 0.000 description 2
- QONQRTHLHBTMGP-UHFFFAOYSA-N digitoxigenin Natural products CC12CCC(C3(CCC(O)CC3CC3)C)C3C11OC1CC2C1=CC(=O)OC1 QONQRTHLHBTMGP-UHFFFAOYSA-N 0.000 description 2
- SHIBSTMRCDJXLN-KCZCNTNESA-N digoxigenin Chemical compound C1([C@@H]2[C@@]3([C@@](CC2)(O)[C@H]2[C@@H]([C@@]4(C)CC[C@H](O)C[C@H]4CC2)C[C@H]3O)C)=CC(=O)OC1 SHIBSTMRCDJXLN-KCZCNTNESA-N 0.000 description 2
- 230000009977 dual effect Effects 0.000 description 2
- 230000000694 effects Effects 0.000 description 2
- 210000000981 epithelium Anatomy 0.000 description 2
- 229930195729 fatty acid Natural products 0.000 description 2
- 239000000194 fatty acid Substances 0.000 description 2
- 150000004665 fatty acids Chemical class 0.000 description 2
- 239000000706 filtrate Substances 0.000 description 2
- 238000001914 filtration Methods 0.000 description 2
- 239000000499 gel Substances 0.000 description 2
- 230000005484 gravity Effects 0.000 description 2
- 239000003102 growth factor Substances 0.000 description 2
- XKTZWUACRZHVAN-VADRZIEHSA-N interleukin-8 Chemical compound C([C@H](NC(=O)[C@H](CC(O)=O)NC(=O)[C@H](CC=1C2=CC=CC=C2NC=1)NC(=O)[C@@H](NC(C)=O)CCSC)C(=O)N[C@@H](CC(O)=O)C(=O)N[C@@H](CC(O)=O)C(=O)N[C@@H](CC(C)C)C(=O)N[C@@H](CC(N)=O)C(=O)N[C@@H](CC=1C=CC=CC=1)C(=O)N[C@@H]([C@@H](C)O)C(=O)NCC(=O)N[C@@H](CCSC)C(=O)N1[C@H](CCC1)C(=O)N1[C@H](CCC1)C(=O)N[C@@H](C)C(=O)N[C@H](CC(O)=O)C(=O)N[C@H](CCC(O)=O)C(=O)N[C@H](CC(O)=O)C(=O)N[C@H](CC=1C=CC(O)=CC=1)C(=O)N[C@H](CO)C(=O)N1[C@H](CCC1)C(N)=O)C1=CC=CC=C1 XKTZWUACRZHVAN-VADRZIEHSA-N 0.000 description 2
- 201000006334 interstitial nephritis Diseases 0.000 description 2
- 238000001990 intravenous administration Methods 0.000 description 2
- 208000037906 ischaemic injury Diseases 0.000 description 2
- 238000002372 labelling Methods 0.000 description 2
- NRYBAZVQPHGZNS-ZSOCWYAHSA-N leptin Chemical compound O=C([C@H](CO)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CC(O)=O)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CCC(N)=O)NC(=O)[C@H](CC=1C2=CC=CC=C2NC=1)NC(=O)[C@H](CC(C)C)NC(=O)[C@@H](NC(=O)[C@H](CC(O)=O)NC(=O)[C@H](CCC(N)=O)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CO)NC(=O)CNC(=O)[C@H](CCC(N)=O)NC(=O)[C@@H](N)CC(C)C)CCSC)N1CCC[C@H]1C(=O)NCC(=O)N[C@@H](CS)C(O)=O NRYBAZVQPHGZNS-ZSOCWYAHSA-N 0.000 description 2
- 238000012423 maintenance Methods 0.000 description 2
- 230000014759 maintenance of location Effects 0.000 description 2
- 230000036210 malignancy Effects 0.000 description 2
- 108091007169 meprins Proteins 0.000 description 2
- 229910052751 metal Inorganic materials 0.000 description 2
- 239000002184 metal Substances 0.000 description 2
- 208000010125 myocardial infarction Diseases 0.000 description 2
- 210000002569 neuron Anatomy 0.000 description 2
- 210000000440 neutrophil Anatomy 0.000 description 2
- 108020004707 nucleic acids Proteins 0.000 description 2
- 102000039446 nucleic acids Human genes 0.000 description 2
- 150000007523 nucleic acids Chemical class 0.000 description 2
- 230000003287 optical effect Effects 0.000 description 2
- 230000002093 peripheral effect Effects 0.000 description 2
- 238000002823 phage display Methods 0.000 description 2
- WFLQAMUOBIONDG-UHFFFAOYSA-N phenoxyarsonic acid Chemical compound O[As](O)(=O)OC1=CC=CC=C1 WFLQAMUOBIONDG-UHFFFAOYSA-N 0.000 description 2
- 230000036470 plasma concentration Effects 0.000 description 2
- 108010008064 pro-brain natriuretic peptide (1-76) Proteins 0.000 description 2
- 230000017854 proteolysis Effects 0.000 description 2
- 238000003127 radioimmunoassay Methods 0.000 description 2
- 238000011084 recovery Methods 0.000 description 2
- 230000029865 regulation of blood pressure Effects 0.000 description 2
- 230000029058 respiratory gaseous exchange Effects 0.000 description 2
- 210000003296 saliva Anatomy 0.000 description 2
- 230000000391 smoking effect Effects 0.000 description 2
- 238000006467 substitution reaction Methods 0.000 description 2
- 239000000758 substrate Substances 0.000 description 2
- 229940124530 sulfonamide Drugs 0.000 description 2
- 150000003456 sulfonamides Chemical class 0.000 description 2
- 125000003396 thiol group Chemical group [H]S* 0.000 description 2
- 230000010024 tubular injury Effects 0.000 description 2
- 208000037978 tubular injury Diseases 0.000 description 2
- 210000005239 tubule Anatomy 0.000 description 2
- 230000002485 urinary effect Effects 0.000 description 2
- 239000005526 vasoconstrictor agent Substances 0.000 description 2
- 239000002699 waste material Substances 0.000 description 2
- YRNWIFYIFSBPAU-UHFFFAOYSA-N 4-[4-(dimethylamino)phenyl]-n,n-dimethylaniline Chemical compound C1=CC(N(C)C)=CC=C1C1=CC=C(N(C)C)C=C1 YRNWIFYIFSBPAU-UHFFFAOYSA-N 0.000 description 1
- FWMNVWWHGCHHJJ-SKKKGAJSSA-N 4-amino-1-[(2r)-6-amino-2-[[(2r)-2-[[(2r)-2-[[(2r)-2-amino-3-phenylpropanoyl]amino]-3-phenylpropanoyl]amino]-4-methylpentanoyl]amino]hexanoyl]piperidine-4-carboxylic acid Chemical compound C([C@H](C(=O)N[C@H](CC(C)C)C(=O)N[C@H](CCCCN)C(=O)N1CCC(N)(CC1)C(O)=O)NC(=O)[C@H](N)CC=1C=CC=CC=1)C1=CC=CC=C1 FWMNVWWHGCHHJJ-SKKKGAJSSA-N 0.000 description 1
- 101710169336 5'-deoxyadenosine deaminase Proteins 0.000 description 1
- 101710151806 72 kDa type IV collagenase Proteins 0.000 description 1
- 102100026802 72 kDa type IV collagenase Human genes 0.000 description 1
- XGWFJBFNAQHLEF-UHFFFAOYSA-N 9-anthroic acid Chemical compound C1=CC=C2C(C(=O)O)=C(C=CC=C3)C3=CC2=C1 XGWFJBFNAQHLEF-UHFFFAOYSA-N 0.000 description 1
- 239000005541 ACE inhibitor Substances 0.000 description 1
- 108091006112 ATPases Proteins 0.000 description 1
- 108010055851 Acetylglucosaminidase Proteins 0.000 description 1
- 102000007469 Actins Human genes 0.000 description 1
- 108010085238 Actins Proteins 0.000 description 1
- 102400000069 Activation peptide Human genes 0.000 description 1
- 101800001401 Activation peptide Proteins 0.000 description 1
- 108010062271 Acute-Phase Proteins Proteins 0.000 description 1
- 102000011767 Acute-Phase Proteins Human genes 0.000 description 1
- 102000057290 Adenosine Triphosphatases Human genes 0.000 description 1
- 102100031786 Adiponectin Human genes 0.000 description 1
- 108010076365 Adiponectin Proteins 0.000 description 1
- 101710150200 Albumin-8 Proteins 0.000 description 1
- 102100022749 Aminopeptidase N Human genes 0.000 description 1
- 101800001718 Amyloid-beta protein Proteins 0.000 description 1
- 206010002198 Anaphylactic reaction Diseases 0.000 description 1
- 102000008873 Angiotensin II receptor Human genes 0.000 description 1
- 108050000824 Angiotensin II receptor Proteins 0.000 description 1
- 102000004149 Annexin A2 Human genes 0.000 description 1
- 108090000668 Annexin A2 Proteins 0.000 description 1
- 206010003445 Ascites Diseases 0.000 description 1
- 208000037157 Azotemia Diseases 0.000 description 1
- 206010004446 Benign prostatic hyperplasia Diseases 0.000 description 1
- 101710195313 Beta-galactosidase 8 Proteins 0.000 description 1
- 206010005003 Bladder cancer Diseases 0.000 description 1
- 206010005060 Bladder obstruction Diseases 0.000 description 1
- 108010049870 Bone Morphogenetic Protein 7 Proteins 0.000 description 1
- 102100022544 Bone morphogenetic protein 7 Human genes 0.000 description 1
- 101001027327 Bos taurus Growth-regulated protein homolog alpha Proteins 0.000 description 1
- 102100036848 C-C motif chemokine 20 Human genes 0.000 description 1
- 108010049990 CD13 Antigens Proteins 0.000 description 1
- 102000003846 Carbonic anhydrases Human genes 0.000 description 1
- 108090000209 Carbonic anhydrases Proteins 0.000 description 1
- 208000006017 Cardiac Tamponade Diseases 0.000 description 1
- 206010007556 Cardiac failure acute Diseases 0.000 description 1
- 208000031229 Cardiomyopathies Diseases 0.000 description 1
- 102000014914 Carrier Proteins Human genes 0.000 description 1
- 102000052052 Casein Kinase II Human genes 0.000 description 1
- 108010010919 Casein Kinase II Proteins 0.000 description 1
- 108010072135 Cell Adhesion Molecule-1 Proteins 0.000 description 1
- 102100024649 Cell adhesion molecule 1 Human genes 0.000 description 1
- 108010075016 Ceruloplasmin Proteins 0.000 description 1
- 102100023321 Ceruloplasmin Human genes 0.000 description 1
- 102000016950 Chemokine CXCL1 Human genes 0.000 description 1
- 208000006545 Chronic Obstructive Pulmonary Disease Diseases 0.000 description 1
- 102000003780 Clusterin Human genes 0.000 description 1
- 108090000197 Clusterin Proteins 0.000 description 1
- 108010028780 Complement C3 Proteins 0.000 description 1
- 102000016918 Complement C3 Human genes 0.000 description 1
- 208000032170 Congenital Abnormalities Diseases 0.000 description 1
- 241000557626 Corvus corax Species 0.000 description 1
- PMATZTZNYRCHOR-CGLBZJNRSA-N Cyclosporin A Chemical compound CC[C@@H]1NC(=O)[C@H]([C@H](O)[C@H](C)C\C=C\C)N(C)C(=O)[C@H](C(C)C)N(C)C(=O)[C@H](CC(C)C)N(C)C(=O)[C@H](CC(C)C)N(C)C(=O)[C@@H](C)NC(=O)[C@H](C)NC(=O)[C@H](CC(C)C)N(C)C(=O)[C@H](C(C)C)NC(=O)[C@H](CC(C)C)N(C)C(=O)CN(C)C1=O PMATZTZNYRCHOR-CGLBZJNRSA-N 0.000 description 1
- 108010036949 Cyclosporine Proteins 0.000 description 1
- 102000005889 Cysteine-Rich Protein 61 Human genes 0.000 description 1
- 108010019961 Cysteine-Rich Protein 61 Proteins 0.000 description 1
- 102000018832 Cytochromes Human genes 0.000 description 1
- 108010052832 Cytochromes Proteins 0.000 description 1
- HMFHBZSHGGEWLO-SOOFDHNKSA-N D-ribofuranose Chemical compound OC[C@H]1OC(O)[C@H](O)[C@@H]1O HMFHBZSHGGEWLO-SOOFDHNKSA-N 0.000 description 1
- 102100034274 Diamine acetyltransferase 1 Human genes 0.000 description 1
- 102100025012 Dipeptidyl peptidase 4 Human genes 0.000 description 1
- 102100038002 Dolichyl-diphosphooligosaccharide-protein glycosyltransferase subunit STT3A Human genes 0.000 description 1
- 101710133440 Dolichyl-diphosphooligosaccharide-protein glycosyltransferase subunit STT3A Proteins 0.000 description 1
- 108060006698 EGF receptor Proteins 0.000 description 1
- 102400001368 Epidermal growth factor Human genes 0.000 description 1
- 101800003838 Epidermal growth factor Proteins 0.000 description 1
- LFQSCWFLJHTTHZ-UHFFFAOYSA-N Ethanol Chemical compound CCO LFQSCWFLJHTTHZ-UHFFFAOYSA-N 0.000 description 1
- VGGSQFUCUMXWEO-UHFFFAOYSA-N Ethene Chemical compound C=C VGGSQFUCUMXWEO-UHFFFAOYSA-N 0.000 description 1
- 239000005977 Ethylene Substances 0.000 description 1
- 102000008857 Ferritin Human genes 0.000 description 1
- 108050000784 Ferritin Proteins 0.000 description 1
- 238000008416 Ferritin Methods 0.000 description 1
- 102000027487 Fructose-Bisphosphatase Human genes 0.000 description 1
- 108010017464 Fructose-Bisphosphatase Proteins 0.000 description 1
- 241000233866 Fungi Species 0.000 description 1
- 108020004206 Gamma-glutamyltransferase Proteins 0.000 description 1
- 102000013382 Gelatinases Human genes 0.000 description 1
- 108010026132 Gelatinases Proteins 0.000 description 1
- 206010018364 Glomerulonephritis Diseases 0.000 description 1
- 102000053187 Glucuronidase Human genes 0.000 description 1
- 108010060309 Glucuronidase Proteins 0.000 description 1
- 101710195403 Glutathione S-transferase P Proteins 0.000 description 1
- 102100030943 Glutathione S-transferase P Human genes 0.000 description 1
- 101710112368 Glutathione S-transferase P 1 Proteins 0.000 description 1
- 101710112365 Glutathione S-transferase P 2 Proteins 0.000 description 1
- 108010070675 Glutathione transferase Proteins 0.000 description 1
- 102000005720 Glutathione transferase Human genes 0.000 description 1
- 108010073791 Glycine amidinotransferase Proteins 0.000 description 1
- 102100040870 Glycine amidinotransferase, mitochondrial Human genes 0.000 description 1
- 102000003886 Glycoproteins Human genes 0.000 description 1
- 108090000288 Glycoproteins Proteins 0.000 description 1
- 208000024869 Goodpasture syndrome Diseases 0.000 description 1
- 206010072579 Granulomatosis with polyangiitis Diseases 0.000 description 1
- 102100021186 Granulysin Human genes 0.000 description 1
- 102000018932 HSP70 Heat-Shock Proteins Human genes 0.000 description 1
- 108010027992 HSP70 Heat-Shock Proteins Proteins 0.000 description 1
- 206010019663 Hepatic failure Diseases 0.000 description 1
- 102000007343 Hepatitis A Virus Cellular Receptor 1 Human genes 0.000 description 1
- 108010007712 Hepatitis A Virus Cellular Receptor 1 Proteins 0.000 description 1
- 108090000100 Hepatocyte Growth Factor Proteins 0.000 description 1
- 102100021866 Hepatocyte growth factor Human genes 0.000 description 1
- 101000627872 Homo sapiens 72 kDa type IV collagenase Proteins 0.000 description 1
- 101000713099 Homo sapiens C-C motif chemokine 20 Proteins 0.000 description 1
- 101000641077 Homo sapiens Diamine acetyltransferase 1 Proteins 0.000 description 1
- 101000908391 Homo sapiens Dipeptidyl peptidase 4 Proteins 0.000 description 1
- 101001040751 Homo sapiens Granulysin Proteins 0.000 description 1
- 101000645296 Homo sapiens Metalloproteinase inhibitor 2 Proteins 0.000 description 1
- 101000851058 Homo sapiens Neutrophil elastase Proteins 0.000 description 1
- 101000881168 Homo sapiens SPARC Proteins 0.000 description 1
- 101001135572 Homo sapiens Tyrosine-protein phosphatase non-receptor type 2 Proteins 0.000 description 1
- UFHFLCQGNIYNRP-UHFFFAOYSA-N Hydrogen Chemical compound [H][H] UFHFLCQGNIYNRP-UHFFFAOYSA-N 0.000 description 1
- 208000037147 Hypercalcaemia Diseases 0.000 description 1
- 208000001953 Hypotension Diseases 0.000 description 1
- 206010021137 Hypovolaemia Diseases 0.000 description 1
- 208000014919 IgG4-related retroperitoneal fibrosis Diseases 0.000 description 1
- 108010021625 Immunoglobulin Fragments Proteins 0.000 description 1
- 102000013463 Immunoglobulin Light Chains Human genes 0.000 description 1
- 108010065825 Immunoglobulin Light Chains Proteins 0.000 description 1
- 108010067060 Immunoglobulin Variable Region Proteins 0.000 description 1
- 102000017727 Immunoglobulin Variable Region Human genes 0.000 description 1
- 108090000723 Insulin-Like Growth Factor I Proteins 0.000 description 1
- 102000004218 Insulin-Like Growth Factor I Human genes 0.000 description 1
- 102400001069 Insulin-like growth factor 1 receptor alpha chain Human genes 0.000 description 1
- 101800000469 Insulin-like growth factor 1 receptor alpha chain Proteins 0.000 description 1
- 102400001071 Insulin-like growth factor 1 receptor beta chain Human genes 0.000 description 1
- 101800001412 Insulin-like growth factor 1 receptor beta chain Proteins 0.000 description 1
- 102000004372 Insulin-like growth factor binding protein 2 Human genes 0.000 description 1
- 108090000964 Insulin-like growth factor binding protein 2 Proteins 0.000 description 1
- 102000004883 Insulin-like growth factor-binding protein 6 Human genes 0.000 description 1
- 108090001014 Insulin-like growth factor-binding protein 6 Proteins 0.000 description 1
- 102000008070 Interferon-gamma Human genes 0.000 description 1
- 108010074328 Interferon-gamma Proteins 0.000 description 1
- 102000003816 Interleukin-13 Human genes 0.000 description 1
- 108090000176 Interleukin-13 Proteins 0.000 description 1
- 102400000531 Interleukin-16 Human genes 0.000 description 1
- 101800003050 Interleukin-16 Proteins 0.000 description 1
- 102000003810 Interleukin-18 Human genes 0.000 description 1
- 108090000171 Interleukin-18 Proteins 0.000 description 1
- 102000000588 Interleukin-2 Human genes 0.000 description 1
- 108010002350 Interleukin-2 Proteins 0.000 description 1
- 102000004388 Interleukin-4 Human genes 0.000 description 1
- 108090000978 Interleukin-4 Proteins 0.000 description 1
- 102000004889 Interleukin-6 Human genes 0.000 description 1
- 108090001005 Interleukin-6 Proteins 0.000 description 1
- 102000004890 Interleukin-8 Human genes 0.000 description 1
- 108090001007 Interleukin-8 Proteins 0.000 description 1
- 102000000585 Interleukin-9 Human genes 0.000 description 1
- 108010002335 Interleukin-9 Proteins 0.000 description 1
- 102000037862 Ion Transporter Human genes 0.000 description 1
- 108091006671 Ion Transporter Proteins 0.000 description 1
- 108010013792 Isovaleryl-CoA Dehydrogenase Proteins 0.000 description 1
- 102100033420 Keratin, type I cytoskeletal 19 Human genes 0.000 description 1
- 108010066302 Keratin-19 Proteins 0.000 description 1
- 201000003129 Kidney Papillary Necrosis Diseases 0.000 description 1
- 102000003855 L-lactate dehydrogenase Human genes 0.000 description 1
- 108700023483 L-lactate dehydrogenases Proteins 0.000 description 1
- FFEARJCKVFRZRR-BYPYZUCNSA-N L-methionine Chemical compound CSCC[C@H](N)C(O)=O FFEARJCKVFRZRR-BYPYZUCNSA-N 0.000 description 1
- 102000016267 Leptin Human genes 0.000 description 1
- 108010092277 Leptin Proteins 0.000 description 1
- 108010004098 Leucyl aminopeptidase Proteins 0.000 description 1
- 102000002704 Leucyl aminopeptidase Human genes 0.000 description 1
- 208000009378 Low Cardiac Output Diseases 0.000 description 1
- 208000005777 Lupus Nephritis Diseases 0.000 description 1
- 206010025323 Lymphomas Diseases 0.000 description 1
- 101710161955 Mannitol-specific phosphotransferase enzyme IIA component Proteins 0.000 description 1
- 238000000585 Mann–Whitney U test Methods 0.000 description 1
- 102100030412 Matrix metalloproteinase-9 Human genes 0.000 description 1
- 108010015302 Matrix metalloproteinase-9 Proteins 0.000 description 1
- 108050006600 Metalloproteinase inhibitor 3 Proteins 0.000 description 1
- 102000016776 Midkine Human genes 0.000 description 1
- 108010092801 Midkine Proteins 0.000 description 1
- 102000016943 Muramidase Human genes 0.000 description 1
- 108010014251 Muramidase Proteins 0.000 description 1
- 101000605526 Mus musculus Kallikrein-1 Proteins 0.000 description 1
- 102000005717 Myeloma Proteins Human genes 0.000 description 1
- 108010045503 Myeloma Proteins Proteins 0.000 description 1
- 108010062010 N-Acetylmuramoyl-L-alanine Amidase Proteins 0.000 description 1
- 102000003729 Neprilysin Human genes 0.000 description 1
- 108090000028 Neprilysin Proteins 0.000 description 1
- 108010012255 Neural Cell Adhesion Molecule L1 Proteins 0.000 description 1
- 102100024964 Neural cell adhesion molecule L1 Human genes 0.000 description 1
- 206010030113 Oedema Diseases 0.000 description 1
- 206010030302 Oliguria Diseases 0.000 description 1
- 206010033645 Pancreatitis Diseases 0.000 description 1
- 102000045595 Phosphoprotein Phosphatases Human genes 0.000 description 1
- 108700019535 Phosphoprotein Phosphatases Proteins 0.000 description 1
- 208000002151 Pleural effusion Diseases 0.000 description 1
- 239000004793 Polystyrene Substances 0.000 description 1
- 208000004880 Polyuria Diseases 0.000 description 1
- 101000621511 Potato virus M (strain German) RNA silencing suppressor Proteins 0.000 description 1
- 102100033237 Pro-epidermal growth factor Human genes 0.000 description 1
- 206010036790 Productive cough Diseases 0.000 description 1
- 206010060862 Prostate cancer Diseases 0.000 description 1
- 208000004403 Prostatic Hyperplasia Diseases 0.000 description 1
- 208000000236 Prostatic Neoplasms Diseases 0.000 description 1
- 108010029485 Protein Isoforms Proteins 0.000 description 1
- 102000001708 Protein Isoforms Human genes 0.000 description 1
- 102100030122 Protein O-GlcNAcase Human genes 0.000 description 1
- 208000010378 Pulmonary Embolism Diseases 0.000 description 1
- 206010037423 Pulmonary oedema Diseases 0.000 description 1
- 206010037596 Pyelonephritis Diseases 0.000 description 1
- 101000999374 Rattus norvegicus Interferon-related developmental regulator 1 Proteins 0.000 description 1
- 208000004531 Renal Artery Obstruction Diseases 0.000 description 1
- 206010038548 Renal vein thrombosis Diseases 0.000 description 1
- 206010038979 Retroperitoneal fibrosis Diseases 0.000 description 1
- 102000006382 Ribonucleases Human genes 0.000 description 1
- 108010083644 Ribonucleases Proteins 0.000 description 1
- PYMYPHUHKUWMLA-LMVFSUKVSA-N Ribose Natural products OC[C@@H](O)[C@@H](O)[C@@H](O)C=O PYMYPHUHKUWMLA-LMVFSUKVSA-N 0.000 description 1
- 108091006649 SLC9A3 Proteins 0.000 description 1
- 102100037599 SPARC Human genes 0.000 description 1
- 101150052091 Sarnp gene Proteins 0.000 description 1
- 206010039710 Scleroderma Diseases 0.000 description 1
- 206010040070 Septic Shock Diseases 0.000 description 1
- 108010045517 Serum Amyloid P-Component Proteins 0.000 description 1
- 102100036202 Serum amyloid P-component Human genes 0.000 description 1
- XUIMIQQOPSSXEZ-UHFFFAOYSA-N Silicon Chemical compound [Si] XUIMIQQOPSSXEZ-UHFFFAOYSA-N 0.000 description 1
- 102100030375 Sodium/hydrogen exchanger 3 Human genes 0.000 description 1
- 108010031429 Tissue Inhibitor of Metalloproteinase-3 Proteins 0.000 description 1
- 102000004338 Transferrin Human genes 0.000 description 1
- 108090000901 Transferrin Proteins 0.000 description 1
- FNYLWPVRPXGIIP-UHFFFAOYSA-N Triamterene Chemical compound NC1=NC2=NC(N)=NC(N)=C2N=C1C1=CC=CC=C1 FNYLWPVRPXGIIP-UHFFFAOYSA-N 0.000 description 1
- 102100033470 Tubulointerstitial nephritis antigen Human genes 0.000 description 1
- 101710185398 Tubulointerstitial nephritis antigen Proteins 0.000 description 1
- 108060008682 Tumor Necrosis Factor Proteins 0.000 description 1
- 102100033732 Tumor necrosis factor receptor superfamily member 1A Human genes 0.000 description 1
- 101710187743 Tumor necrosis factor receptor superfamily member 1A Proteins 0.000 description 1
- 102100033733 Tumor necrosis factor receptor superfamily member 1B Human genes 0.000 description 1
- 101710187830 Tumor necrosis factor receptor superfamily member 1B Proteins 0.000 description 1
- 102100033141 Tyrosine-protein phosphatase non-receptor type 2 Human genes 0.000 description 1
- 208000004608 Ureteral Obstruction Diseases 0.000 description 1
- LEHOTFFKMJEONL-UHFFFAOYSA-N Uric Acid Chemical compound N1C(=O)NC(=O)C2=C1NC(=O)N2 LEHOTFFKMJEONL-UHFFFAOYSA-N 0.000 description 1
- TVWHNULVHGKJHS-UHFFFAOYSA-N Uric acid Natural products N1C(=O)NC(=O)C2NC(=O)NC21 TVWHNULVHGKJHS-UHFFFAOYSA-N 0.000 description 1
- 208000007097 Urinary Bladder Neoplasms Diseases 0.000 description 1
- 206010047115 Vasculitis Diseases 0.000 description 1
- 206010047139 Vasoconstriction Diseases 0.000 description 1
- 206010058990 Venous occlusion Diseases 0.000 description 1
- 238000001793 Wilcoxon signed-rank test Methods 0.000 description 1
- 238000001801 Z-test Methods 0.000 description 1
- 230000002159 abnormal effect Effects 0.000 description 1
- 238000002835 absorbance Methods 0.000 description 1
- 229960004150 aciclovir Drugs 0.000 description 1
- MKUXAQIIEYXACX-UHFFFAOYSA-N aciclovir Chemical compound N1C(N)=NC(=O)C2=C1N(COCCO)C=N2 MKUXAQIIEYXACX-UHFFFAOYSA-N 0.000 description 1
- 206010000891 acute myocardial infarction Diseases 0.000 description 1
- OFCNXPDARWKPPY-UHFFFAOYSA-N allopurinol Chemical compound OC1=NC=NC2=C1C=NN2 OFCNXPDARWKPPY-UHFFFAOYSA-N 0.000 description 1
- 229960003459 allopurinol Drugs 0.000 description 1
- 102000012005 alpha-2-HS-Glycoprotein Human genes 0.000 description 1
- 108010075843 alpha-2-HS-Glycoprotein Proteins 0.000 description 1
- HMFHBZSHGGEWLO-UHFFFAOYSA-N alpha-D-Furanose-Ribose Natural products OCC1OC(O)C(O)C1O HMFHBZSHGGEWLO-UHFFFAOYSA-N 0.000 description 1
- 150000001412 amines Chemical class 0.000 description 1
- 238000004082 amperometric method Methods 0.000 description 1
- 230000036783 anaphylactic response Effects 0.000 description 1
- 208000003455 anaphylaxis Diseases 0.000 description 1
- 229940035674 anesthetics Drugs 0.000 description 1
- 229940044094 angiotensin-converting-enzyme inhibitor Drugs 0.000 description 1
- 201000008244 anti-basement membrane glomerulonephritis Diseases 0.000 description 1
- 230000001078 anti-cholinergic effect Effects 0.000 description 1
- 230000003466 anti-cipated effect Effects 0.000 description 1
- 230000000890 antigenic effect Effects 0.000 description 1
- 239000002220 antihypertensive agent Substances 0.000 description 1
- 229940127088 antihypertensive drug Drugs 0.000 description 1
- 239000002246 antineoplastic agent Substances 0.000 description 1
- 229940041181 antineoplastic drug Drugs 0.000 description 1
- 238000013459 approach Methods 0.000 description 1
- 208000021328 arterial occlusion Diseases 0.000 description 1
- 238000002820 assay format Methods 0.000 description 1
- 238000013398 bayesian method Methods 0.000 description 1
- 238000013531 bayesian neural network Methods 0.000 description 1
- 239000011324 bead Substances 0.000 description 1
- 230000001588 bifunctional effect Effects 0.000 description 1
- 230000002146 bilateral effect Effects 0.000 description 1
- 108091008324 binding proteins Proteins 0.000 description 1
- 238000004166 bioassay Methods 0.000 description 1
- 239000012620 biological material Substances 0.000 description 1
- 230000033228 biological regulation Effects 0.000 description 1
- 229960000074 biopharmaceutical Drugs 0.000 description 1
- 230000001851 biosynthetic effect Effects 0.000 description 1
- 230000000740 bleeding effect Effects 0.000 description 1
- 238000009534 blood test Methods 0.000 description 1
- 210000002665 bowman capsule Anatomy 0.000 description 1
- 210000000234 capsid Anatomy 0.000 description 1
- 150000001768 cations Chemical class 0.000 description 1
- 230000021164 cell adhesion Effects 0.000 description 1
- 230000005779 cell damage Effects 0.000 description 1
- 208000037887 cell injury Diseases 0.000 description 1
- 238000006243 chemical reaction Methods 0.000 description 1
- 239000003795 chemical substances by application Substances 0.000 description 1
- 208000007413 cholesterol embolism Diseases 0.000 description 1
- 238000004587 chromatography analysis Methods 0.000 description 1
- 208000022831 chronic renal failure syndrome Diseases 0.000 description 1
- 229960001265 ciclosporin Drugs 0.000 description 1
- 229960003405 ciprofloxacin Drugs 0.000 description 1
- DQLATGHUWYMOKM-UHFFFAOYSA-L cisplatin Chemical compound N[Pt](N)(Cl)Cl DQLATGHUWYMOKM-UHFFFAOYSA-L 0.000 description 1
- 229960004316 cisplatin Drugs 0.000 description 1
- 239000011248 coating agent Substances 0.000 description 1
- 238000000576 coating method Methods 0.000 description 1
- 230000000052 comparative effect Effects 0.000 description 1
- 230000002860 competitive effect Effects 0.000 description 1
- 150000001875 compounds Chemical class 0.000 description 1
- 238000002591 computed tomography Methods 0.000 description 1
- 230000021615 conjugation Effects 0.000 description 1
- CVSVTCORWBXHQV-UHFFFAOYSA-N creatine Chemical class NC(=[NH2+])N(C)CC([O-])=O CVSVTCORWBXHQV-UHFFFAOYSA-N 0.000 description 1
- 238000004132 cross linking Methods 0.000 description 1
- 230000001186 cumulative effect Effects 0.000 description 1
- 230000007812 deficiency Effects 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 230000006866 deterioration Effects 0.000 description 1
- 238000003748 differential diagnosis Methods 0.000 description 1
- 229940090124 dipeptidyl peptidase 4 (dpp-4) inhibitors for blood glucose lowering Drugs 0.000 description 1
- 238000010494 dissociation reaction Methods 0.000 description 1
- 230000005593 dissociations Effects 0.000 description 1
- 238000009826 distribution Methods 0.000 description 1
- 150000002019 disulfides Chemical class 0.000 description 1
- 230000035619 diuresis Effects 0.000 description 1
- 239000002934 diuretic Substances 0.000 description 1
- 230000001882 diuretic effect Effects 0.000 description 1
- 230000002526 effect on cardiovascular system Effects 0.000 description 1
- 238000002848 electrochemical method Methods 0.000 description 1
- 239000003792 electrolyte Substances 0.000 description 1
- 238000000572 ellipsometry Methods 0.000 description 1
- 230000003511 endothelial effect Effects 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 229940116977 epidermal growth factor Drugs 0.000 description 1
- NYPJDWWKZLNGGM-RPWUZVMVSA-N esfenvalerate Chemical compound C=1C([C@@H](C#N)OC(=O)[C@@H](C(C)C)C=2C=CC(Cl)=CC=2)=CC=CC=1OC1=CC=CC=C1 NYPJDWWKZLNGGM-RPWUZVMVSA-N 0.000 description 1
- RTZKZFJDLAIYFH-UHFFFAOYSA-N ether Substances CCOCC RTZKZFJDLAIYFH-UHFFFAOYSA-N 0.000 description 1
- 230000005284 excitation Effects 0.000 description 1
- 230000037406 food intake Effects 0.000 description 1
- 238000005194 fractionation Methods 0.000 description 1
- 229960003883 furosemide Drugs 0.000 description 1
- ZZUFCTLCJUWOSV-UHFFFAOYSA-N furosemide Chemical compound C1=C(Cl)C(S(=O)(=O)N)=CC(C(O)=O)=C1NCC1=CC=CO1 ZZUFCTLCJUWOSV-UHFFFAOYSA-N 0.000 description 1
- 102000006640 gamma-Glutamyltransferase Human genes 0.000 description 1
- 239000003193 general anesthetic agent Substances 0.000 description 1
- 239000011521 glass Substances 0.000 description 1
- 150000002337 glycosamines Chemical group 0.000 description 1
- 238000001631 haemodialysis Methods 0.000 description 1
- 125000005252 haloacyl group Chemical group 0.000 description 1
- 238000005534 hematocrit Methods 0.000 description 1
- 230000000322 hemodialysis Effects 0.000 description 1
- 238000002615 hemofiltration Methods 0.000 description 1
- 102000053150 human MMP2 Human genes 0.000 description 1
- 239000001257 hydrogen Substances 0.000 description 1
- 229910052739 hydrogen Inorganic materials 0.000 description 1
- 230000000148 hypercalcaemia Effects 0.000 description 1
- 208000030915 hypercalcemia disease Diseases 0.000 description 1
- 230000036543 hypotension Effects 0.000 description 1
- 238000003384 imaging method Methods 0.000 description 1
- 150000002463 imidates Chemical class 0.000 description 1
- 229940027941 immunoglobulin g Drugs 0.000 description 1
- 238000001727 in vivo Methods 0.000 description 1
- CBVCZFGXHXORBI-PXQQMZJSSA-N indinavir Chemical compound C([C@H](N(CC1)C[C@@H](O)C[C@@H](CC=2C=CC=CC=2)C(=O)N[C@H]2C3=CC=CC=C3C[C@H]2O)C(=O)NC(C)(C)C)N1CC1=CC=CN=C1 CBVCZFGXHXORBI-PXQQMZJSSA-N 0.000 description 1
- 229960001936 indinavir Drugs 0.000 description 1
- 238000001802 infusion Methods 0.000 description 1
- 239000003999 initiator Substances 0.000 description 1
- 238000005305 interferometry Methods 0.000 description 1
- 229960003130 interferon gamma Drugs 0.000 description 1
- 229940028885 interleukin-4 Drugs 0.000 description 1
- 229940100601 interleukin-6 Drugs 0.000 description 1
- 229940096397 interleukin-8 Drugs 0.000 description 1
- 229940118526 interleukin-9 Drugs 0.000 description 1
- 238000001361 intraarterial administration Methods 0.000 description 1
- 239000000193 iodinated contrast media Substances 0.000 description 1
- 208000028867 ischemia Diseases 0.000 description 1
- 230000000302 ischemic effect Effects 0.000 description 1
- 238000002955 isolation Methods 0.000 description 1
- 230000002045 lasting effect Effects 0.000 description 1
- 239000004816 latex Substances 0.000 description 1
- 229920000126 latex Polymers 0.000 description 1
- 229940039781 leptin Drugs 0.000 description 1
- 230000003902 lesion Effects 0.000 description 1
- 208000032839 leukemia Diseases 0.000 description 1
- 210000000265 leukocyte Anatomy 0.000 description 1
- 150000002632 lipids Chemical class 0.000 description 1
- 210000004185 liver Anatomy 0.000 description 1
- 231100000835 liver failure Toxicity 0.000 description 1
- 208000007903 liver failure Diseases 0.000 description 1
- 230000007774 longterm Effects 0.000 description 1
- 238000004020 luminiscence type Methods 0.000 description 1
- 229930190071 lycoside Natural products 0.000 description 1
- 229960000274 lysozyme Drugs 0.000 description 1
- 235000010335 lysozyme Nutrition 0.000 description 1
- 239000004325 lysozyme Substances 0.000 description 1
- 201000005857 malignant hypertension Diseases 0.000 description 1
- 238000004949 mass spectrometry Methods 0.000 description 1
- 239000000463 material Substances 0.000 description 1
- 238000005399 mechanical ventilation Methods 0.000 description 1
- 230000001404 mediated effect Effects 0.000 description 1
- 238000002483 medication Methods 0.000 description 1
- 108020004999 messenger RNA Proteins 0.000 description 1
- 239000002923 metal particle Substances 0.000 description 1
- 229930182817 methionine Natural products 0.000 description 1
- 239000011859 microparticle Substances 0.000 description 1
- 210000002161 motor neuron Anatomy 0.000 description 1
- 210000003097 mucus Anatomy 0.000 description 1
- 210000003205 muscle Anatomy 0.000 description 1
- 239000002105 nanoparticle Substances 0.000 description 1
- 208000020588 necrotizing soft tissue infection Diseases 0.000 description 1
- 201000008383 nephritis Diseases 0.000 description 1
- HPNRHPKXQZSDFX-OAQDCNSJSA-N nesiritide Chemical compound C([C@H]1C(=O)NCC(=O)N[C@@H](CCCNC(N)=N)C(=O)N[C@@H](CCCCN)C(=O)N[C@@H](CCSC)C(=O)N[C@@H](CC(O)=O)C(=O)N[C@@H](CCCNC(N)=N)C(=O)N[C@H](C(N[C@@H](CO)C(=O)N[C@@H](CO)C(=O)N[C@@H](CO)C(=O)N[C@@H](CO)C(=O)NCC(=O)N[C@@H](CC(C)C)C(=O)NCC(=O)N[C@@H](CSSC[C@@H](C(=O)N1)NC(=O)CNC(=O)[C@H](CO)NC(=O)CNC(=O)[C@H](CCC(N)=O)NC(=O)[C@@H](NC(=O)[C@H](CCSC)NC(=O)[C@H](CCCCN)NC(=O)[C@H]1N(CCC1)C(=O)[C@@H](N)CO)C(C)C)C(=O)N[C@@H](CCCCN)C(=O)N[C@@H](C(C)C)C(=O)N[C@@H](CC(C)C)C(=O)N[C@@H](CCCNC(N)=N)C(=O)N[C@@H](CCCNC(N)=N)C(=O)N[C@@H](CC=1N=CNC=1)C(O)=O)=O)[C@@H](C)CC)C1=CC=CC=C1 HPNRHPKXQZSDFX-OAQDCNSJSA-N 0.000 description 1
- 230000001272 neurogenic effect Effects 0.000 description 1
- 230000023362 neuron cell-cell adhesion Effects 0.000 description 1
- 230000036963 noncompetitive effect Effects 0.000 description 1
- 125000003729 nucleotide group Chemical group 0.000 description 1
- 239000005022 packaging material Substances 0.000 description 1
- 230000005298 paramagnetic effect Effects 0.000 description 1
- 230000007170 pathology Effects 0.000 description 1
- 230000010412 perfusion Effects 0.000 description 1
- 206010034674 peritonitis Diseases 0.000 description 1
- 150000002978 peroxides Chemical class 0.000 description 1
- 230000002085 persistent effect Effects 0.000 description 1
- 206010034878 phimosis Diseases 0.000 description 1
- 229920002223 polystyrene Polymers 0.000 description 1
- 238000001556 precipitation Methods 0.000 description 1
- 230000035935 pregnancy Effects 0.000 description 1
- 238000002360 preparation method Methods 0.000 description 1
- 230000002035 prolonged effect Effects 0.000 description 1
- 208000005333 pulmonary edema Diseases 0.000 description 1
- 208000002815 pulmonary hypertension Diseases 0.000 description 1
- 238000000746 purification Methods 0.000 description 1
- 239000003642 reactive oxygen metabolite Substances 0.000 description 1
- 210000002254 renal artery Anatomy 0.000 description 1
- 230000008085 renal dysfunction Effects 0.000 description 1
- 210000005084 renal tissue Anatomy 0.000 description 1
- 230000008439 repair process Effects 0.000 description 1
- 230000010410 reperfusion Effects 0.000 description 1
- 230000002441 reversible effect Effects 0.000 description 1
- 201000000306 sarcoidosis Diseases 0.000 description 1
- 238000013391 scatchard analysis Methods 0.000 description 1
- 230000028327 secretion Effects 0.000 description 1
- 230000036303 septic shock Effects 0.000 description 1
- 239000010703 silicon Substances 0.000 description 1
- 229910052710 silicon Inorganic materials 0.000 description 1
- 239000002904 solvent Substances 0.000 description 1
- 210000003802 sputum Anatomy 0.000 description 1
- 208000024794 sputum Diseases 0.000 description 1
- 235000000346 sugar Nutrition 0.000 description 1
- 150000008163 sugars Chemical class 0.000 description 1
- 230000004083 survival effect Effects 0.000 description 1
- 208000011580 syndromic disease Diseases 0.000 description 1
- 230000009885 systemic effect Effects 0.000 description 1
- 210000001138 tear Anatomy 0.000 description 1
- 230000001225 therapeutic effect Effects 0.000 description 1
- 239000003451 thiazide diuretic agent Substances 0.000 description 1
- 150000003573 thiols Chemical group 0.000 description 1
- 230000001732 thrombotic effect Effects 0.000 description 1
- 231100000331 toxic Toxicity 0.000 description 1
- 230000002588 toxic effect Effects 0.000 description 1
- 239000012581 transferrin Substances 0.000 description 1
- 230000032258 transport Effects 0.000 description 1
- 229960001288 triamterene Drugs 0.000 description 1
- 210000004926 tubular epithelial cell Anatomy 0.000 description 1
- 102000003390 tumor necrosis factor Human genes 0.000 description 1
- 238000000108 ultra-filtration Methods 0.000 description 1
- 201000001988 urethral stricture Diseases 0.000 description 1
- 229940116269 uric acid Drugs 0.000 description 1
- 201000005112 urinary bladder cancer Diseases 0.000 description 1
- 238000011547 urine creatinine measurement Methods 0.000 description 1
- VBEQCZHXXJYVRD-GACYYNSASA-N uroanthelone Chemical compound C([C@@H](C(=O)N[C@H](C(=O)N[C@@H](CS)C(=O)N[C@@H](CC(N)=O)C(=O)N[C@@H](CS)C(=O)N[C@H](C(=O)N[C@@H]([C@@H](C)CC)C(=O)NCC(=O)N[C@@H](CC=1C=CC(O)=CC=1)C(=O)N[C@@H](CO)C(=O)NCC(=O)N[C@@H](CC(O)=O)C(=O)N[C@@H](CCCNC(N)=N)C(=O)N[C@@H](CS)C(=O)N[C@@H](CCC(N)=O)C(=O)N[C@@H]([C@@H](C)O)C(=O)N[C@@H](CCCNC(N)=N)C(=O)N[C@@H](CC(O)=O)C(=O)N[C@@H](CC(C)C)C(=O)N[C@@H](CCCNC(N)=N)C(=O)N[C@@H](CC=1C2=CC=CC=C2NC=1)C(=O)N[C@@H](CC=1C2=CC=CC=C2NC=1)C(=O)N[C@@H](CCC(O)=O)C(=O)N[C@@H](CC(C)C)C(=O)N[C@@H](CCCNC(N)=N)C(O)=O)C(C)C)[C@@H](C)O)NC(=O)[C@H](CO)NC(=O)[C@H](CC(O)=O)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CO)NC(=O)[C@H](CCC(O)=O)NC(=O)[C@@H](NC(=O)[C@H](CC=1NC=NC=1)NC(=O)[C@H](CCSC)NC(=O)[C@H](CS)NC(=O)[C@@H](NC(=O)CNC(=O)CNC(=O)[C@H](CC(N)=O)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CS)NC(=O)[C@H](CC=1C=CC(O)=CC=1)NC(=O)CNC(=O)[C@H](CC(O)=O)NC(=O)[C@H](CC=1C=CC(O)=CC=1)NC(=O)[C@H](CO)NC(=O)[C@H](CO)NC(=O)[C@H]1N(CCC1)C(=O)[C@H](CS)NC(=O)CNC(=O)[C@H]1N(CCC1)C(=O)[C@H](CC=1C=CC(O)=CC=1)NC(=O)[C@H](CO)NC(=O)[C@@H](N)CC(N)=O)C(C)C)[C@@H](C)CC)C1=CC=C(O)C=C1 VBEQCZHXXJYVRD-GACYYNSASA-N 0.000 description 1
- 102000009816 urokinase plasminogen activator receptor activity proteins Human genes 0.000 description 1
- 108040001269 urokinase plasminogen activator receptor activity proteins Proteins 0.000 description 1
- 230000006496 vascular abnormality Effects 0.000 description 1
- 230000009723 vascular congestion Effects 0.000 description 1
- 230000025033 vasoconstriction Effects 0.000 description 1
- 235000012431 wafers Nutrition 0.000 description 1
- 238000005406 washing Methods 0.000 description 1
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 description 1
- 238000001262 western blot Methods 0.000 description 1
Classifications
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P1/00—Drugs for disorders of the alimentary tract or the digestive system
- A61P1/16—Drugs for disorders of the alimentary tract or the digestive system for liver or gallbladder disorders, e.g. hepatoprotective agents, cholagogues, litholytics
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P13/00—Drugs for disorders of the urinary system
- A61P13/02—Drugs for disorders of the urinary system of urine or of the urinary tract, e.g. urine acidifiers
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P13/00—Drugs for disorders of the urinary system
- A61P13/12—Drugs for disorders of the urinary system of the kidneys
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P15/00—Drugs for genital or sexual disorders; Contraceptives
- A61P15/08—Drugs for genital or sexual disorders; Contraceptives for gonadal disorders or for enhancing fertility, e.g. inducers of ovulation or of spermatogenesis
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P25/00—Drugs for disorders of the nervous system
- A61P25/08—Antiepileptics; Anticonvulsants
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P3/00—Drugs for disorders of the metabolism
- A61P3/08—Drugs for disorders of the metabolism for glucose homeostasis
- A61P3/10—Drugs for disorders of the metabolism for glucose homeostasis for hyperglycaemia, e.g. antidiabetics
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P31/00—Antiinfectives, i.e. antibiotics, antiseptics, chemotherapeutics
- A61P31/04—Antibacterial agents
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P41/00—Drugs used in surgical methods, e.g. surgery adjuvants for preventing adhesion or for vitreum substitution
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P9/00—Drugs for disorders of the cardiovascular system
- A61P9/04—Inotropic agents, i.e. stimulants of cardiac contraction; Drugs for heart failure
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P9/00—Drugs for disorders of the cardiovascular system
- A61P9/10—Drugs for disorders of the cardiovascular system for treating ischaemic or atherosclerotic diseases, e.g. antianginal drugs, coronary vasodilators, drugs for myocardial infarction, retinopathy, cerebrovascula insufficiency, renal arteriosclerosis
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61P—SPECIFIC THERAPEUTIC ACTIVITY OF CHEMICAL COMPOUNDS OR MEDICINAL PREPARATIONS
- A61P9/00—Drugs for disorders of the cardiovascular system
- A61P9/12—Antihypertensives
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2800/00—Detection or diagnosis of diseases
- G01N2800/34—Genitourinary disorders
- G01N2800/347—Renal failures; Glomerular diseases; Tubulointerstitial diseases, e.g. nephritic syndrome, glomerulonephritis; Renovascular diseases, e.g. renal artery occlusion, nephropathy
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2800/00—Detection or diagnosis of diseases
- G01N2800/50—Determining the risk of developing a disease
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2800/00—Detection or diagnosis of diseases
- G01N2800/60—Complex ways of combining multiple protein biomarkers for diagnosis
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
- G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
- G01N33/68—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving proteins, peptides or amino acids
- G01N33/6893—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving proteins, peptides or amino acids related to diseases not provided for elsewhere
Abstract
Disclosed is a method for evaluating renal status in a subject ex vivo, comprising: performing one or more assays configured to detect one or more biomarkers in a body fluid sample obtained previously from the subject to provide an assay result, wherein at least one of the markers is 72 kDa type IV collagenase:Metalloproteinase inhibitor 2 complex; and correlating an assay result(s) to the renal status of the subject. collagenase:Metalloproteinase inhibitor 2 complex; and correlating an assay result(s) to the renal status of the subject.
Description
METHODS AND COMPOSITIONS FOR DIAGNOSIS AND PROGNOSIS OF
RENAL INJURY AND RENAL FAILURE
The present application claims priority to provisional US. patent application
61/528,000 filed August 26, 2011, and to provisional US. patent application 61/528,003
filed August 26, 2011, which is hereby incorporated in its entirety including all tables,
figures, and claims.
OUND OF THE INVENTION
The following discussion of the background of the invention is merely
provided to aid the reader in tanding the invention and is not admitted to describe
or constitute prior art to the t invention.
The kidney is responsible for water and solute excretion from the body. Its
functions include maintenance of acid-base balance, regulation of electrolyte
concentrations, control of blood , and regulation of blood pressure. As such, loss
of kidney function through injury and/or disease results in substantial morbidity and
mortality. A detailed discussion of renal injuries is provided in Harrison’s Principles of
Internal Medicine, 17th Ed., McGraw Hill, New York, pages 1741-1830, which are hereby
incorporated by reference in their entirety. Renal disease and/or injury may be acute or
chronic. Acute and chronic kidney disease are described as follows (from Current
Medical Diagnosis & Treatment 2008, 47th Ed, McGraw Hill, New York, pages 5,
which are hereby incorporated by reference in their entirety): “Acute renal failure is
worsening of renal function over hours to days, resulting in the retention of nitrogenous
wastes (such as urea en) and creatinine in the blood. Retention of these nces
is called azotemia. c renal failure (chronic kidney disease) results from an
abnormal loss of renal function over months to years”.
Acute renal failure (ARF, also known as acute kidney injury, or AKI) is an
abrupt (typically detected within about 48 hours to 1 week)reduction in glomerular
filtration. This loss of filtration capacity results in ion of nitrogenous (urea and
nine) and non-nitrogenous waste products that are normally excreted by the ,
a reduction in urine output, or both. It is reported that ARF complicates about 5% of
hospital admissions, 4-15% of cardiopulmonary bypass surgeries, and up to 30% of
intensive care admissions. ARF may be categorized as prerenal, intrinsic renal, or
postrenal in causation. Intrinsic renal disease can be further divided into glomerular,
tubular, interstitial, and vascular abnormalities. Maj or causes of ARF are described in the
ing table, which is adapted from the Merck Manual, l7th ed., Chapter 222, and
which is hereby incorporated by reference in their entirety:
T e Risk Factors
ECF volume depletion ive diuresis, hemorrhage, GI losses, loss of
intravascular fluid into the extravascular space (due to
ascites, peritonitis, pancreatitis, or , loss of skin
and mucus membranes, renal salt- and water-wasting
states
Low cardiac output Cardiomyopathy, MI, cardiac tamponade, pulmonary
embolism, pulmonary hypertension, positive-pressure
mechanical ventilation
Low systemic vascular Septic shock, liver failure, antihypertensive drugs
resistance
Increased renal vascular NSAIDs, cyclosporines, tacrolimus, hypercalcemia,
resistance anaphylaXis, anesthetics, renal artery obstruction, renal
vein thrombosis, sepsis, renal syndrome
Decreased efferent ACE inhibitors or angiotensin II receptor rs
arteriolar tone (leading to
decreased GFR from
reduced glomerular
transcapillary pressure,
especially in patients with
bilateral renal artery
Acute tubular injury Ischemia (prolonged or severe prerenal state): surgery,
hemorrhage, arterial or venous obstruction; Toxins:
NSAIDs, cyclosporines, tacrolimus, aminoglycosides,
foscarnet, ethylene glycol, hemoglobin, myoglobin,
ifosfamide, heavy metals, methotrexate, radiopaque
contrast , streptozotocin
Acute glomerulonephritis ANCA-associated: ntic glomerulonephritis,
teritis nodosa, Wegener's granulomatosis; Anti-
GBM glomerulonephritis: Goodpasture's syndrome;
Immune-complex: Lupus glomerulonephritis,
fectious ulonephritis, cryoglobulinemic
glomerulonephritis
Acute tubulointerstitial Drug on (eg, B-lactams, NSAIDs, sulfonamides,
nephritis ciprofloxacin, thiazide diuretics, furosemide, oin,
allopurinol, pyelonephritis, papillary necrosis
Acute vascular Vasculitis, malignant hypertension, thrombotic
nephropathy ngiopathies, scleroderma, atheroembolism
Infiltrative diseases Lymphoma, sarcoidosis, leukemia
Postrenal
2012/052298
Tubular precipitation Uric acid (tumor lysis), sulfonamides, triamterene,
acyclovir, indinavir, methotrexate, ethylene glycol
ingestion, myeloma protein, myoglobin
Ureteral obstruction Intrinsic: i, clots, sloughed renal tissue, fungus
ball, edema, malignancy, congenital defects; Extrinsic:
Malignancy, retroperitoneal fibrosis, ureteral trauma
during y or high impact injury
Bladder obstruction Mechanical: Benign prostatic hyperplasia, prostate
cancer, bladder cancer, urethral strictures, phimosis,
imosis, al valves, obstructed indwelling
urinary catheter; Neurogenic: Anticholinergic drugs,
upper or lower motor neuron lesion
In the case of ischemic ARF, the course of the disease may be divided into
four phases. During an initiation phase, which lasts hours to days, reduced perfusion of
the kidney is evolving into injury. Glomerular ultrafiltration reduces, the flow of filtrate is
reduced due to debris within the tubules, and back leakage of filtrate through d
epithelium occurs. Renal injury can be mediated during this phase by reperfusion of the
kidney. Initiation is followed by an ion phase which is terized by continued
ischemic injury and ation and may involve endothelial damage and vascular
congestion. During the maintenance phase, lasting from 1 to 2 weeks, renal cell injury
occurs, and glomerular filtration and urine output reaches a minimum. A recovery phase
can follow in which the renal epithelium is repaired and GFR gradually recovers. Despite
this, the survival rate of subjects with ARF may be as low as about 60%.
Acute kidney injury caused by radiocontrast agents (also called contrast
media) and other toxins such as cyclosporine, antibiotics including
aminoglycosides and anticancer drugs such as cisplatin sts over a period of days to
about a week. Contrast induced nephropathy (CIN, which is AKI caused by radiocontrast
agents) is thought to be caused by intrarenal vasoconstriction ng to ischemic injury)
and from the generation of reactive oxygen species that are directly toxic to renal tubular
epithelial cells. CIN classically presents as an acute (onset within ) but reversible
(peak 3-5 days, tion within 1 week) rise in blood urea nitrogen and serum
creatinine.
A commonly reported criteria for defining and detecting AKI is an abrupt
(typically within about 2-7 days or within a period of hospitalization) elevation of serum
creatinine. Although the use of serum creatinine elevation to define and detect AKI is
well established, the magnitude of the serum creatinine elevation and the time over which
it is ed to define AKI varies considerably among publications. Traditionally,
relatively large increases in serum nine such as 100%, 200%, an increase of at least
100% to a value over 2 mg/dL and other definitions were used to define AKI. However,
the recent trend has been towards using smaller serum creatinine rises to define AKI. The
relationship between serum creatinine rise, AKI and the associated health risks are
ed in Praught and Shlipak, Curr Opin Nephrol Hypertens 14:265-270, 2005 and
Chertow et al, JAm Soc Nephrol 16: 3365-3370, 2005, which, with the references listed
therein, are hereby incorporated by reference in their ty. As described in these
publications, acute worsening renal function (AKI) and increased risk of death and other
detrimental outcomes are now known to be associated with very small increases in serum
creatinine. These ses may be determined as a relative nt) value or a nominal
value. Relative ses in serum creatinine as small as 20% from the pre-injury value
have been reported to indicate acutely worsening renal function (AKI) and increased
health risk, but the more commonly reported value to define AKI and increased health
risk is a relative increase of at least 25%. Nominal increases as small as 0.3 mg/dL, 0.2
mg/dL or even 01 mg/dL have been reported to indicate worsening renal on and
increased risk of death. Various time s for the serum creatinine to rise to these
threshold values have been used to define AKI, for example, ranging from 2 days, 3 days,
7 days, or a variable period defined as the time the patient is in the hospital or intensive
care unit. These studies indicate there is not a particular threshold serum creatinine rise
(or time period for the rise) for worsening renal function or AKI, but rather a continuous
increase in risk with increasing magnitude of serum creatinine rise.
One study (Lassnigg et all, J Am Soc Nephrol 15:1597-1605, 2004, hereby
incorporated by reference in its ty) investigated both increases and decreases in
serum creatinine. Patients with a mild fall in serum creatinine of -0.1 to -0.3 mg/dL
following heart surgery had the lowest mortality rate. Patients with a larger fall in serum
nine (more than or equal to -0.4 mg/dL) or any increase in serum creatinine had a
larger mortality rate. These findings caused the authors to conclude that even very subtle
changes in renal function (as detected by small creatinine s within 48 hours of
surgery) seriously effect patient’s es. In an effort to reach consensus on a unified
classification system for using serum creatinine to define AKI in clinical trials and in
clinical practice, Bellomo et (1]., Crit Care. 8(4):R204-l2, 2004, which is hereby
WO 43310
incorporated by reference in its entirety, proposes the following fications for
stratifying AKI ts:
“Risk”: serum creatinine increased 1.5 fold from baseline OR urine production of <05
ml/kg body /hr for 6 hours;
“Injury”: serum creatinine increased 2.0 fold from baseline OR urine production <0.5
ml/kg/hr for 12 h;
“Failure”: serum creatinine increased 3.0 fold from baseline OR creatinine >355 umol/l
(with a rise of >44) or urine output below 0.3 ml/kg/hr for 24 h or anuria for at least 12
hours;
And included two clinical outcomes:
“Loss”: persistent need for renal replacement therapy for more than four weeks.
“ESRD”: end stage renal e—the need for dialysis for more than 3 months.
These criteria are called the RIFLE criteria, which provide a useful clinical
tool to classify renal status. As discussed in Kellum, Crit. Care Med. 36: S141-45, 2008
and Ricci et al., Kidney Int. 73, 538-546, 2008, each hereby incorporated by reference in
its ty, the RIFLE criteria provide a uniform definition of AKI which has been
validated in numerous studies.
More recently, Mehta et (1]., Crit. Care 11:R31 (doi:10.1186.cc5713), 2007, hereby
incorporated by reference in its entirety, proposes the following similar classifications for
stratifying AKI patients, which have been modified from RIFLE:
“Stage I”: increase in serum nine of more than or equal to 0.3 mg/dL (2 26.4
umol/L) or increase to more than or equal to 150% (1.5-fold) from baseline OR urine
output less than 0.5 mL/kg per hour for more than 6 hours;
“Stage II”: increase in serum creatinine to more than 200% (> 2-fold) from baseline OR
urine output less than 0.5 mL/kg per hour for more than 12 hours;
“Stage III”: increase in serum creatinine to more than 300% (> 3-fold) from baseline OR
serum creatinine 2 354 umol/L accompanied by an acute increase of at least 44 umol/L
OR urine output less than 0.3 mL/kg per hour for 24 hours or anuria for 12 hours.
The CIN Consensus Working Panel (McCollough et al, Rev Cardiovasc Med.
2006; 7(4)3] 77-197, hereby incorporated by reference in its entirety) uses a serum
creatinine rise of 25% to define Contrast induced nephropathy (which is a type of AKI).
Although various groups propose slightly different criteria for using serum creatinine to
detect AKI, the consensus is that small changes in serum creatinine, such as 0.3 mg/dL or
%, are sufficient to detect AKI ning renal function) and that the magnitude of
the serum creatinine change is an tor of the severity of the AKI and mortality risk.
Although serial measurement of serum creatinine over a period of days is an
accepted method of detecting and diagnosing AKI and is considered one of the most
important tools to evaluate AKI patients, serum creatinine is generally regarded to have
several tions in the diagnosis, assessment and monitoring of AKI patients. The time
period for serum creatinine to rise to values (e.g., a 0.3 mg/dL or 25% rise) considered
diagnostic for AKI can be 48 hours or longer depending on the definition used. Since
ar injury in AKI can occur over a period of hours, serum creatinine elevations
detected at 48 hours or longer can be a late indicator of injury, and relying on serum
nine can thus delay diagnosis of AKI. rmore, serum creatinine is not a good
indicator of the exact kidney status and ent needs during the most acute phases of
AKI when kidney function is changing rapidly. Some patients with AKI will recover
fully, some will need dialysis (either short term or long term) and some will have other
detrimental outcomes including death, major adverse cardiac events and chronic kidney
disease. Because serum creatinine is a marker of filtration rate, it does not differentiate
between the causes of AKI (pre-renal, intrinsic renal, post-renal obstruction,
atheroembolic, etc) or the ry or location of injury in sic renal disease (for
example, tubular, glomerular or interstitial in origin). Urine output is similarly limited,
Knowing these things can be of vital importance in managing and treating patients with
AKI.
These tions underscore the need for better s to detect and assess
AKI, particularly in the early and subclinical stages, but also in later stages when
recovery and repair of the kidney can occur. Furthermore, there is a need to better identify
patients who are at risk of having an AKI.
BRIEF SUMMARY OF THE INVENTION
In an aspect, the invention provides methods and compositions for evaluating
renal function in a subject. As described herein, measurement of one or more biomarkers
selected from the group consisting of Heat shock 70 kDa protein 1, Alphaantitrypsin
Neutrophil elastase complex, Stromelysin-1:Metalloproteinase inhibitor 2 complex, 72
kDa type IV collagenase:Metalloproteinase inhibitor 2 complex, Insulin-like growth
factor 1 or, Myeloid differentiation primary response protein MyD88, Neuronal cell
adhesion molecule, and Tumor necrosis factor ligand superfamily member 10 (each
referred to herein as a “kidney injury marker”) can be used for diagnosis, sis, risk
fication, staging, monitoring, categorizing and determination of r diagnosis and
treatment ns in subjects suffering or at risk of suffering from an injury to renal
function, reduced renal function, and/or acute renal failure (also called acute kidney
injury).
The kidney injury markers of the present invention may be used, individually
or in panels comprising a plurality of kidney injury s, for risk stratification (that is,
to identify subjects at risk for a future injury to renal function, for future progression to
reduced renal function, for future progression to ARF, for future improvement in renal
on, etc.); for diagnosis of existing disease (that is, to identify subjects who have
suffered an injury to renal function, who have progressed to reduced renal function, who
have progressed to ARF, etc.); for monitoring for deterioration or improvement of renal
function; and for predicting a future medical outcome, such as improved or worsening
renal function, a decreased or increased mortality risk, a decreased or increased risk that a
subject will require renal ement therapy (i.e., hemodialysis, peritoneal dialysis,
hemofiltration, and/or renal transplantation, a decreased or increased risk that a subject
will recover from an injury to renal function, a decreased or increased risk that a subject
will recover from ARF, a decreased or increased risk that a subject will progress to end
stage renal disease, a decreased or increased risk that a subject will progress to chronic
renal failure, a decreased or sed risk that a subject will suffer rejection of a
lanted kidney, etc.
In an , the present invention relates to methods for ting renal
status in a subject. These methods comprise performing an assay method that is
configured to detect one or more biomarkers selected from the group consisting of Heat
shock 70 kDa protein 1, Alphaantitrypsin Neutrophil se complex, Stromelysin-
1:Metalloproteinase inhibitor 2 complex, 72 kDa type IV collagenase:Metalloproteinase
inhibitor 2 complex, Insulin-like growth factor 1 or, Myeloid differentiation
primary response protein MyD88, Neuronal cell on molecule, and Tumor necrosis
factor ligand superfamily member 10 is/are then correlated to the renal status of the
subject. This correlation to renal status may include correlating the assay result(s) to one
or more of risk stratification, diagnosis, prognosis, staging, classifying and monitoring of
the subject as described herein. Thus, the present invention utilizes one or more kidney
injury markers of the present invention for the evaluation of renal injury.
[0015A] In an aspect, the t ion provides a method for evaluating renal
status in a t ex vivo, comprising: performing one or more assays configured to
detect one or more biomarkers in a body fluid sample obtained previously from the
subject to provide an assay result, wherein at least one of the markers is 72 kDa type IV
collagenase:Metalloproteinase inhibitor 2 complex; and correlating an assay result(s) to
the renal status of the subject.
In certain embodiments, the methods for evaluating renal status described
herein are methods for risk stratification of the subject; that is, assigning a likelihood of
one or more future changes in renal status to the subject. In these embodiments, the assay
result(s) is/are correlated to one or more such future changes. The following are preferred
risk stratification embodiments.
In red risk stratification embodiments, these methods comprise
determining a subject’s risk for a future injury to renal function, and the assay result(s)
is/are correlated to a likelihood of such a future injury to renal function. For example, the
measured concentration(s) may each be compared to a threshold value. For a “positive
going” kidney injury marker, an increased likelihood of suffering a future injury to renal
function is assigned to the t when the measured concentration is above the
threshold, relative to a likelihood assigned when the measured concentration is below the
old. For a “negative going” kidney injury marker, an sed likelihood of
suffering a future injury to renal function is assigned to the subject when the measured
concentration is below the threshold, relative to a likelihood ed when the measured
concentration is above the threshold.
In other preferred risk stratification embodiments, these s comprise
ining a t’s risk for future reduced renal function, and the assay result(s)
is/are correlated to a likelihood of such d renal function. For example, the
measured concentrations may each be compared to a old value. For a “positive
going” kidney injury marker, an increased likelihood of suffering a future reduced renal
function is assigned to the subject when the measured concentration is above the
threshold, relative to a likelihood assigned when the measured concentration is below the
threshold. For a “negative going” kidney injury marker, an increased hood of future
reduced renal function is assigned to the subject when the measured concentration is
below the threshold, ve to a likelihood assigned when the measured concentration is
above the threshold.
In still other preferred risk stratification embodiments, these s se
determining a t’s likelihood for a future improvement in renal function, and the
assay result(s) is/are correlated to a likelihood of such a future improvement in renal
function. For example, the measured concentration(s) may each be compared to a
threshold value. For a “positive going” kidney injury marker, an sed likelihood of a
future improvement in renal function is assigned to the subject when the measured
concentration is below the threshold, relative to a likelihood assigned when the measured
concentration is above the threshold. For a “negative going” kidney injury marker, an
increased likelihood of a future improvement in renal function is assigned to the subject
when the measured concentration is above the threshold, relative to a likelihood assigned
when the measured concentration is below the threshold.
In yet other preferred risk stratification embodiments, these methods comprise
determining a subject’s risk for progression to ARF, and the result(s) is/are correlated to a
likelihood of such progression to ARF. For example, the measured tration(s) may
each be compared to a threshold value. For a “positive going” kidney injury marker, an
sed likelihood of progression to ARF is assigned to the subject when the measured
concentration is above the threshold, relative to a likelihood assigned when the measured
tration is below the threshold. For a “negative going” kidney injury marker, an
increased likelihood of progression to ARF is assigned to the subject when the measured
concentration is below the threshold, relative to a likelihood ed when the measured
tration is above the threshold.
And in other preferred risk stratification embodiments, these methods
comprise determining a subject’s outcome risk, and the assay result(s) is/are ated to
a hood of the occurrence of a clinical outcome related to a renal injury suffered by
the subject. For example, the measured concentration(s) may each be compared to a
threshold value. For a “positive going” kidney injury , an increased likelihood of
one or more of: acute kidney injury, progression to a worsening stage of AKI, mortality, a
requirement for renal replacement therapy, a requirement for withdrawal of renal toxins,
end stage renal disease, heart failure, stroke, myocardial infarction, progression to chronic
kidney disease, etc., is assigned to the t when the measured concentration is above
the threshold, relative to a hood ed when the measured concentration is below
the threshold. For a “negative going” kidney injury marker, an increased likelihood of one
or more of: acute kidney injury, progression to a worsening stage of AKI, mortality, a
requirement for renal replacement therapy, a requirement for withdrawal of renal toxins,
end stage renal disease, heart failure, stroke, myocardial infarction, progression to chronic
kidney disease, etc., is assigned to the subject when the measured concentration is below
the threshold, relative to a likelihood assigned when the measured concentration is above
the threshold.
In such risk stratification embodiments, preferably the likelihood or risk
assigned is that an event of interest is more or less likely to occur within 180 days of the
time at which the body fluid sample is obtained from the subject. In particularly preferred
embodiments, the likelihood or risk assigned relates to an event of interest occurring
within a shorter time period such as 18 months, 120 days, 90 days, 60 days, 45 days, 30
days, 21 days, 14 days, 7 days, 5 days, 96 hours, 72 hours, 48 hours, 36 hours, 24 hours,
12 hours, or less. A risk at 0 hours of the time at which the body fluid sample is obtained
from the subject is equivalent to diagnosis of a current condition.
In preferred risk stratification embodiments, the subject is selected for risk
stratification based on the pre-existence in the subject of one or more known risk factors
for prerenal, intrinsic renal, or postrenal ARF. For e, a subject undergoing or
having undergone major vascular surgery, coronary artery bypass, or other c
surgery; a subject having pre-existing tive heart failure, preeclampsia, eclampsia,
diabetes mellitus, hypertension, coronary artery disease, proteinuria, renal insufficiency,
glomerular filtration below the normal range, cirrhosis, serum creatinine above the
normal range, or sepsis; or a subject exposed to NSAIDs, cyclosporines, tacrolimus,
lycosides, foscarnet, ethylene , hemoglobin, bin, ifosfamide, heavy
metals, rexate, aque contrast agents, or streptozotocin are all preferred
subjects for ring risks according to the s described herein. This list is not
meant to be limiting. By “pre-existence” in this context is meant that the risk factor exists
at the time the body fluid sample is obtained from the subject. In particularly preferred
embodiments, a subject is chosen for risk fication based on an existing diagnosis of
injury to renal on, reduced renal function, or ARF.
In other embodiments, the methods for evaluating renal status bed herein
are methods for diagnosing a renal injury in the subject; that is, assessing whether or not a
subject has suffered from an injury to renal function, d renal function, or ARF. In
these embodiments, the assay result(s), for example measured concentration(s) of one or
more biomarkers selected from the group ting of Heat shock 70 kDa protein 1,
Alpha-l-antitrypsin Neutrophil elastase complex, Stromelysin-l:Metalloproteinase
inhibitor 2 complex, 72 kDa type IV enase:Metalloproteinase inhibitor 2 complex,
Insulin-like growth factor 1 receptor, Myeloid differentiation primary response protein
MyD88, Neuronal cell adhesion molecule, and Tumor necrosis factor ligand superfamily
member 10 is/are correlated to the occurrence or nonoccurrence of a change in renal
. The following are preferred diagnostic embodiments.
In preferred diagnostic embodiments, these methods se diagnosing the
occurrence or nonoccurrence of an injury to renal function, and the assay result(s) is/are
correlated to the ence or nonoccurrence of such an injury. For example, each of the
measured concentration(s) may be compared to a threshold value. For a positive going
, an increased likelihood of the occurrence of an injury to renal function is
assigned to the subject when the measured concentration is above the threshold (relative
to the likelihood assigned when the measured concentration is below the threshold);
alternatively, when the measured concentration is below the threshold, an increased
likelihood of the nonoccurrence of an injury to renal function may be assigned to the
subject (relative to the likelihood ed when the measured concentration is above the
threshold). For a negative going marker, an increased likelihood of the occurrence of an
injury to renal function is assigned to the subject when the measured concentration is
below the old (relative to the likelihood assigned when the measured concentration
is above the threshold); atively, when the measured concentration is above the
threshold, an increased likelihood of the nonoccurrence of an injury to renal function may
be assigned to the subject (relative to the likelihood assigned when the measured
tration is below the old).
In other preferred diagnostic embodiments, these methods comprise
diagnosing the occurrence or nonoccurrence of reduced renal function, and the assay
result(s) is/are correlated to the ence or nonoccurrence of an injury causing reduced
renal function. For example, each of the measured tration(s) may be compared to a
threshold value. For a positive going marker, an sed likelihood of the occurrence of
an injury causing reduced renal function is assigned to the t when the measured
concentration is above the threshold (relative to the likelihood assigned when the
ed concentration is below the threshold); alternatively, when the measured
concentration is below the threshold, an increased hood of the nonoccurrence of an
injury causing reduced renal function may be assigned to the t (relative to the
likelihood ed when the measured concentration is above the threshold). For a
negative going marker, an increased likelihood of the occurrence of an injury causing
reduced renal function is assigned to the subject when the measured concentration is
below the threshold (relative to the likelihood assigned when the measured concentration
is above the threshold); alternatively, when the measured concentration is above the
old, an increased likelihood of the nonoccurrence of an injury causing d renal
function may be assigned to the subject (relative to the likelihood assigned when the
measured concentration is below the threshold).
In yet other preferred diagnostic ments, these methods comprise
diagnosing the occurrence or nonoccurrence of ARF, and the assay result(s) is/are
correlated to the occurrence or nonoccurrence of an injury causing ARF. For example,
each of the measured concentration(s) may be compared to a threshold value. For a
positive going marker, an increased likelihood of the occurrence of ARF is ed to
the subject when the measured concentration is above the threshold (relative to the
likelihood assigned when the measured concentration is below the threshold);
alternatively, when the measured concentration is below the threshold, an increased
likelihood of the nonoccurrence of ARF may be assigned to the subject (relative to the
likelihood assigned when the measured concentration is above the threshold). For a
ve going marker, an increased likelihood of the occurrence of ARF is assigned to
the t when the measured concentration is below the old (relative to the
hood assigned when the measured concentration is above the threshold);
alternatively, when the measured concentration is above the threshold, an increased
likelihood of the nonoccurrence of ARF may be assigned to the subject (relative to the
likelihood assigned when the measured concentration is below the threshold).
In still other preferred diagnostic embodiments, these s comprise
diagnosing a subject as being in need of renal ement therapy, and the assay result(s)
is/are correlated to a need for renal replacement therapy. For example, each of the
ed concentration(s) may be compared to a threshold value. For a positive going
marker, an increased likelihood of the occurrence of an injury creating a need for renal
ement y is assigned to the subject when the measured tration is above
the threshold (relative to the likelihood ed when the measured concentration is
below the threshold); alternatively, when the measured concentration is below the
threshold, an increased likelihood of the nonoccurrence of an injury creating a need for
renal replacement therapy may be assigned to the subject (relative to the likelihood
assigned when the measured tration is above the threshold). For a negative going
marker, an increased likelihood of the occurrence of an injury creating a need for renal
ement y is assigned to the subject when the measured concentration is below
the threshold (relative to the likelihood assigned when the measured concentration is
above the threshold); alternatively, when the measured concentration is above the
threshold, an increased likelihood of the nonoccurrence of an injury creating a need for
renal replacement therapy may be assigned to the subject (relative to the hood
assigned when the measured concentration is below the threshold).
In still other red diagnostic embodiments, these methods comprise
diagnosing a subject as being in need of renal transplantation, and the assay (s0
is/are correlated to a need for renal transplantation. For example, each of the measured
concentration(s) may be compared to a threshold value. For a positive going marker, an
increased likelihood of the occurrence of an injury creating a need for renal
transplantation is assigned to the subject when the measured concentration is above the
threshold (relative to the likelihood assigned when the measured concentration is below
the threshold); alternatively, when the measured concentration is below the threshold, an
increased hood of the nonoccurrence of an injury creating a need for renal
transplantation may be assigned to the subject ive to the likelihood assigned when
the measured concentration is above the threshold). For a negative going marker, an
increased likelihood of the occurrence of an injury ng a need for renal
transplantation is assigned to the subject when the measured concentration is below the
threshold (relative to the likelihood assigned when the measured tration is above
the threshold); alternatively, when the measured concentration is above the threshold, an
increased likelihood of the nonoccurrence of an injury ng a need for renal
transplantation may be ed to the subject (relative to the likelihood assigned when
the measured concentration is below the threshold).
In still other ments, the methods for evaluating renal status described
herein are s for monitoring a renal injury in the subject; that is, assessing whether
or not renal function is improving or worsening in a subject who has suffered from an
injury to renal function, reduced renal function, or ARF. In these embodiments, the assay
(s), for example measured concentration(s) of one or more biomarkers ed from
the group consisting of Heat shock 70 kDa protein 1, Alpha-l-antitrypsin Neutrophil
2012/052298
se complex, Stromelysin-l:Metalloproteinase inhibitor 2 complex, 72 kDa type IV
collagenase:Metalloproteinase inhibitor 2 complex, Insulin-like growth factor 1 receptor,
Myeloid entiation primary response n MyD88, Neuronal cell adhesion
molecule, and Tumor necrosis factor ligand superfamily member 10 receptor is/are
correlated to the occurrence or nonoccurrence of a change in renal status. The following
are preferred monitoring embodiments.
In preferred monitoring embodiments, these methods se monitoring
renal status in a subject ing from an injury to renal function, and the assay result(s)
is/are correlated to the occurrence or nonoccurrence of a change in renal status in the
subject. For example, the measured tration(s) may be compared to a threshold
value. For a positive going marker, when the measured concentration is above the
threshold, a worsening of renal function may be assigned to the t; alternatively,
when the measured concentration is below the threshold, an improvement of renal
function may be assigned to the subject. For a negative going marker, when the measured
concentration is below the threshold, a worsening of renal function may be assigned to
the subject; alternatively, when the measured concentration is above the threshold, an
improvement of renal function may be ed to the t.
In other preferred monitoring embodiments, these methods comprise
monitoring renal status in a subject suffering from reduced renal on, and the assay
result(s) is/are correlated to the occurrence or nonoccurrence of a change in renal status in
the subject. For example, the measured concentration(s) may be compared to a threshold
value. For a ve going marker, when the measured concentration is above the
threshold, a worsening of renal function may be assigned to the subject; alternatively,
when the measured tration is below the threshold, an improvement of renal
on may be assigned to the subject. For a negative going marker, when the ed
concentration is below the threshold, a worsening of renal function may be assigned to
the subject; alternatively, when the measured concentration is above the threshold, an
improvement of renal function may be assigned to the subject.
In yet other preferred monitoring embodiments, these methods comprise
monitoring renal status in a subject suffering from acute renal failure, and the assay
result(s) is/are correlated to the occurrence or nonoccurrence of a change in renal status in
the subject. For example, the measured concentration(s) may be compared to a threshold
value. For a ve going marker, when the measured concentration is above the
threshold, a worsening of renal function may be assigned to the subject; alternatively,
when the measured concentration is below the threshold, an improvement of renal
function may be assigned to the subject. For a negative going marker, when the measured
concentration is below the threshold, a ing of renal function may be assigned to
the subject; alternatively, when the measured concentration is above the threshold, an
improvement of renal function may be assigned to the subject.
In other additional preferred monitoring embodiments, these methods
comprise monitoring renal status in a t at risk of an injury to renal function due to
the pre-existence of one or more known risk factors for prerenal, intrinsic renal, or
postrenal ARF, and the assay result(s) is/are correlated to the occurrence or
nonoccurrence of a change in renal status in the subject. For example, the measured
concentration(s) may be compared to a threshold value. For a ve going marker,
when the measured concentration is above the threshold, a worsening of renal function
may be assigned to the subject; atively, when the measured concentration is below
the threshold, an improvement of renal on may be assigned to the subject. For a
negative going marker, when the measured tration is below the threshold, a
worsening of renal function may be assigned to the subject; alternatively, when the
measured concentration is above the threshold, an improvement of renal function may be
assigned to the subject.
In still other embodiments, the methods for evaluating renal status described
herein are methods for classifying a renal injury in the subject; that is, determining
whether a renal injury in a subject is prerenal, intrinsic renal, or postrenal; and/or further
subdividing these classes into subclasses such as acute tubular injury, acute
glomerulonephritis acute tubulointerstitial nephritis, acute vascular nephropathy, or
infiltrative e; and/or assigning a likelihood that a subject will progress to a
particular RIFLE stage. In these embodiments, the assay result(s), for example measured
concentration(s) of one or more biomarkers ed from the group consisting of Heat
shock 70 kDa protein 1, l-antitrypsin phil elastase complex, Stromelysin-
l:Metalloproteinase tor 2 complex, 72 kDa type IV enase:Metalloproteinase
inhibitor 2 complex, Insulin-like growth factor 1 receptor, Myeloid differentiation
primary response protein MyD88, al cell adhesion le, and Tumor necrosis
factor ligand superfamily member 10 is/are correlated to a particular class and/or
subclass. The following are preferred classification embodiments.
In preferred fication ments, these methods comprise determining
whether a renal injury in a subject is prerenal, intrinsic renal, or postrenal; and/or further
subdividing these classes into subclasses such as acute tubular , acute
glomerulonephritis acute tubulointerstitial nephritis, acute vascular nephropathy, or
infiltrative disease; and/or assigning a likelihood that a subject will progress to a
particular RIFLE stage, and the assay result(s) is/are correlated to the injury classification
for the t. For e, the measured concentration may be compared to a threshold
value, and when the measured concentration is above the threshold, a particular
classification is assigned; alternatively, when the measured concentration is below the
old, a different classification may be assigned to the t.
A variety of methods may be used by the skilled artisan to arrive at a desired
threshold value for use in these methods. For example, the threshold value may be
determined from a population of normal subjects by selecting a concentration
representing the 75th, 85th, 90th, 95th, or 99th percentile of a kidney injury marker
measured in such normal subjects. Alternatively, the threshold value may be determined
from a “diseased” population of subjects, e. g., those suffering from an injury or having a
predisposition for an injury (e.g., progression to ARF or some other clinical outcome such
as death, dialysis, renal transplantation, etc.), by selecting a tration representing the
75th, 85th, 90th, 95th, or 99th percentile of a kidney injury marker measured in such
subjects. In another alternative, the threshold value may be determined from a prior
measurement of a kidney injury marker in the same subject; that is, a temporal change in
the level of a kidney injury marker in the subject may be used to assign risk to the t.
The ing discussion is not meant to imply, however, that the kidney
injury markers of the present invention must be compared to ponding individual
olds. Methods for combining assay results can comprise the use of multivariate
logistical regression, loglinear modeling, neural network analysis, n-of-m analysis,
decision tree analysis, calculating ratios of markers, etc. This list is not meant to be
ng. In these methods, a composite result which is determined by combining
individual markers may be treated as if it is itself a marker; that is, a threshold may be
determined for the composite result as described herein for individual markers, and the
composite result for an individual patient ed to this old.
The ability of a particular test to distinguish two populations can be
established using ROC analysis. For example, ROC curves established from a “first”
subpopulation which is predisposed to one or more future changes in renal status, and a
“second” subpopulation which is not so predisposed can be used to ate a ROC
curve, and the area under the curve provides a measure of the quality of the test.
Preferably, the tests bed herein provide a ROC curve area greater than 0.5,
preferably at least 0.6, more ably 0.7, still more preferably at least 0.8, even more
preferably at least 0.9, and most preferably at least 0.95.
In certain aspects, the measured concentration of one or more kidney injury
markers, or a composite of such markers, may be treated as continuous variables. For
e, any particular concentration can be converted into a corresponding probability
of a future reduction in renal on for the subject, the occurrence of an injury, a
classification, etc. In yet another alternative, a old that can provide an acceptable
level of specificity and sensitivity in separating a population of subjects into “bins” such
as a “first” subpopulation (e. g., which is predisposed to one or more future changes in
renal status, the occurrence of an injury, a classification, etc.) and a “second”
subpopulation which is not so predisposed. A threshold value is ed to separate this
first and second population by one or more of the following measures of test accuracy:
an odds ratio r than 1, preferably at least about 2 or more or about 0.5 or less, more
preferably at least about 3 or more or about 0.33 or less, still more ably at least
about 4 or more or about 0.25 or less, even more preferably at least about 5 or more or
about 0.2 or less, and most preferably at least about 10 or more or about 0.1 or less;
a specificity of greater than 0.5, preferably at least about 0.6, more ably at least
about 0.7, still more preferably at least about 0.8, even more preferably at least about 0.9
and most preferably at least about 0.95, with a corresponding sensitivity greater than 0.2,
ably greater than about 0.3, more ably greater than about 0.4, still more
preferably at least about 0.5, even more preferably about 0.6, yet more preferably greater
than about 0.7, still more preferably greater than about 0.8, more preferably greater than
about 0.9, and most preferably greater than about 0.95;
a sensitivity of greater than 0.5, preferably at least about 0.6, more preferably at least
about 0.7, still more preferably at least about 0.8, even more preferably at least about 0.9
and most preferably at least about 0.95, with a corresponding specificity greater than 0.2,
preferably greater than about 0.3, more preferably greater than about 0.4, still more
preferably at least about 0.5, even more preferably about 0.6, yet more preferably greater
than about 0.7, still more preferably greater than about 0.8, more preferably greater than
about 0.9, and most preferably greater than about 0.95;
at least about 75% ivity, combined with at least about 75% specificity;
a positive likelihood ratio (calculated as sensitivity/(l-specificity)) of greater than 1, at
least about 2, more preferably at least about 3, still more preferably at least about 5, and
most preferably at least about 10; or
a negative likelihood ratio (calculated as (l-sensitivity)/specificity) of less than 1, less
than or equal to about 0.5, more preferably less than or equal to about 0.3, and most
preferably less than or equal to about 0.1.
The term “about” in the context of any of the above measurements refers to +/- 5% of a
given measurement.
Multiple thresholds may also be used to assess renal status in a subject. For
example, a “first” subpopulation which is predisposed to one or more future changes in
renal status, the occurrence of an injury, a classification, etc., and a “second”
subpopulation which is not so predisposed can be ed into a single group. This
group is then ided into three or more equal parts (known as tertiles, quartiles,
quintiles, etc., depending on the number of subdivisions). An odds ratio is ed to
subjects based on which subdivision they fall into. If one considers a tertile, the lowest or
highest tertile can be used as a nce for comparison of the other subdivisions. This
reference subdivision is assigned an odds ratio of l. The second tertile is assigned an odds
ratio that is relative to that first tertile. That is, someone in the second e might be 3
times more likely to suffer one or more future changes in renal status in ison to
someone in the first tertile. The third tertile is also assigned an odds ratio that is relative to
that first tertile.
In certain embodiments, the assay method is an assay. Antibodies for
use in such assays will specifically bind a full length kidney injury marker of interest, and
may also bind one or more polypeptides that are “related” thereto, as that term is defined
after. Numerous immunoassay formats are known to those of skill in the art.
Preferred body fluid samples are selected from the group consisting of urine, blood,
serum, saliva, tears, and plasma. In the case of those kidney injury markers which are
membrane proteins as bed hereinafter, preferred assays detect soluble forms thereof.
The foregoing method steps should not be reted to mean that the kidney
injury marker assay result(s) is/are used in isolation in the methods described herein.
Rather, additional variables or other clinical indicia may be included in the methods
described herein. For example, a risk stratification, diagnostic, classification, ring,
etc. method may combine the assay result(s) with one or more variables measured for the
subject selected from the group consisting of demographic information (e. g., , sex,
age, race), medical history (e. g., family history, type of y, pre-existing disease such
as aneurism, congestive heart failure, preeclampsia, eclampsia, diabetes mellitus,
hypertension, coronary artery disease, proteinuria, renal iciency, or sepsis, type of
toxin re such as NSAIDs, cyclosporines, tacrolimus, aminoglycosides, foscamet,
ethylene glycol, hemoglobin, myoglobin, ifosfamide, heavy metals, rexate,
radiopaque contrast agents, or streptozotocin), clinical variables (e. g., blood pressure,
temperature, respiration rate), risk scores (APACHE score, PREDICT score, TIMI Risk
Score for UA/NSTEMI, Framingham Risk Score, risk scores of Thakar et al. (J. Am. Soc.
Nephrol. 16: 162-68, 2005), Mehran et al. (J. Am. Coll. Cardiol. 44: 1393-99, 2004),
Wijeysundera et al. (JAMA 297: 1801-9, 2007), Goldstein and Chawla (Clin. J. Am. Soc.
Nephrol. 5: 943-49, 2010), or Chawla et al. (Kidney Intl. 68: 2274-80, 2005)), a
glomerular filtration rate, an estimated glomerular filtration rate, a urine production rate, a
serum or plasma creatinine concentration, a urine creatinine concentration, a fractional
excretion of sodium, a urine sodium concentration, a urine creatinine to serum or plasma
creatinine ratio, a urine specific gravity, a urine osmolality, a urine urea en to
plasma urea en ratio, a plasma BUN to creatnine ratio, a renal failure index
calculated as urine sodium / (urine creatinine / plasma creatinine), a serum or plasma
phil gelatinase (NGAL) concentration, a urine NGAL concentration, a serum or
plasma cystatin C concentration, a serum or plasma c troponin concentration, a
serum or plasma BNP concentration, a serum or plasma NTproBNP concentration, and a
serum or plasma proBNP concentration. Other measures of renal function which may be
combined with one or more kidney injury marker assay result(s) are described after
and in Harrison’s Principles of Internal Medicine, l7Lh Ed., McGraw Hill, New York,
pages 1741-1830, and Current Medical Diagnosis & Treatment 2008, 47th Ed, McGraw
Hill, New York, pages 785-815, each of which are hereby orated by reference in
their entirety.
When more than one marker is measured, the individual markers may be
measured in samples ed at the same time, or may be determined from samples
obtained at different (e.g., an earlier or later) times. The dual markers may also be
measured on the same or different body fluid s. For example, one kidney injury
marker may be measured in a serum or plasma sample and another kidney injury marker
may be measured in a urine sample. In addition, assignment of a likelihood may combine
an individual kidney injury marker assay result with temporal changes in one or more
additional variables.
In various related aspects, the present invention also relates to devices and kits
for performing the s described herein. Suitable kits comprise reagents sufficient
for performing an assay for at least one of the described kidney injury markers, together
with instructions for performing the described threshold comparisons.
In certain embodiments, reagents for performing such assays are provided in
an assay device, and such assay devices may be included in such a kit. red reagents
can comprise one or more solid phase antibodies, the solid phase antibody comprising
antibody that detects the intended biomarker (s) bound to a solid support. In the case
of ch immunoassays, such reagents can also include one or more detectably
labeled antibodies, the ably labeled dy comprising antibody that detects the
ed ker target(s) bound to a detectable label. Additional optional ts
that may be provided as part of an assay device are described hereinafter.
[0046A] In an , the present invention provides a kit comprising reagents when
used to evaluate renal status ex vivo by performing one or more assays on a body fluid
sample obtained previously from a subject configured to detect 72 kDa type IV
collagenase:Metalloproteinase inhibitor 2 complex.
Detectable labels may include molecules that are themselves detectable (e.g.,
fluorescent moieties, electrochemical labels, ecl (electrochemical luminescence) labels,
metal chelates, colloidal metal particles, etc.) as well as molecules that may be indirectly
detected by production of a detectable reaction product (e.g., enzymes such as horseradish
peroxidase, alkaline atase, etc.) or through the use of a specific binding molecule
which itself may be able (e.g., a labeled antibody that binds to the second antibody,
biotin, digoxigenin, maltose, oligohistidine, 2,4-dintrobenzene, phenylarsenate, ssDNA,
dsDNA, etc.).
tion of a signal from the signal development element can be performed
using various optical, acoustical, and electrochemical methods well known in the art.
Examples of detection modes include fluorescence, radiochemical ion, tance,
absorbance, amperometry, conductance, impedance, interferometry, ellipsometry, etc. In
certain of these methods, the solid phase antibody is coupled to a transducer (e.g., a
diffraction grating, electrochemical sensor, etc) for generation of a signal, while in others,
a signal is generated by a transducer that is spatially separate from the solid phase
antibody (e.g., a fluorometer that employs an excitation light source and an l
or). This list is not meant to be ng. Antibody-based biosensors may also be
employed to determine the presence or amount of analytes that optionally eliminate the
need for a labeled le.
[0048A] In an aspect, the present invention provides a method for evaluating
biomarker levels in a body fluid , sing: a urine sample obtained previously
from a subject selected for evaluation based on a determination that the subject is at risk
of a future or current acute renal injury; and performing a plurality of analyte binding
assays configured to detect one or more biomarkers, wherein at least one biomarker is 72
kDa type IV collagenase:Metalloproteinase inhibitor 2 complex by introducing the urine
sample obtained previously from the subject into an assay instrument which (i) contacts a
plurality of ts which specifically bind for detection of one or more biomarkers
within the urine sample, wherein at least one biomarker ed is 72 kDa type IV
collagenase:Metalloproteinase inhibitor 2 complex and (ii) generates one or more assay
results indicative of binding of the one or more kers assayed to a respective
specific binding reagent in the plurality of reagents.
[0048B] In an aspect, the present invention provides a system when used to
evaluate renal status ex vivo, comprising: a t(s) which specifically bind for
detection of one or more biomarkers, wherein at least one ker is 72 kDa type IV
collagenase:Metalloproteinase inhibitor 2 complex; an assay instrument configured to
receive a urine sample and contact the reagent(s) with the urine sample and to generate
one or more assay results indicative of binding of the one or more biomarkers assayed to
a respective specific binding reagent in the reagent(s).
DETAILED DESCRIPTION OF THE INVENTION
The present ion relates to s and compositions for diagnosis,
differential diagnosis, risk fication, monitoring, classifying and determination of
treatment regimens in subjects suffering or at risk of suffering from injury to renal
function, reduced renal function and/or acute renal failure through measurement of one or
more kidney injury markers. In various embodiments, a measured concentration of one or
more biomarkers selected from the group consisting of Heat shock 70 kDa protein 1,
Alphaantitrypsin Neutrophil elastase complex, Stromelysin-1:Metalloproteinase
inhibitor 2 complex, 72 kDa type IV collagenase:Metalloproteinase inhibitor 2 complex,
Insulin-like growth factor 1 receptor, Myeloid differentiation primary response protein
MyD88, Neuronal cell adhesion le, and Tumor necrosis factor ligand superfamily
member 10 or one or more markers related thereto, are correlated to the renal status of the
subject.
For purposes of this document, the following definitions apply:
As used herein, an “injury to renal function” is an abrupt (within 14 days,
preferably within 7 days, more preferably within 72 hours, and still more preferably
within 48 hours) measurable ion in a e of renal function. Such an injury may
be identified, for example, by a decrease in glomerular filtration rate or estimated GFR, a
reduction in urine output, an se in serum creatinine, an se in serum cystatin C,
a requirement for renal replacement therapy, etc. “Improvement in Renal on” is an
abrupt (within 14 days, preferably within 7 days, more preferably within 72 hours, and
still more ably within 48 hours) measurable increase in a measure of renal function.
Preferred methods for measuring and/or estimating GFR are bed hereinafter.
As used herein, “reduced renal function” is an abrupt (within 14 days,
preferably within 7 days, more preferably within 72 hours, and still more preferably
within 48 hours) reduction in kidney function identified by an absolute increase in serum
nine of greater than or equal to 0.1 mg/dL (2 8.8 umol/L), a percentage increase in
serum nine of greater than or equal to 20% (l .2-fold from baseline), or a reduction
in urine output (documented oliguria of less than 0. 5 ml/kg per hour).
As used herein, “acute renal failure” or “ARF” is an abrupt (within 14 days,
preferably within 7 days, more preferably within 72 hours, and still more preferably
within 48 hours) reduction in kidney function identified by an absolute increase in serum
creatinine of greater than or equal to 0.3 mg/dl (2 26.4 umol/l), a percentage increase in
serum creatinine of greater than or equal to 50% (l. 5-fold from baseline), or a reduction
in urine output (documented ia of less than 0.5 ml/kg per hour for at least 6 hours).
This term is synonymous with “acute kidney injury” or “AKI.”
As used herein, the term “Heat shock 70 kDa protein 1” refers to one or more
polypeptides present in a biological sample that are derived from the Heat shock 70 kDa
protein 1 precursor (human precursor Swiss-Prot P08107 (SEQ ID NO: 1)).
20 3O 4O 50 6O
MAKAAAIGID LGTTYSCVGV EIIA NDQGNRTTPS YVAFTDT?R. IGDAAKVQVA
7O 8O 9O "00 110 120
LNPQNTVFDA KFGD PVVQSD KHW PFQVINDGDK PKVQVSY<GL iKAhYPfifiIS
130 140 150 "60 170 180
SMVLLK KfiI AflAYLGYPVT NAVITVPAYF NDSQRQATKD AGVIAGIVV. RIIN?PTAAA
190 200 210 220 230 240
IAYGLDRTGK GERNVLIFDL GGGTFDVSIL lIDDGIbLVK AiAGDiiuGG fiDbDVRLVWH
250 260 270 280 290 300
QKHK KDISQNKRAV QQLRLACLRA KQLASSSLQA SuflIDSIEflG iRA
310 320 330 340 350 360
RbflflLCSDLb RSiLflPVfiKA .RDAK.D<AQ IiDnVLVGGS QKAL QDFFWGRDAN
370 380 390 ~00 ~10 ~20
KSIVPDEAVA YGAAVQAAIL MGD<S?WVQD L...DVAPLS .GL?TAGGVM NSTI
~30 440 450 ~60 ~70 ~80
PT<QTQIFTT YSDNQPGVLI QVYflGfiRAMi KDVVLIGRF? .SGIPPAPRG VPQIEVTFDI
~90 500 510 520 530 540
DAWGILNVTA TDKSTGKANK ITITND<GRL S<flfiIfiRMVQ fiAfiKYKAfiDfi VQRflRVSAKV
550 560 570 580 590 600
ALESYAFNMK GLKG KISEAD<KKV LD<CQ?VISW .DANLLAflK U _1. IT fl ._L. {RKfiLfl
610 620 630 640
QVCNPIISGL PGPG GFGAQGPKGG SGSGPiIflfiV D
The following domains have been fied in Heat shock 70 kDa protein 1:
Residues Length Domain ID
1 1 Initiator methionine
2-641 640 Heat shock 70 kDa protein 1
As used herein, the term “Stromelysin-l :Metalloproteinase inhibitor 2
complex” refers to a polypeptide complex present in a biological sample that comprises
one or more polypeptides that are derived from the Stromelysin-l precursor and one or
more polypeptides that are derived from the Metalloproteinase inhibitor 2 precursor.
used herein, the term “72 kDa type IV collagenase:Metalloproteinase inhibitor
2 complex” refers to a polypeptide complex present in a biological sample that comprises
one or more polypeptides that are d from the 72 kDa type IV collagenase precursor
and one or more polypeptides that are derived from the Metalloproteinase inhibitor 2
precursor.
The human Stromelysin-l precursor has the following ce (Swiss-Prot
P08254 (SEQ ID NO: 2)):
1g 2g 3g -0 5g 6g
MKSLPILLLL CVAVCSAYPL DGAARGEDTS NLVQ<YLEN YYDLKKDVKQ FVRRKDSGPV
7g 8g 9g 100 11g 12g
VKKIRflMQKt LGLflVIGKLD SDTL?V RKP RCGVPDVGiF PKWR KTHATYRIVN
13g 14g "50 160 17g 18g
YTPDAPKDAV DSAV?KALKV WflflVIPL_bS RIYflGflADIM ISFAVREHGD FYPFDGPGNV
19g 20g 210 22 23g 24g
PGPG EDDD LQWIKDI_GI VIEIVAA{* GHSLGIFHSA YPLY
25g 26g 27g 28g 29g 30g
HSATDLTRFR LSQDDINGIQ SAYGPPPDSP flIPIVPIflPV PPflPGIPANC DPALSFDAVS
31g 32g 33g 34g 35g 36g
TLRG?IIIFK DRHFWRKSIR KuflPfluHLIS SFWPSAPSGV DAAYEVTSKD LVFIFKGNQF
37g 380 39g -00 -1g 42g
WAIRGNEVRA GYPRGIHTAG FPPTVRKIDA AISDKL<RKI thVLDKYWR bDfiKRNSMfiP
43g 44g 45g -6g -7g
GFPKQIAEDF PGIDSKIDAV bflflbibeb iGSSQIflbDP NAKKVTHTLK SNSWANC
[005 9] The following domains have been identified in Stromelysin-l:
Residues Length Domain ID
1- l 7 17 signal sequence
18-99 82 propeptide
100-477 378 Stromelysin-l
The human 72 kDa type IV collagenase precursor (Swiss-Prot P08253 (SEQ
ID NO: 3)) has the following sequence:
20 3O 4O 50 6O
M?ALMARGAI TGPIRALCLL GCILSHAAAA PSPIIKFPGD VAPKTDKELA VQYLNTFYGC
7O 8O 90 100 110 120
P<?SCN.FV. KDTI<KMQKF FGDPQTGDLD QNTIETMRKP RCGNPDVANY NFFPRKPKWD
130 140 150 160 170 180
KWQITYRIIG Pfi_V DDAEARAEQV WSDVTPDRFS RIHDGEADIM INFGRWEHGD
190 200 210 220 230 240
GYPFDG<DGL LAHAFAPGTG VGGDSibDDD flLWILGflGQV VRVKYGWADG EYCKFPFLFN
250 260 270 280 290 300
GKEYNSCTDT GRSDGFLWCS TTYVFEKDGK YGbCPHLALb IMGGVALGQP CKFPFRFQGT
310 320 330 340 350 360
SYDSCTTEG? CGTT EDYDRDKKYG FCPETA STV GGNSEGAPCV FPFTFDGRKY
370 380 390 ~00 ~10 ~20
ESCTSAGRSD G<MWCATTAN WGFC PDQGYSLFLV AAHEFGiAMG LEHSQDPGAL
~30 440 450 ~60 ~70 ~80
.APIYTYT<W FQLSQDDIKG IQ?.YGASPD PTPT EIC< QDIVFDGIAQ
~90 500 510 520 530 540
IRGEIFFF<D RFIWRTVTPR DLVA PflKI DAVYflAPQflfl GNLY
550 560 570 580 590 600
WIYSASTLER GYPKPLTSLG LPPDVQRVDA AFNWSKN<KT YIFAGDKFWR YNEVKKKMDP
610 620 630 640 650 660
GFPKLIADAW NAIPDNLDAV VDLQGGGHSY FFKGAYY.KL ?NQSLKSVKF GSIKSDWLGC
The following domains have been identified in 72 kDa type IV collagenase:
Residues Length Domain ID
l-29 29 Signal peptide
- 109 90 Activation peptide
0 551 72 kDa type IV collagenase (4-73)
The human Metalloproteinase inhibitor 2 precursor (Swiss-Prot P16035 (SEQ
ID NO: 4)) has the following sequence:
20 3O 4O 50 6O
TIRL AIGLLLLATL LRPADACSCS PVHPQQAFCN ADVVIRAKAV SfiKfiVDSGND
7O 8O 90 100 110 120
IYGNPIKRIQ YEIKQIKMtK GPflKDIfibIY IAPSSAVCGV SLDVGGKK?Y .IAGKA?GDG
130 140 150 160 170 180
KMHITLCDFI VPWDTASTTQ KKSLNHRYQM GCECKITRCP MIPCYISSPD ECLWMDWVTE
190 200 210 220
KNINGHQAKF FACIKRSDGS CAWYRGAAPP KQfibLDIfiDP
The ing domains have been identified in oproteinase inhibitor 2:
es Length Domain ID
l-26 26 Signal peptide
27-220 194 Metalloproteinase inhibitor 2
As used herein, the term “Insulin-like growth factor 1 receptor” refers to one
or more polypeptides present in a biological sample that are derived from the Insulin-like
growth factor 1 receptor precursor (Swiss-Prot P08069 (SEQ ID NO: 5)).
20 3O 4O 50 6O
MKSGSGGGSP TSLWGLLFLS AALSLWPTSG EICGPGIDIR NDYQQLKRLL NCIVILGYLH
7O 8O 90 100 110 120
ILLISKAEDY RSYRFPKLTV ITEYLLLFRV AGLESLGDLF PNLTVIRGWK LFYNYALVIF
130 140 150 160 170 180
EMTNLKDIGL YNLRNITRGA ADLC WSLI LDAVSNNYIV GNKPPKECGD
190 200 210 220 230 240
LCPGlMfiflKP MCflKIIINNL YNYRCWTTNR STCG KRAClflNNflC CHPfiCLGSCS
250 260 270 280 290 300
APDNDTACVA CRHYYYAGVC VPACPPNTYR FEGWRCVDRD FCANILSAfiS SDSflGtVIHD
310 320 330 340 350 360
GfiCMQfiCPSG bIRNGSQSMY CIPCEGPCPK VCflflflKKIKI IDSVISAQML QGCTIFKGNL
2012/052298
370 380 390 400 410 420
LINIRRGNNI ASflLflNbMGL IfiVViGYVKI RHSHALVSLS FLKNLRLILG NYSb
430 440 450 460 470 480
YVLDNQNLQQ LWDWDHRNLT IKAGKMYFAF NPKLCVSfiIY RMfl fiViGiKG RQSKGDINTR
490 500 510 520 530 540
NNGflRASCfiS DVLHFTSTTT SKNRIIITWH RYRPPDYRDL ISbiVYYKLA LYDG
550 560 570 580 590 600
QDACGSNSWN MVDVDLPPNK DVEPGILLHG LKPWTQYAVY VKAVTLTMV L‘J AKSL‘J
610 620 630 640 650 660
ILYIRTNASV PSIPLDVLSA SNSSSQLIVK WNPPSLPNGN LSYYIVRWQR QPQDGYLYRH
670 680 690 700 710 720
NYCSKDKIPI RKYADGiIDI fiNPKifi VCGGfiKGPCC ACPKi «AaKQ .flAfiYRK
730 740 750 760 770 780
VFENFLHNSI FVPRPERKRR DVMQVANTTM iiAA DiYNliDP 1 1 .Lfli fiYPbt fiS
790 800 810 820 830 840
RVDNKERTVI SNLRPFTLYR IDIHSCNHfiA flKLGCSASNF VFARTMPAEG PVTW
850 860 870 880 900
fiPRPfiNSIbL KWPfiPfiNPNG LILMY?IKYG SQVfiDQRfiCV SRQEYRKYGG AKLNRLNPGN
910 920 930 940 950 960
YTARIQATSL SGNGSWTDPV FFYVQAKTGY ?NFIHLIIAL PVAVLLIVGG LVIMLYVFHR
970 980 990 1000 1010 1020
LGNG VLYASVNPEY FSAADVYVPD fiWfiVARfiKIi MSRLLGQGSE GMVYLGVAKG
1030 1040 1050 1060 1070 1080
VVKDflPfiiRV AIKTVN?AAS MRfiRIflbLNfi ASVMKEFNCH HVVRLLGVVS QGQPTLVIML‘J
1090 1100 1110 1120 1130 1140
LMTRGDLKSY LRSLRPfiMfiN NPVTAPPSLS KMIQMAGEIA DGMAYLNANK FVHRDLAARN
1150 1160 1170 1180 1190 1200
CMVAEDFTVK IGDFGMTRDI YETDYYRKGG KGLLPVRWMS PESLKDGVFT TYSDVWSFGV
1210 1220 1230 1240 1250 1260
VLWflIAlLAfl QPYQGLSNfiQ VLRtVMfiGGL LDKPDNCPDM LFELMRMCWQ YNPKMRPSFL
1270 1280 1290 1300 1310 1320
KflfiM flPGbRflVSbY YSflfiNKLPfiP fiflLDLflPflNM flSVPLDPSAS SSSLPLPDRH
1330 1340 1350 1360
SGHKAENGPG PGVLVLRASF AHMN GGRKNERALP LPQSSTC
Most preferably, the n-like growth factor 1 receptor assay detects one or
more soluble forms of Insulin-like growth factor 1 receptor. Insulin-like growth factor 1
or is a single-pass type I membrane protein having a large extracellular domain,
most or all of which is present in soluble forms of Insulin-like growth factor 1 receptor
generated either through alternative splicing event which s all or a portion of the
transmembrane domain, or by proteolysis of the membrane-bound form. In the case of an
immunoassay, one or more antibodies that bind to epitopes within this extracellular
domain may be used to detect these e form(s). The following domains have been
identified in Insulin-like growth factor 1 receptor:
es Length Domain ID
1-30 30 signal sequence
31-736 706 Insulin-like growth factor 1 receptor alpha chain
(extracellular)
741-1367 627 Insulin-like growth factor 1 receptor beta chain
741 -935 195 extracellular
936-959 24 embrane
960-1367 408 cytoplasmic
As used herein, the term “myeloid differentiation primary response protein
MyD88” refers to one or more polypeptides present in a biological sample that are
derived from the myeloid differentiation primary response protein MyD88 precursor
(Swiss-Prot Q99836 (SEQ ID NO: 6)).
20 30 40 50 60
MAAGGPGAGS AAPVSSTSSL PLAALNMRVR RRLSLFLNVR WIAL AflfiMDbfiYLfl
7O 80 9O 100 110 120
IRQLETQADP TGRLLDAWQG RPGASVGRLL ELLTKLGRDD VLLflLGPSI.J. fiDCQKYILKQ
130 140 150 160 170 180
.flAfiKPLQ VAAVDSSVPR TA?LAGITTL MP?R FDAFICYCPS DIQFVQEMIR
190 200 210 220 230 240
QLEQTNYRLK LCVSDRDVLP GTCVWSIAS.J. LIfiKRCRRMV VVVSDDYLQS KECDFQTKFA
250 260 270 280 290
LSLSPGAHQK RLIPIKYKAM KK LbPSILRb IiVCDYiNPC iKSWbWiRLA KALSLP
As used herein, the term “neuronal cell adhesion molecule” refers to one or
more polypeptides present in a biological sample that are derived from the neuronal cell
adhesion molecule precursor (Swiss-Prot Q92823 (SEQ ID NO: 7)).
20 3O 40 50 6O
MQLKIMPKKK RLSAGRVPLI LFLCQMISAL KLL7J. DLVQPPTITQ QSPKDYIIDP
7O 80 9O 100 110 120
RENIVIQCEA SFSW TRNGTHFDID KDPLVTMKPG NIMS fiGKAfiiYfiGV
130 140 150 160 170 180
YQCTARNERG AAVSNNIVVR PSRSPLWLK.J. KLflPIiLQSG QSLVLPCRPP IGLPPPIIFW
190 200 210 220 230 240
RLPQ GLNG DT.YJ: SNVTE> J. . DiRfiDYICYA RFNHTQTIQQ KQPISVKVIS
250 260 270 280 290 300
VDELNDTIAA NLSDTEFYGA KSSRLRPPlt LiPLGNASNK VLSL fiCIAflGLPiP
310 320 330 340 350 360
IIYWAKEDGM LPKNRTVYKN FEKTLQIIHV SEADSGNYQC IAKNALGAIH HTISVRVKAA
370 380 390 400 410 420
PYWITAPQNL VLSPGEDGTL ICRANGNPKP RISWLTNGVP IEIAPDDPSR IIFS
430 440 450 460 470 480
NVQERSSAVY QCNASNEYGY LLANAFVNVL AEPPRILTPA NTLYQVIANR PALLDCAFFG
490 500 510 520 530 540
SPLPTIEWFK GAKGSALHWDJ. IYVLHfiNGiL fiIPVAQKDST ARNK LGMAKNEVHL
550 560 570 580 590 600
EIKDPTWIVK QPEYAVVQRG SMVSFECKVK HDHTLSLTVL WLKDNRflLPS DuRbiVDKDH
610 620 630 640 650 660
LVVADVSDDD SGTYTCVANT TLDSVSASAV TPTP APVYDVPNPP FDLELTDQLD
670 680 690 700 710 720
KSVQLSWTPG DDNNSPIiKt IIfiYflDAMHK PGLWHHQTEV SGTQTTAQLK YSFR
730 740 750 760 770 780
VMAVNSIGKS LPSflASfiQYL 1KASfiPDKNP 1AVflGLGSflP DNLVITWKPL NGFESNGPGL
790 800 810 820 830 840
RQKD GDDEWTSVVV ANVSKYIVSG TPTFVPYLIK VQALNDMGFA MGHS
850 860 870 880 890 900
GEDLPMVAPG NVRVNVVNST LAEVHWDPVP LKSIRGHLQG YRIYYWKTQS SSKRNRRHIL‘J
910 920 930 940 950 960
KKILTFQGSK THGMLPGLEP FSHYTLNVRV VNGKGEGPAS TPEG VPSAPSSLKI
970 980 990 1000 1010 1020
VNPTLDSLTL EWDPPSHPNG ILTEYTLKYQ PINSTHELGP PANK TRWTLKNLNF
1030 1040 1050 1060 1070 1080
STRYKFYFYA QTSAGSGSQI 1flflAV11VDL AGILPPDVGA GKVQAVNTRI SNLTAAAAET
1090 1100 1110 1120 1130 1140
YANISWflYfiG PflHVNtYVLY GVAGSKflflWR KfiIVNGSRSF FGLKGLMPGT AYKVRVGAVG
1150 1160 1170 1180 1190 1200
DSGbVSSflDV bfiiGPAMASR QVDIATQGWF IGLMCAVALL ILILLIVCFI RRNKGGKYPV
1210 1220 1230 1240 1250 1260
HADP flIQPMKflDDG DAflD HKPLKKGSRT PSDRTVKKED SDDSLVDYGL‘J
1270 1280 1290 1300
NEDG SFIGQYSGKK flKfiPAflGNflS SfiAPSPVNAM NSFV
Most preferably, the neuronal cell adhesion molecule assay detects one or
more soluble forms of neuronal cell adhesion molecule. The Neuronal cell adhesion
molecule precursor encodes a single-pass type I membrane protein having a large
extracellular domain, most or all of which is present in soluble forms of neuronal cell
on molecule generated either through alternative splicing event which deletes all or
a portion of the transmembrane domain, or by proteolysis of the membrane-bound form.
In the case of an immunoassay, one or more antibodies that bind to epitopes within this
extracellular domain may be used to detect these soluble form(s). The following domains
have been identified in neuronal cell adhesion molecule:
Residues Length Domain ID
1-24 24 signal ce
- 1304 1280 al cell adhesion molecule
-1 167 1 143 extracellular
1 168-1 190 23 transmembrane
1 19 1- 1304 114 cytoplasmic
As used herein, the term “Tumor necrosis factor ligand superfamily member
” refers to one or more polypeptides present in a biological sample that are derived
from the Tumor necrosis factor ligand superfamily member 10 precursor (Swiss-Prot
P50591 (SEQ ID NO: 8))
20 3O 4O 50 6O
MAMMEVQGGP SLGQTCVLIV IFTVILquC VAVIYVYE_N LLKQ QDKYS KSGIACFLKE
7O 8O 90 100 110 120
DDSYWDPNDfi CWQV KWQIRQIVRK MILRISflfi_I SIVQLKQQNI SPIVR?RGPQ
130 140 150 160 170 180
RVAAHITGTR GRSVTLSSPN SKV?<A.GRK INSWESSRSG HSFLSNuHLR NGflLVIHfiKG
190 200 210 220 230 240
FYYIYSQIYE RbQfifiIKfiNI KND<QMVQYI PDPI LLMKSARNSC YGLY
250 260 270 280
SIYQGGIhflL KfiNDRIhVSV DMDH EASFFGAFLV G
This protein is also known as TRAIL and APOZL. Most ably, the
Tumor necrosis factor ligand superfamily member 10 precursor assay s one or more
soluble forms of Tumor necrosis factor ligand superfamily member 10 precursor . The
Tumor necrosis factor ligand superfamily member 10 precursor encodes a single-pass
type II membrane protein having a large extracellular domain, most or all of which is
present in e forms of Tumor necrosis factor ligand superfamily member 10
sor generated either through alternative ng event which deletes all or a portion
of the transmembrane domain, or by lysis of the membrane-bound form. In the case
of an immunoassay, one or more antibodies that bind to epitopes within this extracellular
domain may be used to detect these e form(s). The following s have been
identified in Tumor necrosis factor ligand superfamily member 10 precursor :
Residues Length Domain ID
1-281 281 Tumor is factor ligand superfamily member 10
1-17 17 cytoplasmic domain
18-38 21 Signal-anchor for type 11 membrane n
39-281 243 extracellular domain
As used herein, the term “alphaantitrypsin:leukocyte elastase complex”
refers to a polypeptide complex present in a biological sample that comprises one or more
polypeptides that are derived from the alphaantitrypsin precursor and one or more
polypeptides that are derived from the leukocyte elastase precursor.
The human alphaantitrypsin precursor has the following sequence (Swiss-
Prot P01009 (SEQ ID NO: 9)):
20 30 40 50 6O
MPSSVSWGIL LLAGLCCLVP VSLAEDPQGD AAQKTDTSHH DQDHPTFNKI TPNLAEFAFS
70 80 9O 100 110 120
LYRQLAHQSN STNIFFSPVS IATAFAMLSL GiKADiHDfiI T.*.GT.NJ: NT.1*. IPfiAQIH fiGb
130 140 150 160 170 180
QELLRTLNQP DSQLQLTTGN GT.FT.S':'.GT.KT. VDKFL?DVKK LYHSflAbiVN bGDi fifiAKKQ
190 200 210 220 230 240
INDYVEKGTQ GKIVDLVKEL ALVN KW flR Pb flVKDiflflfl DbHVDQViiV
250 260 270 280 290 300
KVPMMKRLGM FNIQHCKKLS SWVLLMKYLG NATAIFFLPD ?GKLQHL flNfl LiHDIIiKhL
310 320 330 340 350 360
fiNfiDRRSASL HLPKLSITGT YDLKSVLGQL GITKVFSNGA DLSGVlfl flAP LKLSKAVHKA
370 380 390 400 410
VLIIDfiKGIfi AAGAMFL?AI PMSIPPLVKE NKPtVtLMIL QNIKSPLbMG KVVNPIQK
The following domains have been identified in alpha-l-antitrypsin:
Residues Length Domain ID
1-24 24 signal sequence
-418 394 alphaantitrypsin
The human leukocyte elastase precursor (Swiss-Prot P08246 (SEQ ID NO:
)) has the following ce:
20 3O 4O 50 6O
MTLGRRLACL FLACVLPALL LGGTALAS?I VGGRRARPHA WPFMVSLQLR GGHFCGATLI
7O 8O 90 100 110 120
APNFVMSAAH CVANVNVRAV RVVLGAHNLS RREPTRQVFA NGYD PVNLLNDIVI
..30 140 150 160 170 180
LQLNGSATIN ANVQVAQLPA NGVQ CLAMGWGLLG RNRGIASVLQ ELNVTVVTSL
..9O 200 210 220 230 240
CRRSNVCTLV RGRQAGVCFG DSGSPLVCNG LIHGIASFVR GGCASGLYPD QFVN
250 260
WIDSIIQRSE DNPCPHPRDP DPASRTH
The following domains have been identified in leukocyte elastase:
Residues Length Domain ID
1-27 315 signal sequence
28-29 2 pro-peptide
-267 238 leukocyte se
As used herein, the term “relating a signal to the presence or ” of an
analyte reflects the following understanding. Assay signals are typically related to the
presence or amount of an analyte through the use of a standard curve ated using
known concentrations of the analyte of interest. As the term is used , an assay is
“configured to detect” an analyte if an assay can generate a detectable signal indicative of
the presence or amount of a logically relevant concentration of the analyte.
Because an antibody epitope is on the order of 8 amino acids, an immunoassay
configured to detect a marker of interest will also detect polypeptides related to the
marker sequence, so long as those polypeptides contain the epitope(s) ary to bind to
the antibody or antibodies used in the assay. The term “related marker” as used herein
with regard to a biomarker such as one of the kidney injury markers described herein
refers to one or more fragments, variants, etc., of a particular marker or its biosynthetic
parent that may be detected as a ate for the marker itself or as independent
biomarkers. The term also refers to one or more polypeptides present in a biological
sample that are derived from the biomarker precursor complexed to onal species,
such as binding proteins, receptors, n, lipids, sugars, etc.
In this regard, the d artisan will understand that the signals ed from
an immunoassay are a direct result of complexes formed between one or more antibodies
and the target ecule (i.e., the e) and polypeptides containing the necessary
epitope(s) to which the antibodies bind. While such assays may detect the full length
biomarker and the assay result be expressed as a concentration of a biomarker of interest,
the signal from the assay is actually a result of all such “immunoreactive” polypeptides
present in the sample. Expression of biomarkers may also be determined by means other
than assays, ing protein measurements (such as dot blots, western blots,
chromatographic methods, mass spectrometry, etc.) and nucleic acid measurements
(mRNA quatitation). This list is not meant to be limiting.
The term “positive going” marker as that term is used herein refer to a marker
that is determined to be elevated in subjects suffering from a disease or condition, ve
to subjects not ing from that disease or condition. The term “negative going” marker
as that term is used herein refer to a marker that is determined to be reduced in subjects
suffering from a disease or condition, relative to ts not suffering from that disease
or condition.
The term “subject” as used herein refers to a human or non-human organism.
Thus, the methods and compositions described herein are applicable to both human and
veterinary disease. Further, while a subject is preferably a living organism, the invention
described herein may be used in post-mortem analysis as well. Preferred subjects are
humans, and most preferably “patients,” which as used herein refers to living humans that
are receiving medical care for a disease or condition. This includes persons with no
defined illness who are being investigated for signs of pathology.
Preferably, an analyte is ed in a sample. Such a sample may be
obtained from a subject, or may be obtained from biological materials intended to be
provided to the t. For example, a sample may be obtained from a kidney being
evaluated for possible transplantation into a subject, and an analyte measurement used to
evaluate the kidney for preexisting damage. Preferred samples are body fluid samples.
The term “body fluid sample” as used herein refers to a sample of bodily fluid
obtained for the purpose of diagnosis, sis, fication or evaluation of a subject
of interest, such as a patient or transplant donor. In certain embodiments, such a sample
may be obtained for the purpose of determining the outcome of an ongoing condition or
the effect of a ent regimen on a condition. Preferred body fluid samples include
blood, serum, plasma, ospinal fluid, urine, saliva, sputum, and pleural effusions. In
addition, one of skill in the art would realize that certain body fluid samples would be
more readily analyzed following a fractionation or purification procedure, for example,
tion of whole blood into serum or plasma components.
The term “diagnosis” as used herein refers to methods by which the skilled
n can estimate and/or determine the ility (“a likelihood”) of whether or not a
patient is suffering from a given e or condition. In the case of the present invention,
“diagnosis” includes using the results of an assay, most preferably an assay, for a
kidney injury marker of the present invention, optionally together with other clinical
characteristics, to arrive at a diagnosis (that is, the occurrence or urrence) of an
acute renal injury or ARF for the subject from which a sample was obtained and assayed.
That such a diagnosis is “determined” is not meant to imply that the diagnosis is 100%
accurate. Many biomarkers are indicative of multiple conditions. The skilled clinician
does not use biomarker results in an informational vacuum, but rather test results are used
together with other al indicia to arrive at a diagnosis. Thus, a measured biomarker
level on one side of a predetermined diagnostic threshold tes a greater hood of
the occurrence of disease in the subject relative to a measured level on the other side of
the predetermined stic threshold.
Similarly, a prognostic risk signals a probability (“a likelihood”) that a given
course or outcome will occur. A level or a change in level of a prognostic indicator,
which in turn is associated with an increased probability of morbidity (e. g., worsening
renal function, future ARF, or death) is referred to as being “indicative of an increased
likelihood” of an adverse outcome in a patient.
2012/052298
Marker Assays
In general, immunoassays involve contacting a sample containing or suspected
of containing a biomarker of interest with at least one antibody that specifically binds to
the biomarker. A signal is then generated tive of the presence or amount of
complexes formed by the binding of polypeptides in the sample to the antibody. The
signal is then d to the presence or amount of the biomarker in the sample. Numerous
methods and devices are well known to the skilled artisan for the detection and analysis
of biomarkers. See, e.g., U.S. Patents 6,143,576; 6,113,855; 6,019,944; 5,985,579;
,947,124; 5,939,272; 5,922,615; 527; 5,851,776; 5,824,799; 5,679,526; 5,525,524;
and 5,480,792, and The Immunoassay Handbook, David Wild, ed. Stockton Press, New
York, 1994, each of which is hereby incorporated by reference in its entirety, including
all tables, figures and claims.
The assay devices and methods known in the art can utilize labeled molecules
in s ch, competitive, or non-competitive assay formats, to generate a signal
that is related to the presence or amount of the biomarker of interest. Suitable assay
s also include chromatographic, mass spectrographic, and protein “blotting”
methods. Additionally, certain methods and devices, such as biosensors and optical
immunoassays, may be employed to determine the presence or amount of analytes
without the need for a labeled molecule. See, e.g., U.S. Patents 5,631,171; and 5,955,377,
each of which is hereby incorporated by reference in its entirety, including all tables,
s and . One skilled in the art also recognizes that c mentation
including but not limited to Beckman ACCESS®, Abbott , Roche
ELECSYS®, Dade Behring STRATUS® systems are among the assay analyzers
that are capable of performing immunoassays. But any suitable immunoassay may be
utilized, for e, enzyme-linked immunoassays (ELISA), radioimmunoassays
(RIAs), competitive binding assays, and the like.
Antibodies or other polypeptides may be immobilized onto a variety of solid
supports for use in assays. Solid phases that may be used to immobilize specific binding
members include include those developed and/or used as solid phases in solid phase
g assays. Examples of le solid phases include membrane filters, cellulose-
based papers, beads (including polymeric, latex and paramagnetic particles), glass, silicon
wafers, microparticles, nanoparticles, TentaGels, AgroGels, PEGA gels, SPOCC gels,
and multiple-well plates. An assay strip could be ed by coating the antibody or a
WO 43310
plurality of antibodies in an array on solid support. This strip could then be dipped into
the test sample and then processed quickly through washes and detection steps to generate
a measurable signal, such as a colored spot. Antibodies or other polypeptides may be
bound to ic zones of assay devices either by ating directly to an assay device
surface, or by indirect g. In an example of the later case, antibodies or other
ptides may be immobilized on particles or other solid supports, and that solid
support immobilized to the device surface.
Biological assays require methods for detection, and one of the most common
methods for quantitation of results is to conjugate a detectable label to a protein or nucleic
acid that has affinity for one of the components in the biological system being studied.
Detectable labels may include molecules that are themselves detectable (e.g., fluorescent
moieties, electrochemical labels, metal chelates, etc.) as well as molecules that may be
indirectly ed by production of a detectable reaction product (e. g., enzymes such as
horseradish peroxidase, alkaline phosphatase, etc.) or by a specific binding molecule
which itself may be detectable (e. g., biotin, digoxigenin, maltose, oligohistidine, 2,4-
dintrobenzene, phenylarsenate, ssDNA, dsDNA, etc.).
Preparation of solid phases and detectable label conjugates often comprise the
use of chemical cross-linkers. Cross-linking ts contain at least two reactive groups,
and are divided generally into homofunctional cross-linkers (containing identical ve
groups) and heterofunctional cross-linkers (containing non-identical reactive ).
Homobifunctional cross-linkers that couple through amines, sulfhydryls or react non-
specifically are available from many commercial sources. Maleimides, alkyl and aryl
halides, alpha-haloacyls and pyridyl disulfides are thiol reactive groups. Maleimides,
alkyl and aryl halides, and haloacyls react with sulfhydryls to form thiol ether
bonds, while pyridyl disulfides react with dryls to produce mixed disulfides. The
pyridyl ide product is cleavable. Imidoesters are also very useful for protein-protein
links. A variety of bifunctional linkers, each combining different
attributes for successful conjugation, are commercially available.
In certain aspects, the present invention provides kits for the analysis of the
described kidney injury markers. The kit ses reagents for the analysis of at least
one test sample which comprise at least one antibody that a kidney injury marker. The kit
can also include devices and instructions for performing one or more of the diagnostic
and/or prognostic correlations described herein. Preferred kits will comprise an antibody
pair for performing a sandwich assay, or a labeled species for performing a competitive
assay, for the analyte. Preferably, an antibody pair comprises a first antibody conjugated
to a solid phase and a second dy conjugated to a detectable label, wherein each of
the first and second antibodies that bind a kidney injury marker. Most preferably each of
the antibodies are monoclonal dies. The instructions for use of the kit and
performing the correlations can be in the form of labeling, which refers to any written or
ed material that is ed to, or otherwise anies a kit at any time during its
manufacture, transport, sale or use. For example, the term labeling encompasses
advertising leaflets and brochures, packaging materials, instructions, audio or video
cassettes, computer discs, as well as writing imprinted directly on kits.
Antibodies
The term “antibody” as used herein refers to a peptide or polypeptide d
from, modeled after or substantially encoded by an immunoglobulin gene or
immunoglobulin genes, or fragments thereof, capable of specifically binding an n
or epitope. See, e. g. Fundamental Immunology, 3rd Edition, W.E. Paul, ed., Raven Press,
NY. (1993); Wilson (1994; J. Immunol. Methods 175:267-273; Yarmush (1992) J.
Biochem. Biophys. Methods 25:85-97. The term antibody includes antigen-binding
portions, i.e., "antigen binding sites," (e. g., fragments, subsequences, mentarity
determining regions (CDRs)) that retain capacity to bind antigen, including (i) a Fab
fragment, a lent fragment consisting of the VL, VH, CL and CH1 domains; (ii) a
F(ab')2 fragment, a bivalent nt comprising two Fab fragments linked by a disulfide
bridge at the hinge region; (iii) a Fd nt consisting of the VH and CH1 domains; (iv)
a Fv fragment consisting of the VL and VH domains of a single arm of an antibody, (v) a
dAb fragment (Ward et al., (1989) Nature 341:544-546), which consists of a VH domain;
and (vi) an isolated complementarity determining region (CDR). Single chain antibodies
are also included by reference in the term "antibody."
Antibodies used in the immunoassays described herein preferably specifically
bind to a kidney injury marker of the t invention. The term fically binds” is
not intended to te that an antibody binds exclusively to its ed target since, as
noted above, an antibody binds to any polypeptide displaying the epitope(s) to which the
antibody binds. Rather, an antibody “specifically binds” if its affinity for its intended
target is about 5-fold greater when compared to its affinity for a non-target molecule
which does not display the appropriate epitope(s). Preferably the affinity of the antibody
2012/052298
will be at least about 5 fold, preferably 10 fold, more preferably 25-fold, even more
preferably d, and most preferably 100-fold or more, greater for a target molecule
than its affinity for a non-target molecule. In red embodiments, Preferred antibodies
bind with affinities of at least about 107 M'l, and preferably between about 108 M"1 to
about 109 M'l, about 109 M1 to about 1010 M'l, or about 1010 M'1 to about 1012 M'1 .
Affinity is calculated as Kd = koff/kon (koff is the dissociation rate constant, Kon
is the association rate constant and Kd is the brium constant). Affinity can be
determined at equilibrium by measuring the fraction bound (r) of labeled ligand at various
concentrations (c). The data are graphed using the Scatchard equation: r/c = K(n-r): where
r = moles of bound ligand/mole of receptor at equilibrium; c = free ligand tration
at equilibrium; K = equilibrium association constant; and n = number of ligand binding
sites per receptor le. By graphical analysis, r/c is plotted on the Y-axis versus r on
the X-axis, thus producing a Scatchard plot. Antibody affinity measurement by Scatchard
analysis is well known in the art. See, e. g., van Erp et al., J. Immunoassay 12: 425-43,
1991; Nelson and Griswold, Comput. Methods Programs Biomed. 27: 65-8, 1988.
The term “epitope” refers to an antigenic determinant capable of specific
g to an antibody. Epitopes usually consist of chemically active surface ngs of
molecules such as amino acids or sugar side chains and usually have specific three
dimensional structural characteristics, as well as ic charge characteristics.
Conformational and nonconformational epitopes are distinguished in that the binding to
the former but not the latter is lost in the ce of ring solvents.
Numerous publications discuss the use of phage display technology to produce
and screen libraries of polypeptides for binding to a selected analyte. See, e. g, Cwirla et
al., Proc. Natl. Acad. Sci. USA 87, 6378-82, 1990; Devlin et al., e 249, 404-6,
1990, Scott and Smith, Science 249, 386-88, 1990; and Ladner et al., U.S. Pat. No.
,571,698. A basic concept of phage display s is the establishment of a physical
ation between DNA encoding a polypeptide to be screened and the polypeptide.
This physical association is provided by the phage particle, which displays a polypeptide
as part of a capsid enclosing the phage genome which encodes the polypeptide. The
establishment of a physical association between polypeptides and their genetic material
allows simultaneous mass screening of very large numbers of phage bearing different
polypeptides. Phage displaying a polypeptide with affinity to a target bind to the target
and these phage are enriched by affinity screening to the target. The identity of
polypeptides displayed from these phage can be determined from their respective
genomes. Using these methods a polypeptide identified as having a g affinity for a
desired target can then be sized in bulk by conventional means. See, e. g., U.S.
Patent No. 098, which is hereby incorporated in its entirety, including all tables,
figures, and claims.
The antibodies that are ted by these methods may then be selected by
first screening for ty and specificity with the purified polypeptide of st and, if
required, comparing the results to the affinity and specificity of the dies with
polypeptides that are desired to be excluded from binding. The screening procedure can
involve immobilization of the ed polypeptides in separate wells of microtiter plates.
The solution ning a potential antibody or groups of antibodies is then placed into
the respective microtiter wells and incubated for about 30 min to 2 h. The iter wells
are then washed and a labeled secondary antibody (for example, an anti-mouse antibody
conjugated to alkaline phosphatase if the raised antibodies are mouse antibodies) is added
to the wells and incubated for about 30 min and then washed. Substrate is added to the
wells and a color reaction will appear where antibody to the immobilized polypeptide(s)
are present.
The antibodies so identified may then be further analyzed for affinity and
specificity in the assay design selected. In the development of immunoassays for a target
protein, the purified target protein acts as a standard with which to judge the ivity
and specificity of the immunoassay using the antibodies that have been selected. Because
the binding affinity of various antibodies may differ; certain antibody pairs (e. g., in
sandwich assays) may interfere with one another sterically, etc., assay performance of an
antibody may be a more important measure than te affinity and specificity of an
antibody.
While the present application describes antibody-based binding assays in
detail, alternatives to antibodies as g species in assays are well known in the art.
These include receptors for a particular target, aptamers, etc. Aptamers are oligonucleic
acid or peptide molecules that bind to a specific target molecule. Aptamers are y
created by selecting them from a large random sequence pool, but natural aptamers also
exist. High-affinity aptamers containing modified nucleotides conferring improved
characteristics on the ligand, such as improved in vivo ity or improved delivery
characteristics. Examples of such modifications include chemical substitutions at the
ribose and/or ate and/or base positions, and may include amino acid side chain
functionalities.
Assay Correlations
The term “correlating” as used herein in reference to the use of biomarkers
refers to comparing the presence or amount of the biomarker(s) in a patient to its presence
or amount in persons known to suffer from, or known to be at risk of, a given condition;
or in persons known to be free of a given ion. Often, this takes the form of
comparing an assay result in the form of a biomarker concentration to a predetermined
threshold selected to be indicative of the occurrence or nonoccurrence of a e or the
likelihood of some future outcome.
Selecting a diagnostic threshold involves, among other things, consideration of
the ility of disease, distribution of true and false diagnoses at different test
olds, and estimates of the consequences of treatment (or a failure to treat) based on
the diagnosis. For example, when ering stering a specific therapy which is
highly efficacious and has a low level of risk, few tests are needed e clinicians can
accept substantial diagnostic uncertainty. On the other hand, in situations where treatment
options are less effective and more risky, clinicians often need a higher degree of
diagnostic certainty. Thus, cost/benefit analysis is involved in selecting a diagnostic
old.
Suitable thresholds may be determined in a variety of ways. For example, one
recommended diagnostic threshold for the diagnosis of acute myocardial infarction using
cardiac troponin is the 97.5th percentile of the concentration seen in a normal population.
Another method may be to look at serial samples from the same patient, where a prior
“baseline” result is used to monitor for temporal changes in a ker level.
Population s may also be used to select a decision threshold. Reciever
Operating Characteristic (“ROC”) arose from the field of signal dectection therory
developed during World War II for the analysis of radar images, and ROC analysis is
often used to select a old able to best distinguish a “diseased” subpopulation from a
“nondiseased” subpopulation. A false positive in this case occurs when the person tests
positive, but actually does not have the disease. A false negative, on the other hand,
occurs when the person tests negative, suggesting they are healthy, when they actually do
have the disease. To draw a ROC curve, the true positive rate (TPR) and false positive
rate (FPR) are determined as the decision threshold is varied continuously. Since TPR is
lent with sensitivity and FPR is equal to 1 - icity, the ROC graph is
sometimes called the ivity vs (1 - specificity) plot. A perfect test will have an area
under the ROC curve of 1.0; a random test will have an area of 0.5. A threshold is
selected to provide an acceptable level of specificity and sensitivity.
In this context, sed” is meant to refer to a population having one
characteristic (the presence of a e or ion or the occurrence of some outcome)
and “nondiseased” is meant to refer to a population lacking the characteristic. While a
single decision threshold is the simplest application of such a , multiple decision
thresholds may be used. For example, below a first threshold, the absence of e may
be assigned with relatively high confidence, and above a second threshold the presence of
disease may also be assigned with relatively high confidence. Between the two thresholds
may be ered indeterminate. This is meant to be exemplary in nature only.
In addition to threshold comparisons, other methods for correlating assay
results to a patient classification (occurrence or nonoccurrence of disease, likelihood of an
outcome, etc.) include decision trees, rule sets, Bayesian methods, and neural network
methods. These methods can produce probability values representing the degree to which
a subject belongs to one classification out of a plurality of classifications.
Measures of test accuracy may be obtained as described in Fischer et (11.,
Intensive Care Med. 29: 1043-51, 2003, and used to determine the effectiveness of a
given biomarker. These measures include sensitivity and specificity, predictive values,
hood , stic odds ratios, and ROC curve areas. The area under the curve
(“AUC”) of a ROC plot is equal to the probability that a classifier will rank a randomly
chosen positive instance higher than a randomly chosen negative one. The area under the
ROC curve may be thought of as equivalent to the Mann-Whitney U test, which tests for
the median difference n scores obtained in the two groups considered if the groups
are of continuous data, or to the Wilcoxon test of ranks.
As discussed above, suitable tests may exhibit one or more of the following
results on these various measures: a icity of greater than 0.5, preferably at least 0.6,
more preferably at least 0.7, still more preferably at least 0.8, even more preferably at
least 0.9 and most preferably at least 0.95, with a corresponding sensitivity greater than
0.2, preferably greater than 0.3, more preferably greater than 0.4, still more preferably at
least 0.5, even more preferably 0.6, yet more preferably greater than 0.7, still more
preferably greater than 0.8, more preferably greater than 0.9, and most preferably greater
than 0.95; a sensitivity of greater than 0.5, preferably at least 0.6, more preferably at least
0.7, still more preferably at least 0.8, even more preferably at least 0.9 and most
preferably at least 0.95, with a corresponding specificity r than 0.2, preferably
greater than 0.3, more preferably greater than 0.4, still more preferably at least 0.5, even
more preferably 0.6, yet more preferably greater than 0.7, still more ably greater
than 0.8, more preferably greater than 0.9, and most preferably greater than 0.95; at least
75% sensitivity, combined with at least 75% specificity; a ROC curve area of greater than
0.5, preferably at least 0.6, more preferably 0.7, still more preferably at least 0.8, even
more preferably at least 0.9, and most preferably at least 0.95; an odds ratio different from
1, preferably at least about 2 or more or about 0.5 or less, more preferably at least about 3
or more or about 0.33 or less, still more preferably at least about 4 or more or about 0.25
or less, even more preferably at least about 5 or more or about 0.2 or less, and most
preferably at least about 10 or more or about 0.1 or less; a positive likelihood ratio
(calculated as ivity/(1-specificity)) of r than 1, at least 2, more ably at
least 3, still more preferably at least 5, and most preferably at least 10; and or a negative
likelihood ratio (calculated as sitivity)/specificity) of less than 1, less than or equal
to 0.5, more preferably less than or equal to 0.3, and most preferably less than or equal to
onal al indicia may be combined with the kidney injury marker
assay (s) of the present invention. These include other biomarkers related to renal
status. Examples include the following, which recite the common biomarker name,
followed by the Swiss-Prot entry number for that biomarker or its parent: Actin (P68133);
Adenosine deaminase binding protein (DPP4, P27487); Alpha-l-acid glycoprotein 1
(P02763); Alpha-l-microglobulin (P02760); Albumin 8); Angiotensinogenase
(Renin, P00797); Annexin A2 (P07355); Beta-glucuronidase (P08236); B
microglobulin 9); Beta-galactosidase 8); BMP-7 (Pl8075); Brain
natriuretic peptide (proBNP, , NTproBNP; Pl6860); Calcium-binding protein
Beta (SlOO-beta, P04271); Carbonic anhydrase 0); Casein Kinase 2 (P68400);
Ceruloplasmin (P00450); Clusterin (P10909); Complement C3 (P01024); Cysteine-rich
protein (CYR61, 000622); Cytochrome C (P99999); Epidermal growth factor (EGF,
P01133); Endothelin-l (P05305); Exosomal Fetuin-A (P02765); Fatty acid-binding
W0 2013/043310
protein, heart , P05413); Fatty acid-binding n, liver (P07148); Ferritin (light
chain, P02793; heavy chain ); Fructose-1,6-biphosphatase (P09467); GRO-alpha
(CXCLl, (P09341); Growth e (P01241); Hepatocyte growth factor (P14210);
Insulin-like growth factor I (P01343); Immunoglobulin G; Immunoglobulin Light Chains
(Kappa and Lambda); Interferon gamma (P01308); Lysozyme (P61626); eukin-
1alpha (P01583); Interleukin-2 (P60568); Interleukin-4 8); Interleukin-9 (P15248);
eukin-12p40 (P29460); Interleukin-13 (P35225); Interleukin-16 (Ql4005); L1 cell
adhesion molecule 4); Lactate dehydrogenase (P00338); Leucine Aminopeptidase
(P28838); Meprin A-alpha subunit (Ql6819); Meprin A-beta subunit (Ql6820); Midkine
(P21741); MIP2-alpha (CXCL2, ); MMP-2 (P08253); MMP-9 (P14780); Netrin-l
(095631); Neutral endopeptidase (P08473); 0steopontin (P10451); Renal papillary
antigen 1 (RPA1); Renal ary antigen 2 (RPA2); l g protein (P09455);
Ribonuclease; $100 calcium-binding protein A6 (P06703); Serum Amyloid P Component
(P02743); Sodium/Hydrogen ger isoform (NHE3, P48764); Spermidine/spermine
N1-acetyltransferase (P21673); TGF-Betal (P01137); Transferrin (P02787); Trefoil
factor 3 (TFF3, 007654); Toll-Like protein 4 (000206); Total protein; Tubulointerstitial
nephritis antigen (Q9UJW2); Uromodulin (Tamm-Horsfall protein, P07911).
For purposes of risk stratification, Adiponectin (Ql5848); Alkaline
phosphatase (P05186); Aminopeptidase N (P15144); CalbindinD28k (P05937); Cystatin
C (P01034); 8 subunit of F1F0 ATPase (P03928); Gamma-glutamyltransferase 0);
GSTa (alpha-glutathione-S-transferase, P08263); GSTpi (Glutathione-S-transferase P;
GST class-pi; P09211); IGFBP-l (P08833); IGFBP-2 (P18065); IGFBP-6 (P24592);
Integral membrane protein 1 (Itm1, P46977); Interleukin-6 (P05231); Interleukin-8
(P10145); Interleukin-18 (Ql4116); IP-10 (10 kDa interferon-gamma-induced protein,
P02778); IRPR (IFRDl, 000458); Isovaleryl-CoA dehydrogenase (IVD, ); I-
TAC/CXCLll 5); Keratin 19 7); Kim-1 (Hepatitis A virus cellular
receptor 1, 043656); L-arginine:glycine amidinotransferase (P50440); Leptin (P41159);
Lipocalin2 (NGAL, ); MCP-l (P13500); MIG (Gamma-interferon-induced
monokine ); MIP-la (P10147); MIP-3a (P78556); MIP-lbeta (P13236); MIP-ld
(Ql6663); NAG (N-acetyl-beta-D-glucosaminidase, P54802); Organic ion transporter
(0CT2, 015244); 0steoprotegerin (014788); P8 protein (060356); Plasminogen
activator inhibitor 1 (PAI-1, P05121); ProANP(1-98) (P01160); Protein phosphatase 1-
beta (PPI-beta, P62140); Rab GDI-beta (P50395); Renal kallikrein (Q86U61 ); RT1.B-1
(alpha) chain of the integral membrane protein (Q5Y7A8); Soluble tumor necrosis factor
receptor superfamily member 1A -I, Pl9438); Soluble tumor necrosis factor
receptor superfamily member 1B (sTNFR-II, P20333); Tissue inhibitor of
metalloproteinases 3 (TIMP-3, P35625); uPAR (Q03405) may be combined with the
kidney injury marker assay result(s) of the present invention.
[01 l 1] Other clinical indicia which may be combined with the kidney injury marker
assay (s) of the present invention includes demographic information (e. g., ,
sex, age, race), medical y (e. g., family history, type of surgery, pre-existing disease
such as aneurism, congestive heart failure, preeclampsia, eclampsia, diabetes us,
hypertension, coronary artery disease, proteinuria, renal insufficiency, or sepsis, type of
toxin re such as NSAIDs, cyclosporines, tacrolimus, aminoglycosides, foscamet,
ethylene glycol, hemoglobin, myoglobin, ifosfamide, heavy metals, methotrexate,
radiopaque st agents, or streptozotocin), clinical variables (e. g., blood pressure,
temperature, respiration rate), risk scores (APACHE score, PREDICT score, TIMI Risk
Score for UA/NSTEMI, Framingham Risk Score), a urine total protein measurement, a
glomerular filtration rate, an ted glomerular filtration rate, a urine production rate, a
serum or plasma creatinine concentration, a renal papillary antigen 1 (RPAl)
measurement; a renal papillary antigen 2 (RPA2) ement; a urine creatinine
concentration, a fractional excretion of sodium, a urine sodium tration, a urine
creatinine to serum or plasma creatinine ratio, a urine specific gravity, a urine osmolality,
a urine urea nitrogen to plasma urea nitrogen ratio, a plasma BUN to creatnine ratio,
and/or a renal failure index calculated as urine sodium / (urine creatinine / plasma
nine). Other measures of renal function which may be combined with the kidney
injury marker assay result(s) are described hereinafter and in Harrison’s Principles of
Internal Medicine, l7th Ed., McGraw Hill, New York, pages 1741-1830, and Current
Medical Diagnosis & Treatment 2008, 47th Ed, McGraw Hill, New York, pages 785-815,
each of which are hereby incorporated by reference in their entirety.
Combining assay results/clinical indicia in this manner can comprise the use
of multivariate logistical regression, loglinear modeling, neural network is, n-of-m
is, decision tree analysis, etc. This list is not meant to be limiting.
sis of Acute Renal Failure
As noted above, the terms “acute renal (or kidney) injury” and “acute renal (or
kidney) failure” as used herein are defined in part in terms of changes in serum creatinine
from a baseline value. Most definitions of ARF have common elements, including the use
of serum creatinine and, often, urine output. Patients may present with renal dysfunction
without an available baseline measure of renal function for use in this comparison. In
such an event, one may estimate a baseline serum creatinine value by ng the
t initially had a normal GFR. Glomerular filtration rate (GFR) is the volume of fluid
filtered from the renal (kidney) glomerular aries into the Bowman's capsule per unit
time. Glomerular filtration rate (GFR) can be calculated by measuring any chemical that
has a steady level in the blood, and is freely ed but neither reabsorbed nor secreted
by the kidneys. GFR is typically expressed in units of ml/min:
firms: Concentratim‘i >< {frills Flow
GE? {1, z—.1. 3,
Plamna mntration
By normalizing the GFR to the body surface area, a GFR of approximately
75—100 ml/min per 1.73 m2 can be assumed. The rate therefore measured is the quantity
of the substance in the urine that originated from a able volume of blood.
There are several different techniques used to calculate or estimate the
glomerular filtration rate (GFR or eGFR). In clinical practice, however, creatinine
clearance is used to measure GFR. Creatinine is produced naturally by the body
(creatinine is a metabolite of creatine, which is found in muscle). It is freely filtered by
the glomerulus, but also actively secreted by the renal tubules in very small amounts such
that creatinine clearance timates actual GFR by 10-20%. This margin of error is
acceptable considering the ease with which creatinine clearance is measured.
Creatinine nce (CCr) can be ated if values for creatinine's urine
concentration (UCr), urine flow rate (V), and creatinine's plasma concentration (Pct) are
known. Since the product of urine concentration and urine flow rate yields creatinine's
excretion rate, nine nce is also said to be its excretion rate (UCrxV) divided by
its plasma concentration. This is commonly represented mathematically as:
Commonly a 24 hour urine collection is undertaken, from empty-bladder one morning to
the contents of the bladder the following morning, with a comparative blood test then
taken:
is}? X 2514mm: volume
{‘3‘-"f3'@'
Pg: .261 x usria
N . .
To allow comparison of s between people of different sizes, the CCr is often
corrected for the body surface area (BSA) and expressed compared to the average sized
man as ml/min/1.73 m2. While most adults have a BSA that approaches 1.7 (1.6-1.9),
extremely obese or slim patients should have their CCr corrected for their actual BSA:
{3:3 >6 ‘3. f3
(“Fill-3‘7:*«:r3'-‘s'rzrs:ts:d
The accuracy of a creatinine clearance measurement (even when collection is
complete) is limited because as glomerular tion rate (GFR) falls creatinine secretion
is increased, and thus the rise in serum creatinine is less. Thus, creatinine ion is
much greater than the filtered load, resulting in a potentially large overestimation of the
GFR (as much as a twofold difference). However, for clinical purposes it is important to
determine whether renal function is stable or getting worse or . This is often
determined by ring serum creatinine alone. Like creatinine clearance, the serum
nine will not be an accurate reflection of GFR in the non-steady-state condition of
ARF. Nonetheless, the degree to which serum creatinine s from baseline will
reflect the change in GFR. Serum creatinine is readily and easily measured and it is
specific for renal function.
For purposes of ining urine output on a Urine output on a mL/kg/hr
basis, hourly urine collection and measurement is adequate. In the case where, for
example, only a cumulative 24-h output was available and no patient weights are
provided, minor modifications of the RIFLE urine output criteria have been described.
For example, Bagshaw et al., Nephrol. Dial. Transplant. 23: 1203—1210, 2008, assumes
an average patient weight of 70 kg, and patients are assigned a RIFLE classification based
on the following: <35 mL/h (Risk), <21 mL/h (Injury) or <4 mL/h (Failure).
Selecting a Treatment Regimen
Once a diagnosis is obtained, the clinician can readily select a treatment
regimen that is compatible with the sis, such as initiating renal ement
therapy, withdrawing delivery of compounds that are known to be damaging to the
kidney, kidney transplantation, delaying or avoiding procedures that are known to be
damaging to the kidney, modifying diuretic administration, initiating goal directed
therapy, etc. The skilled artisan is aware of appropriate treatments for us diseases
discussed in relation to the methods of sis described herein. See, e.g., Merck
Manual of sis and Therapy, 17th Ed. Merck Research Laboratories, Whitehouse
Station, NJ, 1999. In addition, since the methods and compositions described herein
provide prognostic information, the s of the present invention may be used to
monitor a course of treatment. For example, improved or worsened prognostic state may
indicate that a ular treatment is or is not efficacious.
One skilled in the art readily appreciates that the present invention is well
adapted to carry out the embodiments and obtain the ends and advantages mentioned, as
well as those inherent therein. The examples ed herein are representative of
preferred embodiments, are exemplary, and are not intended as limitations on the scope of
the invention.
Example 1: Contrast-induced nephropathy sample collection
The objective of this sample collection study is to collect samples of plasma
and urine and clinical data from patients before and after receiving intravascular contrast
media. Approximately 250 adults undergoing radiographic/angiographic ures
involving intravascular administration of iodinated contrast media are enrolled. To be
ed in the study, each patient must meet all of the following inclusion criteria and
none of the following exclusion criteria:
Inclusion Criteria
males and females 18 years of age or older;
oing a radiographic / angiographic procedure (such as a CT scan or coronary
intervention) involving the intravascular administration of contrast media;
expected to be hospitalized for at least 48 hours after contrast stration.
able and g to provide written informed consent for study participation and to
comply with all study procedures.
WO 43310
Exclusion Criteria
renal transplant recipients;
acutely ing renal function prior to the contrast procedure;
already receiving dialysis r acute or chronic) or in imminent need of dialysis at
enrollment;
expected to undergo a major surgical procedure (such as involving cardiopulmonary
bypass) or an additional imaging ure with contrast media with significant risk for
further renal insult within the 48 hrs following contrast administration;
participation in an interventional clinical study with an experimental therapy within the
previous 30 days;
known infection with human immunodeficiency virus (HIV) or a hepatitis virus.
Immediately prior to the first contrast administration (and after any pre-
procedure hydration), an EDTA anti-coagulated blood sample (10 mL) and a urine
sample (10 mL) are collected from each patient. Blood and urine samples are then
collected at 4 (i0.5), 8 (i1), 24 (i2) 48 (i2), and 72 (i2) hrs following the last
administration of contrast media during the index contrast procedure. Blood is collected
via direct venipuncture or via other available venous access, such as an existing femoral
sheath, l venous line, peripheral intravenous line or hep-lock. These study blood
samples are processed to plasma at the al site, frozen and shipped to Astute Medical,
Inc., San Diego, CA. The study urine samples are frozen and d to Astute Medical,
Inc.
Serum creatinine is assessed at the site immediately prior to the first contrast
administration (after any pre-procedure hydration) and at 4 (i0.5), 8 (i1), 24 (i2) and 48
(i2) ), and 72 (i2) hours ing the last administration of contrast (ideally at the same
time as the study samples are obtained). In addition, each patient’s status is evaluated
through day 30 with regard to additional serum and urine creatinine measurements, a need
for dialysis, hospitalization status, and adverse clinical outcomes (including mortality).
Prior to contrast administration, each patient is assigned a risk based on the
following assessment: systolic blood re <80 mm Hg = 5 points; intra-arterial
balloon pump = 5 points; congestive heart failure (Class III-IV or y of pulmonary
edema) = 5 points; age >75 yrs = 4 ; hematocrit level <39% for men, <35% for
women = 3 points; diabetes = 3 points; contrast media volume = 1 point for each 100 mL;
serum creatinine level >1.5 g/dL = 4 points OR estimated GFR 40—60 mL/min/ 1.73 m2 =
2 points, 20—40 mL/min/1.73 m2 = 4 , < 20 mL/min/1.73 m2 = 6 . The risks
ed are as s: risk for CIN and dialysis: 5 or less total points = risk of CIN -
7.5%, risk of dialysis - 0.04%; 6—10 total points = risk of CIN - 14%, risk of is -
0.12%; 11—16 total points = risk of CIN - 26.1%, risk of dialysis - 1.09%; >16 total points
= risk of CIN - 57.3%, risk of is - 12.8%.
Example 2: Cardiac surgery sample collection
The objective of this sample collection study is to collect samples of plasma
and urine and clinical data from patients before and after undergoing cardiovascular
surgery, a procedure known to be potentially damaging to kidney function.
Approximately 900 adults undergoing such surgery are enrolled. To be enrolled in the
study, each patient must meet all of the following inclusion criteria and none of the
following exclusion criteria:
Inclusion Criteria
males and females 18 years of age or older;
undergoing cardiovascular surgery;
Toronto/Ottawa tive Risk Index for Renal Replacement risk score of at least 2
(Wijeysundera et al., JAMA 297: 1801-9, 2007); and
able and willing to provide written informed consent for study participation and to
comply with all study procedures.
Exclusion Criteria
known ncy;
previous renal transplantation;
acutely worsening renal function prior to enrollment (e. g., any category of
RIFLE criteria);
already receiving dialysis (either acute or chronic) or in imminent need of dialysis at
enrollment;
currently enrolled in another clinical study or expected to be ed in another clinical
study within 7 days of cardiac surgery that involves drug infusion or a therapeutic
intervention for AKI;
known infection with human immunodeficiency virus (HIV) or a hepatitis virus.
Within 3 hours prior to the first incision (and after any pre-procedure
hydration), an EDTA anti-coagulated blood sample (10 mL), whole blood (3 mL), and a
urine sample (35 mL) are collected from each patient. Blood and urine samples are then
collected at 3 (i0.5), 6 (i0.5), 12 (i1), 24 (i2) and 48 (i2) hrs following the procedure
and then daily on days 3 through 7 if the subject remains in the hospital. Blood is
collected via direct venipuncture or via other available venous access, such as an existing
femoral sheath, central venous line, peripheral enous line or hep-lock. These study
blood samples are frozen and shipped to Astute Medical, Inc., San Diego, CA. The study
urine s are frozen and shipped to Astute Medical, Inc.
Example 3: Acutely ill subject sample collection
The objective of this study is to collect s from acutely ill patients.
Approximately 1900 adults expected to be in the ICU for at least 48 hours will be
ed. To be enrolled in the study, each patient must meet all of the following inclusion
ia and none of the following ion criteria:
Inclusion Criteria
males and females 18 years of age or older;
Study population 1: imately 300 patients that have at least one of:
shock (SBP < 90 mmHg and/or need for essor support to maintain MAP > 60
mmHg and/or documented drop in SBP of at least 40 mmHg); and
sepsis;
Study population 2: approximately 300 patients that have at least one of:
IV antibiotics ordered in computerized physician order entry (CPOE) within 24 hours of
enrollment;
contrast media exposure within 24 hours of enrollment;
increased Intra-Abdominal Pressure with acute decompensated heart failure; and
severe trauma as the y reason for ICU admission and likely to be hospitalized in
the ICU for 48 hours after enrollment;
Study population 3: approximately 300 patients expected to be hospitalized through acute
care setting (ICU or ED) with a known risk factor for acute renal injury (e. g. sepsis,
hypotension/shock (Shock = systolic BP < 90 mmHg and/or the need for vasopressor
support to maintain a MAP > 60 mmHg and/or a documented drop in SBP > 40 mmHg),
major trauma, hemorrhage, or major surgery); and/or expected to be hospitalized to the
ICU for at least 24 hours after enrollment;
Study population 4: approximately 1000 patients that are 21 years of age or older, within
24 hours of being admitted into the ICU, ed to have an ling urinary catheter
for at least 48 hours after enrollment, and have at least one of the following acute
conditions within 24 hours prior to ment:
(i) atory SOFA score of 2 2 (PaO2/FiO2 <300), (ii) cardiovascular SOFA score of 2
1 (MAP < 70 mm Hg and/or any vasopressor ed).
Exclusion Criteria
known pregnancy;
institutionalized individuals;
previous renal transplantation;
known acutely worsening renal function prior to enrollment (e.g., any category of RIFLE
criteria) ;
received dialysis (either acute or chronic) within 5 days prior to enrollment or in
imminent need of dialysis at the time of enrollment;
known infection with human deficiency virus (HIV) or a hepatitis virus;
meets any of the following:
(i) active bleeding with an anticipated need for > 4 units PRBC in a day;
(ii) hemoglobin < 7 g/dL;
(iii) any other condition that in the physician’s opinion would contraindicate
drawing serial blood samples for clinical study purposes;
WO 43310
meets only the SBP < 90 mmHg inclusion criterion set forth above, and does not have
shock in the ing physician’s or pal investigator’s opinion;
After obtaining informed consent, an EDTA anti-coagulated blood sample (10
mL) and a urine sample (25-50 mL) are collected from each patient. Blood and urine
samples are then collected at 4 (i 0.5) and 8 (i 1) hours after st administration (if
applicable); at 12 (i 1), 24 (i 2), 36 (i 2), 48 (i 2), 60 (i 2), 72 (i 2), and 84 (i 2) hours
after enrollment, and thereafter daily up to day 7 to day 14 while the subject is
hospitalized. Blood is collected via direct venipuncture or via other ble venous
, such as an existing femoral sheath, central venous line, eral intravenous line
or hep-lock. These study blood samples are processed to plasma at the al site, frozen
and shipped to Astute Medical, Inc., San Diego, CA. The study urine samples are frozen
and shipped to Astute Medical, Inc.
Example 4. assay format
es are measured using standard sandwich enzyme immunoassay
techniques. A first antibody which binds the analyte is immobilized in wells of a 96 well
polystyrene microplate. Analyte standards and test samples are pipetted into the
appropriate wells and any analyte t is bound by the immobilized antibody. After
washing away any unbound substances, a horseradish peroxidase-conjugated second
antibody which binds the analyte is added to the wells, thereby forming sandwich
complexes with the analyte (if present) and the first antibody. Following a wash to
remove any unbound antibody-enzyme reagent, a substrate solution comprising
tetramethylbenzidine and en peroxide is added to the wells. Color develops in
proportion to the amount of analyte present in the sample. The color development is
stopped and the intensity of the color is measured at 540 nm or 570 nm. An analyte
concentration is assigned to the test sample by comparison to a standard curve determined
from the analyte standards.
Units for the concentrations reported in the following data tables are as
follows: Heat shock 70 kDa protein 1 — pg/mL, Alphaantitrypsin Neutrophil elastase
complex — pg/mL, Stromelysin-l:Metalloproteinase inhibitor 2 complex — pg/mL,
Insulin-like growth factor 1 receptor — ng/mL, Myeloid differentiation primary response
protein MyD88 — ng/mL, Neuronal cell adhesion molecule — ng/mL, and Tumor necrosis
factor ligand superfamily member 10 — pg/mL. In the case of those kidney injury markers
which are membrane proteins as described herein, the assays used in these examples
detect soluble forms f.
Example 5. Apparently Healthy Donor and Chronic e Patient
Human urine samples from donors with no known chronic or acute disease
(“Apparently Healthy ”) were purchased from two s (Golden West
Biologicals, Inc., 27625 Commerce Center Dr., Temecula, CA 92590 and Virginia
Medical Research, Inc., 915 First Colonial Rd., Virginia Beach, VA 23454). The urine
samples were shipped and stored frozen at less than -200 C. The vendors supplied
demographic information for the individual donors including gender, race (Black ),
smoking status and age.
Human urine samples from donors with various chronic diseases (“Chronic
Disease Patients”) ing congestive heart failure, coronary artery disease, chronic
kidney disease, chronic obstructive pulmonary disease, es mellitus and
hypertension were purchased from Virginia Medical Research, Inc., 915 First Colonial
Rd., Virginia Beach, VA 23454. The urine samples were shipped and stored frozen at less
than -20 degrees centigrade. The vendor ed a case report form for each dual
donor with age, gender, race (Black/White), smoking status and alcohol use, height,
weight, chronic disease(s) diagnosis, current medications and previous surgeries.
Example 6. Use of Kidney Injury Markers for evaluating renal status in
patients
Patients from the intensive care unit (ICU) were enrolled in the following
study. Each patient was classified by kidney status as non-injury (0), risk of injury (R),
injury (I), and failure (F) according to the maximum stage reached within 7 days of
enrollment as determined by the RIFLE criteria. EDTA anti-coagulated blood samples
(10 mL) and a urine samples (25-30 mL) were collected from each patient at enrollment,
4 (i 0.5) and 8 (i 1) hours after contrast administration (if applicable); at 12 (i 1), 24 (i
2), and 48 (i 2) hours after ment, and thereafter daily up to day 7 to day 14 while
the subject is hospitalized. Markers were each ed by standard immunoassay
methods using commercially available assay ts in the urine samples and the plasma
component of the blood samples collected.
Two cohorts were defined to represent a “diseased” and a “normal”
population. While these terms are used for convenience, “diseased” and “normal” simply
represent two s for comparison (say RIFLE 0 vs RIFLE R, I and F; RIFLE 0 vs
RIFLE R; RIFLE 0 and R vs RIFLE I and F; etc.). The time “prior max stage” represents
the time at which a sample is collected, relative to the time a particular t reaches the
lowest disease stage as defined for that cohort, binned into three groups which are +/- 12
hours. For example, “24 hr prior” which uses 0 vs R, I, F as the two cohorts would mean
24 hr (+/— 12 hours) prior to reaching stage R (or I if no sample at R, or F if no sample at
R or I).
A receiver operating characteristic (ROC) curve was generated for each
biomarker measured and the area under each ROC curve (AUC) is determined. Patients in
Cohort 2 were also separated according to the reason for adjudication to cohort 2 as being
based on serum creatinine measurements (sCr), being based on urine output (UO), or
being based on either serum creatinine measurements or urine output. Using the same
example discussed above (0 vs R, I, F), for those patients adjudicated to stage R, I, or F
on the basis of serum nine ements alone, the stage 0 cohort may include
patients adjudicated to stage R, I, or F on the basis of urine output; for those patients
adjudicated to stage R, I, or F on the basis of urine output alone, the stage 0 cohort may
include patients cated to stage R, I, or F on the basis of serum creatinine
measurements; and for those patients adjudicated to stage R, I, or F on the basis of serum
creatinine measurements or urine , the stage 0 cohort contains only ts in stage
0 for both serum creatinine measurements and urine output. Also, in the data for patients
adjudicated on the basis of serum creatinine measurements or urine output, the
adjudication method which yielded the most severe RIFLE stage is used.
The ability to distinguish cohort 1 from Cohort 2 was determined using ROC
analysis. SE is the standard error of the AUC, n is the number of sample or individual
patients (“pts,” as indicated). Standard errors are calculated as bed in Hanley, J. A.,
and McNeil, B.J., The meaning and use of the area under a receiver operating
characteristic (ROC) curve. Radiology (1982) 143: 29-36; p values are calculated with a
iled Z-test. An AUC < 0.5 is indicative of a ve going marker for the
comparison, and an AUC > 0.5 is indicative of a positive going marker for the
comparison.
2012/052298
Various threshold (or “cutoff’) concentrations were selected, and the
associated sensitivity and specificity for distinguishing cohort 1 from cohort 2 are
determined. OR is the odds ratio calculated for the particular cutoff concentration, and
95% CI is the confidence interval for the odds ratio.
Table 1: Comparison of marker levels in urine samples collected from Cohort
1 nts that did not progress beyond RIFLE stage 0) and in urine samples collected
from ts at 0, 24 hours, and 48 hours prior to reaching stage R, I or F in Cohort 2.
Stromelysin-leetalloproteinase inhibitor 2 complex
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.487 0.237 0.487 0.487 0.487 0.362
Average 328 5.13 328 22.4 328 0.362
Stdev 1910 21.0 1910 65.2 1910 0.176
p(t—test) 0.47 0.49 0.81
Min 0.237 0.237 0.237 0.237 0.237 0.237
Max 13900 91.7 13900 267 13900 0.487
n (Samp) 53 19 53 19 53 2
11 (Patient) 42 19 2 19 42 2
__24hrpriortoAKI stage 48hr prior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
0——_487 0487 0487 0487
———193 111 193 0487
———1440 235 1440 0
——— 0-90 0-85
0——_237 0-237 0-237 0487
———13900 530 13900 0487
———93 5 93 2
7———3 5 73 2
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.487 0.237 0.487 0.487 0.487 0.487
Average 348 6.40 348 117 348 0.425
Stdev 2070 23.6 2070 431 2070 0.125
p(t—test) 0.53 0.62 0.74
Min 0.237 0.237 0.237 0.237 0.237 0.237
Max 13900 91.7 13900 1930 13900 0.487
n (Samp) 45 15 5 20 45 4
11 (Patient) 35 15 35 20 35 4
_________UOonly
_________0-54
_________0-15
___0-82
Cutoff 1 ________37
Sens 1 ________75%
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only sCr or UO sCr only UO only
Spec 1 0% 0% 0% 0% 0% 0% 44% 49%
Cutoff 2 0 0 0 0 0 0 0.237 0
Sens 2 100% 100% 100% 100% 100% 100% 100% 100%
Spec 2 0% 0% 0% 0% 0% 0% 44% 0%
Cutoff 3 0 0 0 0 0 0 0.237 0
Sens 3 100% 100% 100% 100% 100% 100% 100% 100%
Spec 3 0% 0% 0% 0% 0% 0% 44% 0%
Cutoff 4 0.487 0.487 0.487 0.487 0.487 0.487 0.487 0.487
Sens 4 5% 0% 7% 21% 40% 0% 0% 0%
Spec 4 77% 82% 78% 77% 82% 77% 82% 78%
Cutoff 5 85.2 0.487 3.84 85.2 0.487 85.2 0.487 3.84
Sens 5 5% 0% 7% 11% 40% 0% 0% 0%
Spec 5 81% 82% 80% 81% 82% 81% 82% 80%
Cutoff 6 201 154 201 201 154 201 154 201
Sens 6 0% 0% 0% 5% 20% 0% 0% 0%
Spec 6 91% 90% 93% 91% 90% 91% 90% 93%
OR Quart 2 1.0 >3.6 5.1 0.70 0.96 >0 >21 0
p Value 1.0 <0.29 0.17 0.67 0.98 <na <0.56 na
95% C1 0f 0.058 >0.35 0.50 0.13 0.057 >na >0.18 na
OR Quart2 17 na 52 3.7 16 na na na
OR Quart 3 34 >10 12 1.3 1.0 >1.1 >0 3.7
p Value 0.0021 <0.98 0.030 0.70 1.0 <0.96 <na 0.29
95% C1 0f 3.6 >0.062 1.3 0.30 0.059 >0.061 >na 0.32
OR Quart3 320 na 120 6.1 17 na na 42
OR Quart46.5 >1.1 3.5 2.2 2.0 >1.2 >0 0
p Value 0.10 <0.95 0.30 0.28 0.58 <0.92 <na na
95% C1 0f 0.68 >0.064 0.32 0.52 0.17 >0.066 >na na
OR Quart4 63 na 38 9.6 24 na na na
Heat shock 70 kDa protein 1
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 277 24 277 499 277 225
Average 558 08 558 702 558 700
StdeV 1110 392 1110 906 1110 897
st) 0.58 0.62 0.83
Min 0.297 0.335 0.297 0.335 0.297 140
Max 7800 1680 7800 3860 7800 1730
11 (Sam ) 51 18 51 18 51 3
11 (Patient) 1 18 1 18 41 3
sCr only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 286 59 286 982 286 774
Average 535 863 535 861 535 774
StdeV 943 767 943 592 943 776
(t—test) 0.45 0.45 0.72
Min 0.297 217 0.297 0.335 0.297 225
Max 7800 1710 7800 1600 7800 1320
n (Samp) 90 5 90 5 90 2
11 (Patient) 71 5 71 5 71 2
“Ohr orior to AKI stage 24hr orior to AKI stage 48hr orior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 224 424 224 435 224 1680
Average 553 339 553 1260 553 1170
StdeV 1190 258 1190 2690 1190 801
p(t—test) 0.51 0.15 0.27
Min 0.297 0.335 0.297 0.335 0.297 140
Max 7800 812 7800 11800 7800 1820
n (Samp) 45 14 5 19 45 5
11 (Patient) 35 14 35 19 35 5
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.52 0.68 0.53 0.57 0.70 0.64 0.57 0.69 0.78
SE 0.080 0.14 0.090 0.080 0.13 0.079 0.18 0.21 0.13
p 0.85 0.17 0.77 0.37 0.13 0.079 0.70 0.36 0.025
nCohort 1 51 90 45 51 90 ‘ 5 51 90 45
nCohort 2 18 5 14 18 5 19 3 2 5
117 224 401
100% 100% 80%
29% 43% 67%
117 224 401
100% 100% 80%
29% 43% 67%
117 224 135
100% 100% 100%
29% 43% 38%
574 545 512
33% 50% 60%
71% 70% 71 %
755 763 664
33% 50% 60%
80% 80% 80%
1020 1020 1320
33% 50% 60%
91% 90% 90% 91 %
6.8 >22 >10 >10
0.099 <0.55 <0.98 <10
95%C1<>f—>0-056
OR Quart2 67 na na na
—>1-1
p Value —<0-95
95% C1 of —>0-061
OR Quart3 n—
OR Quart4 9.0 >10 >10 >36
p Value 0.057 <1.0 <0.98 <0.30
95% CI of 0.94 >0.056 >0.062 >0.32
OR Quart4 87 na na na
Insulin-like growth factor 1 receptor
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0103 0.0103 0.0103 0.0169 nd nd
e 0.0275 0.0137 0.0275 0.0405 nd nd
StdeV 0.0922 0.0113 0.0922 0.0818 nd nd
(t—test) 0.54 0.59 nd nd
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Min 0.000123 0.000172 0.000123 72 nd nd
Max 0.679 0.0423 0.679 0.365 nd nd
11 (Samp) 54 17 54 19 nd nd
11 (Patient) 43 17 3 19 nd nd
——24hrpriortoAKI stage 48hr prior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———0.0103 0.0381 0.0103 0.0292
———0.0278 0.0354 0.0278 0.0292
0——_0804 00263 00804 0
——— 0-83 0-98
———0.000123 0.000519 0.000123 0.0292
——0.679 0.0680 0.679 0.0292
———9l 5 91 2
———73 5 73 2
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0103 0.0169 0.0103 0.0115 0.0103 0.0150
Average 0.0292 0.0166 0.0292 0.0335 0.0292 0.0200
Stdev 0.0988 0.0108 0.0988 0.0799 0.0988 0.0216
p(t—test) 0.65 0.86 0.87
Min 0.000123 0.000519 0.000123 0.000172 0.000123 0.00132
Max 0.679 0.0423 0.679 0.365 0.679 0.0436
n (Samp) 47 13 7 20 47 3
11 (Patient) 37 13 37 20 37 3
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.50 0.34 0.59 0.59 0.72 0.56 nd 0.81 0.63
SE 0.081 0.14 0.092 0.078 0.13 0.078 nd 0.19 0.18
p 0.98 0.25 0.33 0.23 0.10 0.47 nd 0.093 0.48
nCohort 1 54 91 47 54 91 A 7 nd 91 47
nCohort 2 17 5 13 19 5 20 nd 2 3
0.00573 0.000172 0.00454 0.00132 0.00454 nd 0.0254 0.000519
70% nd 100% 100%
36% nd 79% 30%
19 0.000172 0.00454 0.000172 0.000519 nd 0.0254 0.000519
85% nd 100% 100%
% nd 79% 30%
0.000172 23 0.00454 0.000123 0.000172 0_000519
90% nd 100% 100%
19% nd 79% 30%
0.0169 nd 0.0197 0.0169
% nd 100% 33%
70% nd 71% 70%
0.0292 nd 0.0292 0.0292
% nd 0% 33%
85% nd 84% 85%
0.0388 nd 0.0423 0.0388
% nd 0% 33%
91% nd 92% 91 %
OR Quart 2 1.2 >2.2 7.0 1.0 0 3.8 nd >0 >10
p Value 0.77 <0.54 0.097 1.0 na 0.14 nd <na <1.0
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
95% CI of 0.27 >0.18 0.71 0.21 na 0.64 nd >na >0.056
OR Quart2 5.7 na 69 4.8 na 23 nd na na
OR Quart 3 0.93 >0 3.5 1.0 1.0 3. 8 nd >0 >1. 1
p Value 0.93 <na 0. 30 1.0 1.0 0. 14 nd <na <0.95
95% C1 0f 0.19 >na 0.32 0.21 0.059 0.64 nd >na >0.061
OR Quart3 4.5 na 38 4.8 17 23 nd na na
OR Quart 40.93 >34 5. 1 2.0 3. 3 3. 8 nd >2. 1 >10
p Value 0.93 <0.30 0. 17 0.33 0. 32 0. 14 nd <0.56 <1.0
95% C1 0f 0.19 >0.33 0.50 0.48 0.32 0.64 nd >0.18 >0.056
OR Quart4 4.5 na 52 8.7 34 23 nd na na
Interstitial collagenase:Metalloproteinase inhibitor 2 complex
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.233 0.233 0.233 0.233 0.233 0.231
Average 315 0.967 315 18.9 315 0.231
StdeV 2200 3.21 2200 68.2 2200 0.00389
p(t—test) 0.54 0.56 0.84
Min 0.228 0.228 0.228 0.228 0.228 0.228
Max 16000 14.2 16000 297 16000 0.233
n (Samp) 53 19 53 19 53 2
11 (Patient) 2 19 2 19 42 2
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
mm0233 0-233 0-228
——_184 6-08 184 0228
———166O 13-1 1660 0
_—— 0-81 0-88
0——_228 0-228 0-228 0-228
———16OOO 29-5 16000 0228
-——93 5 93 2
———73 5 73 2
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 2 Cohort 1 Cohort 2
0.233 0.233 0.231
37.2 360 3.72
105 2380 6.99
0.55 0.77
0.228 0.228 0.228
384 16000 14.2
45 4
35 4
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.50 0.61 0.40 0.58 0.56 0.50 0.42 0.18 0.42
SE 0.078 0.14 0.087 0.078 0.14 0.078 0.22 0.18 0.16
0.96 0.41 0.25 0.33 0.65 0.98 0.71 0.086 0.63
t 1 53 93 45 53 93 5 53 93 5
nCohort 2 19 5 15 19 5 20 2 2
Cutoff 1 0 0.228 0 0.228 0.228 0 0 0 0
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
Sens 1 100% 80% 100% 74% 80% 100% 100% 100% 100%
Spec 1 0% 37% 0% 45% 37% 0% 0% 0% 0%
Cutoff 2 0 0.228 0 0 0.228 0 0 0 0
Sens 2 100% 80% 100% 100% 80% 100% 100% 100% 100%
Spec 2 0% 37% 0% 0% 37% 0% 0% 0% 0%
Cutoff 3 0 0 0 0 0 0 0 0 0
Sens 3 100% 100% 100% 100% 100% 100% 100% 100% 100%
Spec 3 0% 0% 0% 0% 0% 0% 0% 0% 0%
Cutoff4 0.233 0.233 0.233 0.233 0.233 0.233 0.233 0.233 0.233
Sens 4 5% 40% 0% 26% 20% 30% 0% 0% 25%
Spec 4 77% 78% 73% 77% 78% 73% 77% 78% 73%
Cutoff 5 2.99 2.13 2.99 2.99 2.13 2.99 2.99 2.13 2.99
Sens 5 5% 40% 0% 21% 20% 25% 0% 0% 25%
Spec5 81% 81% 80% 81% 81% 80% 81% 81% 80%
Cutoff 6 30.3 18.5 18.5 30.3 18.5 18.5 30.3 18.5 18.5
Sens 6 0% 0% 0% 11% 20% 15% 0% 0% 0%
Spec 6 91% 90% 93% 91% 90% 93% 91% 90% 93%
OR Quart 20.12 >10 >10 0 >10 0.43 >1. 1 >0 1. 1
p Value 0.061 <1.0 <0.047 na <1.0 0.27 <0.96 <na 0.95
95% C1 0f 0.012 >0.059 >1.0 na >0.059 0.095 >0.061 >na 0.061
OR Quart2 1.1 na na na na 1. 9 na na 20
OR Quart 3 3. 1 >2.2 >5.5 2. 6 >34 0. 30 >0 >0 0
p Value 0. 100 <0.54 <0. 15 0. 18 <0.30 0.14 <na <na na
95% C1 Of 0.80 >0.18 >0.53 0.65 >0.33 0.060 >na >na na
OR Quart3 12 na na 10 na 1. 5 na na na
OR Quart 40.12 >21 >75 1.0 >10 0.70 >1.2 >23 2.4
p Value 0.061 <0.56 <0.085 1.0 <1.0 0.62 <0.92 <0.51 0.50
95% C1 0f 0.012 >0.18 >0.76 0.23 >0.059 0.17 >0.066 >0.19 0.19
OR Quart4 1.1 na na 4.3 na 2.8 na na 31
72 kDa type IV collagenase:Metalloproteinase tor 2 complex
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
63.6 82.5 nd nd
610 1 1 60 nd nd
2290 3840 nd nd
0.48 nd nd
1 . 15 1 . 15 nd nd
16000 nd nd
17 nd nd
17 nd nd
sCr only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 34.8 29.2 34.8 292 34.8 918
Average 736 628 736 509 736 918
StdeV 2550 1220 2550 670 2550 1230
(t—test) 0.92 0.86 0.92
Min 1.15 1.19 1.15 1.19 1.15 51.6
Max 16000 3060 16000 1450 16000 1780
n (Samp) 88 6 88 4 88 2
11 (Patient) 72 6 72 4 72 2
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
2012/052298
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 21.1 1.19 21.1 158 21.1 3060
Average 607 816 607 1240 607 4730
StdeV 2400 2210 2400 3680 2400 5730
p(t—test) 0.77 0.41 0.012
Min 1.15 1.15 1.15 1.15 1.15 30.3
Max 16000 8520 16000 16000 16000 11100
n (Samp) 45 15 5 19 45 3
11 (Patient) 35 15 35 19 35 3
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.52 0.59 0.53 0.54 0.64 0.55 nd 0.72 0.82
SE 0.079 0.13 0.087 0.082 0.15 0.080 nd 0.21 0.15
p 0.85 0.49 0.73 0.62 0.37 0.51 nd 0.30 0.033
nCohort 1 50 88 45 50 88 1 5 nd 88 45
nCohort 2 19 6 15 17 4 19 nd 2 3
1.15 nd 36.4 21.1
79% nd 100% 100%
% nd 51% 51 %
nd 36.4 21.1
100% nd 100% 100%
nd 51% 51 %
nd 36.4 21.1
100% nd 100% 100%
nd 51% 51 %
nd 295 189
nd 50% 67%
nd 70% 71%
nd 579 419
nd 50% 67%
nd 81% 80%
1190 nd 1230 1190
16% nd 50% 67%
91% nd 91% 91%
1.0 nd >0 >1.1
—<0-95
95% CI of 0.20 nd >na >0.061
0R Quartz n—
18 nd >1.0 >0
p Value —<Ila
95% C1 of —>Ila
OR Quart3
_ n—
OR Quart 4 . >—-4
p Value —<0-50
95% C1 of —>0-19
OR Quart4 6.4 nd na na
Neural cell adhesion molecule 1
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 2300 3540 2300 2640 2300 2890
Average 2930 3880 2930 4210 2930 3140
StdeV 2240 050 2240 6650 2240 1810
(t—test) 7.5E—4 6.1E—4 0.55
Min 6.83 221 6.83 216 6.83 293
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Max 22000 40700 22000 55700 22000 6560
n (Samp) 460 117 60 125 460 45
n nt) 223 117 223 125 223 45
——24hrpriortoAKI stage 48hr prior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———2840 2390 2840 1990
———3480 3160 3480 2390
3———360 2380 3360 1630
——— 0-52 0-11
6——_83 216 6-83 387
———55700 10800 55700 6110
———1008 45 1008 25
———374 45 374 25
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 2410 3860 2410 3060 2410 2880
Average 3010 4670 3010 4630 3010 3260
StdeV 2070 4820 2070 7120 2070 1990
p(t—test) 9.0E—8 4.0E—5 0.44
Min 173 506 173 224 173 293
Max 11700 40700 11700 55700 11700 9700
n (Samp) 432 107 32 116 432 43
n (Patient) 172 107 172 116 172 43
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.61 0.40 0.66 0.56 0.46 0.58 0.56 0.37 0.56
SE 0.030 0.049 0.031 0.030 0.045 0.031 0.046 0.061 0.047
p 3.7E—4 0.044 6.1E—7 0.042 0.42 0.014 0.19 0.031 0.22
nCohort 1 460 1008 432 460 1008 A 32 460 1008 432
nCohort 2 117 39 107 125 45 116 45 25 43
2040 2150 1190 2250
71% 71% 72% 72%
A 0% 47% 14% 45%
1560 1500 1110 1650
80% 80% 80% 81%
29% 28% 13% 31 %
986 485 491 881
91% 91% 92% 91%
12% 3% 2% 9%
3650 3540 4070 3650
39% 38% 16% 35%
70% 70% 70% 70%
430 4180 4960 4430
31% 31% 8% 26%
80% 80% 80% 80%
6000 5630 6470 6000
% 9% 0% 9%
90% 90% 90% 90%
1.3 0.65 1.0 1.1
0.35 0.43 1.00 0.80
95% CI of 0.72 0.22 0.25 0.40
WO 43310
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
OR Quart2 2.1 4.3 2.8 1.6 1.8 2.5 1.9 4.1 3.3
OR Quart 3 1.8 1.5 2.9 0.87 1.2 1.3 1.9 1.8 2.3
p Value 0.050 0.43 0.0021 0.65 0.67 0.43 0.15 0.36 0.083
95% CI Of 1.00 0.53 1.5 0.49 0.53 0.69 0.80 0.51 0.90
OR Quart3 3.4 4.3 5.7 1.6 2.7 2.4 4.5 6.1 5.8
OR Quart42.6 2.6 3.7 1.7 1.2 2.1 1.6 2.6 1.9
p Value 0.0015 0.052 9.9E—5 0.048 0.67 0.015 0.29 0.11 0.17
95% CI Of 1.4 0.99 1.9 1.0 0.53 1.2 0.67 0.80 0.75
OR Quart4 4.7 6.8 7.3 3.0 2.7 3.7 3.9 8.3 5.1
Tumor necrosis factor ligand superfamily member 10
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0285 0.0335 0.0285 0.0324 0.0285 0.0287
Average 2.78 1.92 2.78 2.63 2.78 1.54
StdeV 9.69 7.52 9.69 13.7 9.69 6.36
p(t—test) 0.37 0.89 0.39
Min 0.0110 0.0110 0.0110 0.0110 0.0110 0.0110
Max 92.3 63.9 92.3 134 92.3 41.7
n (Samp) 49 115 49 124 449 47
11 (Patient) 222 115 222 124 222 47
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———0.0285 0.0317 0.0285 0.0287
ml1-03 2-84 2-16
———11-0 3-99 11-0 8-53
_—— 0-27 0-76
———0.0110 0.0139 0.0110 0.0110
———159 24-4 159 41-7
--9——97 45 997 24
———379 45 379 24
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0287 0.0335 0.0287 0.0312 0.0287 0.0287
Average 3.05 3.56 3.05 3.58 3.05 0.744
StdeV 10.6 13.1 10.6 17.5 10.6 2.23
o(t—test) 0.67 0.68 0.15
110 0.0110 0.0110 0.0139
———92-3 134 92-3 12-3
_—19 115 419 44
11 (Patient) 175 107 175 115 175 44
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.52 0.42 0.50 0.52 0.52 0.50 0.49 0.50 0.46
SE 0.030 0.051 0.031 0.030 0.044 0.030 0.045 0.060 0.047
0.58 0.11 0.97 0.49 0.68 0.99 0.80 0.99 0.45
nCohort 1 449 997 419 449 997 19 449 997 19
nCohort 2 115 36 107 124 45 115 47 24 4
Cutoff 1 0.0239 0.0217 0.0247 0.0237 0.0247 0.0239 0.0217 0.0239 0.0227
Sens 1 70% 72% 71% 73% 71% 70% 74% 71% 70%
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
Spec 1 38% 22% 40% 35% 41% 34% 27% 37% 26%
Cutoff 2 0.0205 0.0162 0.0159 0.0217 0.0217 0.0227 0.0205 0.0205 0.0205
Sens 2 80% 83% 86% 82% 82% 81% 83% 88% 84%
Spec 2 22% 15% 16% 27% 22% 26% 22% 18% 19%
Cutoff3 0.0139 0.0110 0.0139 0.0147 0.0147 0.0147 0.0110 0.0139 0.0147
Sens 3 93% 100% 92% 91% 91% 90% 98% 92% 91%
Spec 3 8% 4% 7% 14% 11% 12% 4% 7% 12%
4 0.0526 0.0439 0.0526 0.0526 0.0439 0.0526 0.0526 0.0439 0.0526
Sens 4 16% 17% 17% 19% 18% 20% 19% 21% 18%
Spec 4 73% 73% 72% 73% 73% 72% 73% 73% 72%
Cutoff 5 1.17 0.327 1.42 1.17 0.327 1.42 1.17 0.327 1.42
Sens 5 14% 11% 15% 14% 13% 16% 13% 17% 11%
Spec 5 80% 80% 80% 80% 80% 80% 80% 80% 80%
Cutoff 6 6.80 6.49 8.01 6.80 6.49 8.01 6.80 6.49 8.01
Sens 6 9% 6% 7% 6% 4% 5% 4% 4% 2%
Spec 6 90% 90% 90% 90% 90% 90% 90% 90% 90%
OR Quart 2 1.0 1.3 2.7 1.7 0.62 1.8 2.3 0.66 2.5
p Value 1.0 0.58 0.0019 0.076 0.34 0.053 0.063 0.53 0.054
95% C1 0f 0.54 0.46 1.4 0.95 0.24 0.99 0.96 0.18 0.98
OR Quart2 1.8 3.9 5.0 3.1 1.6 3.2 5.6 2.4 6.3
OR Quart 3 2.3 1.5 1.4 2.7 1.9 1.6 1.6 1.5 1.6
p Value 0.0030 0.43 0.31 7.0E—4 0.10 0.10 0.35 0.43 0.33
95% C1 0f 1.3 0.53 0.72 1.5 0.89 0.91 0.61 0.53 0.61
OR Quart3 4.0 4.3 2.7 4.8 4.0 3.0 3.9 4.3 4.4
OR Quart40.68 2.2 1.6 0.94 0.62 0.96 1.3 0.83 1.5
p Value 0.25 0.11 0.18 0.85 0.34 0.89 0.63 0.76 0.44
95% C1 0f 0.35 0.84 0.81 0.49 0.24 0.50 0.48 0.25 0.54
OR Quart4 1.3 6.0 3.0 1.8 1.6 1.8 3.3 2.7 4.0
Myeloid differentiation primary response protein MyD88
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.000533 0.000171 0.000533 0.000533 0.000533 0.000165
Average 0.0182 0.0146 0.0182 0.0138 0.0182 00
StdeV 0.0708 0.0619 0.0708 0.0330 0.0708 7
p(t—test) 0.79 0.73 0.68
Min 0.000126 0.000126 0.000126 0.000126 0.000126 0.000165
Max 0.671 0.371 0.671 0.171 0.671 0.00237
11 (Sam ) 98 36 98 33 98 3
11 (Patient) 64 36 64 33 64 3
sCr only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.000533 0.000171 0.000533 0.000165 0.000533 0.000165
Average 0.0184 0.00598 0.0184 0.00792 0.0184 0.00225
StdeV 0.0636 0.0133 0.0636 0.0140 0.0636 0.00419
(t—test) 0.52 0.59 0.61
Min 0.000126 0.000126 0.000126 0.000126 26 0.000126
Max 0.671 0.0400 0.671 0.0359 0.671 0.00853
11 (Samp) 192 11 192 11 192 4
n(Patient) 114 11 114 11 114 4
“Ohr orior to AKI stage 24hr orior to AKI stage 48hr orior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 33 0.000352 0.000533 0.000533 0.000533 0.000533
Average 0.0113 0.0169 0.0113 0.0134 0.0113 0.00485
StdeV 0.0229 0.0676 0.0229 0.0332 0.0229 0.0101
p(t—test) 0.48 0.68 0.50
Min 0.000126 0.000126 0.000126 0.000126 0.000126 0.000165
Max 0.106 0.371 0.106 0.171 0.106 0.0253
n (Samp) 99 30 99 34 99 6
11 (Patient) 61 30 61 34 61 6
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.42 0.42 0.45 0.55 0.41 0.55 0.39 0.31 0.51
SE 0.057 0.092 0.061 0.059 0.093 0.058 0.18 0.15 0.12
p 0.17 0.41 0.39 0.37 0.31 0.37 0.54 0.21 0.92
nCohort 1 98 192 99 98 192 99 98 192 99
nCohort 2 36 11 30 33 11 34 3 4 6
0.000126 0.000126 0.000126 0.000171 26 O_000126
74% 100% 75% 100%
A 2% 8% 11% 9%
0.000126 0.000126 0.000126 0.000126 0.000126 26 0 0.000126
94% 100% 100% 100%
9% 8% 0% 9%
0.000126 26 0.000126 0.000126 0 0.000126
94% 100% 100% 100%
9% 8% 0% 9%
33 0.00237 0.00309 0.000533 0.00237 0.00309 0.000533 0.00237 0.00309
26% 33% 25% 17%
71% 71% 70% 71%
0.0212 0.0212 0.0190 0.0212
18% 0% 0% 17%
81% 81% 80% 81%
0.0393 0.0484 0.0394 0.0393
12% 0% 0% 0%
91% 91% 90% 91%
3.2 >1.1 >1.0 1.0
0.055 <0.96 <0.99 1.0
95% CI of 0.98 >0.064 >0.062 0.13
OR Quart2 10 na na 7.7
2.1 >23 >21 0.48
p Value 0.23 <0.52 <0.55 0.56
95% CI Of 0.62 >0.19 >0.18 0.041
OR Quart3 7.1 na na 5.6
OR Quart 4 . 1.7 >0 >10 0.46
p Value 0.39 <na <0.99 0.54
95% CI of 0.50 >113. >0.062 0.039
OR Quart4 5.9 na na 5.4
Table 2: Comparison of marker levels in urine samples collected from Cohort
1 (patients that did not progress beyond RIFLE stage 0 or R) and in urine samples
collected from subjects at 0, 24 hours, and 48 hours prior to reaching stage I or F in
Cohort 2.
Stromelysin-leetalloproteinase tor 2 complex
—24hr orior to AKI stage
Cohort 2
_—— nd
sCr only 24hr prior to AKI stage 8hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.487 10.9 nd nd
Average 181 181 nd nd
StdeV 1340 303 nd nd
p(t—te st) 1.00 nd nd
Min 0.237 0.487 nd nd
Max 13900 530 nd nd
11 (Samp) 1 10 3 nd nd
11 (Patient) 85 3 nd nd
n24hr orior to AKI stage
24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only
0.63 0.80 0.63 nd nd 0.77
0.082 0.15 0.085 nd nd 0.20
0.12 0.048 0.12 nd nd 0.18
97 110 82 nd nd 82
3 14 nd nd 2
0.237 0.237 0.237 nd nd 0.237
87% 100% 79% nd nd 100%
45% 44% 55% nd nd 55%
0.237 0.237 0 nd nd 0.237
87% 100% 100% nd nd 100%
45% 44% 0% nd nd 55%
0 0.237 0 nd nd 0.237
100% 100% 100% nd nd 100%
0% 44% 0% nd nd 55%
0.487 0.487 0.487 nd nd 0.487
% 67% 14% nd nd 50%
81% 82% 83% nd nd 83%
0.487 0.487 0.487 nd nd 0.487
% 67% 14% nd nd 50%
81% 82% 83% nd nd 83%
24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only
Cutoff 6 154 123 118 nd nd 118
Sens 6 7% 33% 7% nd nd 0%
Spec 6 91% 90% 90% nd nd 90%
OR Quart 2 >21 >10 2.1 nd nd >0
p Value <0.0051 <0.98 0.56 nd nd <na
95% C1 Of >2.5 >0.062 0.18 nd nd >na
OR Quart2 na na 25 nd nd na
OR Quart 3 >0 >0 14 nd nd >1.0
p Value <na <na 0.018 nd nd <0.97
95% C1 Of >na >na 1.6 nd nd >0.061
OR Quart3 na na 120 nd nd na
OR Quart 4 >34 >21 2.1 nd nd >1.0
p Value <0.31 <0.56 0.56 nd nd <0.97
95% C1 Of >0.33 >0.18 0.18 nd nd >0.061
OR Quart4 na na 25 nd nd na
Heat shock 70 kDa protein 1
sCr or UO 24hr prior to AKI stage 8hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 257 658 nd nd
e 500 1700 nd nd
StdeV 872 3070 nd nd
p(t—test) 0.0023 nd nd
Min 0.297 0.335 nd nd
Max 7800 11800 nd nd
11 (Samp) 95 14 nd nd
11 (Patient) 73 14 nd nd
1 stage
Cohort 2
_—— nd
--—8hrriortoAKI stage
Cohort 1 Cohort 2
——_225 1660
———503 1660
———930 215
_—— 0083
0——_297 1510
———7800 1820
-8——2 2
11 (Patient) 62 13 62 2
24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.70 0.93 0.62 nd nd 0.96
24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only
SE 0.082 0.10 0.088 nd nd 0.10
p 0.015 2.3E—5 0.17 nd nd 5.5E—6
nCohort 1 95 107 82 nd nd 82
nCohort 2 14 3 13 nd nd 2
Cutoff 1 401 1040 246 nd nd 1340
Sens 1 71% 100% 77% nd nd 100%
Spec 1 60% 91% 52% nd nd 94%
Cutoff 2 246 1040 125 nd nd 1340
Sens 2 86% 100% 85% nd nd 100%
Spec 2 49% 91% 33% nd nd 94%
Cutoff 3 125 1040 23.5 nd nd 1340
Sens 3 93% 100% 92% nd nd 100%
Spec 3 29% 91% 12% nd nd 94%
Cutoff 4 529 545 512 nd nd 512
Sens 4 57% 100% 46% nd nd 100%
Spec 4 71% 70% 71% nd nd 71%
Cutoff 5 755 770 755 nd nd 755
Sens 5 50% 100% 38% nd nd 100%
Spec 5 80% 80% 80% nd nd 80%
Cutoff 6 1020 1040 1020 nd nd 1020
Sens 6 36% 100% 23% nd nd 100%
Spec 6 91% 91% 90% nd nd 90%
OR Quart 2 2.1 >0 0.95 nd nd >0
p Value 0.56 <na 0.96 nd nd <na
95% C1 Of 0.18 >na 0.12 nd nd >na
OR Quart2 24 na 7.4 nd nd na
OR Quart 34.5 >0 2.1 nd nd >0
p Value 0.19 <na 0.42 nd nd <na
95% C1 Of 0.47 >na 0.35 nd nd >na
OR Quart3 43 na 13 nd nd na
OR Quart 4 8.7 >3.2 2.8 nd nd >2.2
p Value 0.051 <0.32 0.26 nd nd <0.53
95% C1 0f 0.99 >0.32 0.48 nd nd >0.19
OR Quart4 76 na 16 nd nd na
Insulin-like growth factor 1 receptor
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0103 0.0170 0.0103 0.0197 nd nd
0——_0238 0-0407 nd nd
0——_0708 0-0903 nd nd
_—— 0-41 nd nd
0——_000123 0-00132 nd nd
0——_679 0365 nd nd
-——95 15 nd nd
11 (Patient) 74 2 74 15 nd nd
sCr only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median nd nd 0.0103 0.0197 nd nd
e nd nd 0.0263 0.0160 nd nd
StdeV nd nd 0.0743 0.00637 nd nd
(t—te st) nd nd 0.8 1 nd nd
Min nd nd 0.000123 0.00862 nd nd
sCr only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Max nd nd 0.679 0.0197 nd nd
11 (Samp) nd nd 108 3 nd nd
11 (Patient) nd nd 85 3 nd nd
——24hrpriortoAKI stage 48hr prior to AKI stage
ort1 Cohort 2 Cohort 1 Cohort 2
———0.0103 0.0150 0.0103 0.0261
———0.0248 0.0422 0.0248 0.0261
———0.0761 0.0935 0.0761 0.0247
0-45 0-98
———0.000123 000132 0.000123 0.00862
0——_679 0365 0679 0-0436
———82 14 82 2
———64 14 64 2
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only sCr or UO sCr only UO only
AUC 0.51 nd nd 0.62 0.57 nd nd 0.65
SE 0.21 nd nd 0.082 0.17 nd nd 0.21
p 0.96 nd nd 0.16 0.68 nd nd 0.48
nCohort 1 95 nd nd 95 108 nd nd 82
nCohort 2 2 nd nd 15 3 nd nd 2
Cutoff 1 72 nd nd 2 0.00573 nd nd 0.00454
Sens 1 100% nd nd 80% 100% nd nd 100%
Spec 1 13% nd nd 40% 31% nd nd 34%
Cutoff 2 0.000172 nd nd 0.00862 0.00573 nd nd 0.00454
Sens 2 100% nd nd 80% 100% nd nd 100%
Spec 2 13% nd nd 40% 31% nd nd 34%
Cutoff 3 0.000172 nd nd 0.00132 0.00573 nd nd 0.00454
Sens 3 100% nd nd 93% 100% nd nd 100%
Spec 3 13% nd nd 27% 31% nd nd 34%
Cutoff 4 0.0197 nd nd 0.0197 0.0197 nd nd 0.0197
Sens 4 50% nd nd 40% 0% nd nd 50%
Spec 4 73% nd nd 73% 70% nd nd 72%
Cutoff 5 0.0292 nd nd 0.0292 0.0292 nd nd 0.0292
Sens 5 50% nd nd 13% 0% nd nd 50%
Spec 5 83% nd nd 83% 82% nd nd 83%
Cutoff 6 0.0423 nd nd 0.0423 0.0423 nd nd 0.0423
Sens 6 0% nd nd 7% 0% nd nd 50%
Spec 6 92% nd nd 92% 91% nd nd 91 %
OR Quart 20 nd nd 4.3 >1.0 nd nd >1.0
p Value na nd nd 0.20 <1.0 nd nd <0.97
95% C1 Of na nd nd 0.45 >0.059 nd nd >0.061
OR Quart2 na nd nd 42 na nd nd na
OR Quart 3 0 nd nd 5.9 >2.1 nd nd >0
p Value na nd nd 0.12 <0.56 nd nd <na
95% C1 Of na nd nd 0.64 >0.18 nd nd >na
OR Quart3 na nd nd 54 na nd nd na
OR Quart 4 0.96 nd nd 5.7 >0 nd nd >1.0
p Value 0.98 nd nd 0.13 <na nd nd <0.97
95% C1 Of 0.057 nd nd 0.61 >na nd nd >0.061
OR Quart4 16 nd nd 52 na nd nd na
Alpha-l-antitrypsin Neutrophil elastase complex
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 16.2 272 16.2 43.9 16.2 10.7
Average 65.3 222 65.3 168 65.3 39.0
StdeV 120 142 120 184 120 44.5
p(t—test) 0.013 0.011 0.57
Min 0.946 14.8 0.946 2.36 0.946 1.04
Max 400 329 00 400 400 97.9
n (Samp) 93 4 93 12 93 7
n nt) 67 4 67 12 67 7
——24hrpriortoAKI stage 48hr prior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———17-7 206 17-7 5-41
———73-1 206 73-1 136
———124 274 124 229
——— 0-14 0-40
0——_946 12-3 0-946 1-23
———00 400 400 400
———117 2 117 3
8———3 2 83 3
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 17.3 252 17.3 55.1 17.3 38.5
Average 80.5 198 80.5 172 80.5 46.8
StdeV 137 165 137 176 137 43.7
p(t—test) 0.15 0.048 0.55
Min 1.27 12.7 1.27 2.36 1.27 1.04
Max 400 329 00 400 400 97.9
n (Samp) 80 3 80 11 80 6
11 (Patient) 59 3 59 11 59 6
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.79 0.67 0.71 0.70 0.68 0.69 0.45 0.39 0.53
SE 0.14 0.21 0.17 0.088 0.21 0.093 0.12 0.18 0.12
p 0.032 0.43 0.22 0.024 0.38 0.043 0.64 0.54 0.80
nCohort 1 93 117 80 93 117 80 93 117 80
nCohort 2 4 2 3 12 2 11 7 3 6
.3 5.27 1.04 10.4
73% 71% 100% 83%
59% 23% 2% 34%
18.0 1.04 1.04 10.4
82% 86% 100% 83%
52% 1% 2% 34%
16.2 0.946 1.04 0
91% 100% 100% 100%
A 8% 1% 2% 0%
31.9 31.8 42.5 31.9
64% 43% 33% 50%
70% 71% 70% 70%
76.0 57.4 76.0 76.0
A 5% 43% 33% 33%
80% 81% 80% 80%
Cutoff 6 347 347 400 347 347 A 00 347 347 400
WO 43310
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
Sens 6 0% 0% 0% 33% 50% 0% 0% 33% 0%
Spec 6 90% 91% 100% 90% 91% 100% 90% 91% 100%
OR Quart 2>1.0 >10 >10 2.1 >1.0 2.0 0 0 2.0
p Value <0.98 <1.0 <1.0 0.56 <1.0 0.58 na na 0.58
95% CI of >0.062 >0.060 >0.058 0.18 >0.060 0.17 na na 0.17
OR Quart2 na na na 25 na 24 na na 24
OR Quart 3 >0 >0 >0 3.3 >0 3.1 0.31 0 0
p Value <na <na <na 0.32 <na 0.34 0.32 na na
95% C1 Of >na >na >na 0.32 >na 0.30 0.030 na na
OR Quart3 na na na 34 na 33 3.2 na na
OR Quart4>3.3 >10 >21 7.1 >1.0 5.8 1.0 2.1 3.2
p Value <0.32 <1.0 <0.56 0.079 <1.0 0.12 1.0 0.56 0.34
95% C1 0f >0.32 >0.060 >0.18 0.80 >0.060 0.62 0.18 0.18 0.30
OR Quart4 na na na 64 na 55 5.5 24 33
Interstitial collagenase:Metalloproteinase inhibitor 2 complex
sCr or UO 24hr prior to AKI stage
Cohort 1 Cohort 2
Median 0.233 0.233
Average 177 26.6
StdeV 1620 76.2
p(t—test) 0.72
Min 0.228 0.228
Max 16000 297
n (Samp) 97 15
11 (Patient) 74 15
24hr orior to AKI stage
Median 0
tdeV
. (t—te st) —
iD o OOHHO‘xOOOUINC \leNflohort 2.233
Eax [\J\0 £11
55 AA :5meSB(D.3V 1
85 II
orior to AKI stage
————
—0.233 0.233 0.233 .
0———_233
--———2
11 (Patient) 62 14 62 2
24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.55 0.78 0.51 nd nd 0.34
SE 0.082 0.16 0.084 nd nd 0.21
24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only
p 0.51 0.079 0.94 nd nd 0.47
t 1 97 110 82 nd nd 82
nCohort 2 15 3 14 nd nd 2
Cutoff 1 0 0.228 0 nd nd 0
Sens 1 100% 100% 100% nd nd 100%
Spec 1 0% 37% 0% nd nd 0%
Cutoff 2 0 0.228 0 nd nd 0
Sens 2 100% 100% 100% nd nd 100%
Spec 2 0% 37% 0% nd nd 0%
Cutoff 3 0 0.228 0 nd nd 0
Sens 3 100% 100% 100% nd nd 100%
Spec 3 0% 37% 0% nd nd 0%
Cutoff 4 0.233 0.233 0.233 nd nd 0.233
Sens 4 40% 67% 36% nd nd 0%
Spec 4 81% 79% 79% nd nd 79%
Cutoff 5 0.233 1.35 1.26 nd nd 1.26
Sens 5 40% 67% 36% nd nd 0%
Spec 5 81% 80% 80% nd nd 80%
Cutoff 6 18.2 18.5 10.7 nd nd 10.7
Sens 6 20% 33% 21% nd nd 0%
Spec 6 91% 91% 90% nd nd 90%
OR Quart 2 0.17 >0 1.0 nd nd >0
p Value 0.12 <na 1.0 nd nd <na
95% C1 Of 0.019 >na 0.22 nd nd >na
OR Quart2 1.6 na 4.6 nd nd na
OR Quart 3 0.55 >1.0 0.22 nd nd >1.0
p Value 0.45 <0.98 0.19 nd nd <0.97
95% C1 0f 0.12 >0.062 0.022 nd nd >0.061
OR Quart3 2.6 na 2.1 nd nd na
OR Quart41.3 >2.1 1.3 nd nd >1.0
p Value 0.74 <0.56 0.71 nd nd <0.97
95% C1 0f 0.33 >0.18 0.31 nd nd >0.061
OR Quart4 4.7 na 5.6 nd nd na
72 kDa type IV collagenase:Metalloproteinase inhibitor 2 complex
sCr or UO 24hr prior to AKI stage ‘ 8hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 28 .1 269 nd nd
Average 585 1600 nd nd
nd nd
_——nd nd
———nd nd
———nd nd
-——nd nd
11 (Patient) 72 15 nd nd
sCr only 24hr prior to AKI stage 8hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 30.3 527 nd nd
Average 817 47 nd nd
StdeV 2580 245 nd nd
(t—test) 0.81 nd nd
Min 1.15 171 nd nd
Max 16000 642 nd nd
sCr only 24hr prior to AKI stage 8hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
n (Samp) 105 3 nd nd
11 (Patient) 84 3 nd nd
riortoAKI stage
———C0h0rt1 Cohort 2
———16-2 5640
———624 5640
———2060 7740
——— 0-0023 1——_15 171
1——_6000 11100
—__80 2
—6__63 2
24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.60 0.75 0.57 nd nd 0.83
SE 0.083 0.17 0.086 nd nd 0.18
p 0.22 0.14 0.40 nd nd 0.066
nCohort 1 91 105 80 nd nd 80
nCohort 2 15 3 14 nd nd 2
Cutoff 1 1.15 164 1.15 nd nd 164
Sens 1 80% 100% 79% nd nd 100%
Spec 1 18% 65% 15% nd nd 68%
Cutoff 2 1.15 164 0 nd nd 164
Sens 2 80% 100% 100% nd nd 100%
Spec 2 18% 65% 0% nd nd 68%
Cutoff 3 0 164 0 nd nd 164
Sens 3 100% 100% 100% nd nd 100%
Spec 3 0% 65% 0% nd nd 68%
Cutoff 4 189 295 227 nd nd 227
Sens 4 60% 67% 50% nd nd 50%
Spec 4 70% 70% 70% nd nd 70%
Cutoff 5 579 595 579 nd nd 579
Sens 5 33% 33% 29% nd nd 50%
Spec 5 80% 80% 80% nd nd 80%
Cutoff 6 1380 1700 1380 nd nd 1380
Sens 6 20% 0% 21% nd nd 50%
Spec 6 90% 90% 90% nd nd 90%
OR Quart 2 0.21 >0 0.61 nd nd >0
p Value 0.18 <na 0.60 nd nd <na
95% C1 Of 0.022 >na 0.092 nd nd >na
OR Quart2 2.0 na 4.0 nd nd na
OR Quart 3 1.0 >1.0 1.4 nd nd >1. 1
p Value 1.0 <0.98 0. 68 nd nd <097
95% CI of 0.22 >0.062 0.28 nd nd >0.061
OR Quart3 4.5 na 7.1 nd nd na
OR Quart 4 1.6 >2.2 1. 8 nd nd >1.0
p Value 0.53 <054 0.48 nd nd <1.0
95% C1 0f 0.39 >0.18 0.37 nd nd >0.058
OR Quart4 6.4 na 8.4 nd nd na
Neural cell adhesion molecule 1
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 2660 3570 2660 2810 2660 2310
Average 3280 3960 3280 4330 3280 2870
StdeV 2980 2720 2980 6820 2980 2250
p(t—test) 0.087 0.014 0.39
Min 6.83 85.5 6.83 375 6.83 138
Max 48400 15000 8400 55700 48400 9700
n (Samp) 923 60 923 68 923 38
11 (Patient) 359 60 359 68 359 38
——24hrpriortoAKI stage 48hr prior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———2820 2620 2820 2470
———3470 3790 3470 3290
———3270 2950 3270 2340
——— 0-68 0-83
6——_83 921 6-83 932
———55700 10800 55700 8410
1———219 18 1219 16
———39 18 439 16
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 2740 4130 2740 3060 2740 2460
Average 3340 4790 3340 4830 3340 2990
StdeV 2980 4070 2980 7620 2980 2240
p(t—test) 6.9E—4 0.0014 0.50
Min 0.234 85.5 0.234 375 0.234 138
Max 48400 26600 8400 55700 48400 9700
) 819 55 819 61 819 34
n (Patient) 285 55 285 61 285 34
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.59 0.39 0.64 0.54 0.52 0.55 0.44 0.48 0.46
SE 0.040 0.078 0.041 0.037 0.070 0.039 0.049 0.073 0.052
p 0.029 0.15 8.7E—4 0.30 0.73 0.24 0.24 0.83 0.41
nCohortl 923 1219 819 923 1219 819 923 1219 819
nCohort 2 60 15 55 68 18 61 38 16 34
2030 1250 1050 1650
70% 71% 75% 71%
34% 17% 12% 26%
1220 957 965 1180
80% 82% 81% 82%
% 11% 10% 15%
1040 402 950 402
90% 92% 94% 91%
11% 2% 10% 2%
3930 3890 4060 3930
A 1% 26% 38% 26%
70% 70% 70% 70%
A 750 4730 4960 4750
31% 21% 25% 21%
80% 80% 80% 80%
Cutoff 6 6230 6520 6280 6230 6520 6280 6230 6520 6280
Sens 6 20% 0% 24% 16% 17% 18% 8% 6% 9%
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
Spec 6 90% 90% 90% 90% 90% 90% 90% 90% 90%
OR Quart 20.65 6.1 1. 7 1.1 2.0 1.2 0.49 0.40 0.66
p Value 0.36 0.094 0.25 0.72 0.32 0.56 0.20 0.27 0.44
95% C1 Of 0.26 0.73 0.67 0.56 0.50 0.59 0.17 0.076 0.23
OR Quart2 1.6 51 4.5 2.3 8.1 2.7 1.5 2.1 1.9
OR Quart 3 1.5 2.0 1. 8 0.93 1.3 0.84 1.1 0.80 1. 1
p Value 0.27 0.57 0.25 0.84 0.70 0.67 0.82 0.74 0. 81
95% C1 Of 0.72 0.18 0.68 0.44 0.30 0.37 0.46 0.21 0.45
OR Quart3 3.3 22 4.5 2.0 6.0 1.9 2.7 3.0 2.8
ORQuart41.9 6.1 3.7 1.5 1.7 1.7 1.2 1.0 1.0
p Value 0.082 0.094 0.0029 0.24 0.48 0.16 0. 66 1.00 0.99
95% C1 Of 0.92 0.73 1.6 0.76 0.40 0.82 0.52 0.29 0.39
OR Quart4 3.9 51 8.8 3.0 7.1 3.4 2.9 3.5 2.6
Myeloid differentiation primary response protein MyD88
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.000533 0.000352 0.000533 0.000533 0.000533 7
Average 0.0158 0.0168 0.0158 0.0123 0.0158 0.00355
Stdev 0.0587 0.0263 0.0587 0.0363 0.0587 6
p(t—test) 0.96 0.78 0.64
Min 0.000126 0.000126 0.000126 0.000126 0.000126 0.000171
Max 0.671 0.0804 0.671 0.171 0.671 0.00853
11 (Samp) 197 10 197 23 197 5
11 (Patient) 118 10 118 23 118 5
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
0——_000533 0-000168 nd nd
0——_0165 0-000259 nd nd
___O0575 0000183 nd nd
___ 0-57 nd nd
—__0000126 0000165 nd nd
———O671 0000533 nd nd
-n__239 4 nd nd
—nd—_138 4 nd nd
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
———0.000533 0.000533 0.000533 5
———0.0131 0.0128 0.0131 5
363 0.0370 0.0363 0.00350
_—— 0-97 0-50
———0.000126 0.000126 0.000126 0.000171
”“0371 0171 0371 000853
-—1_181 22 181 6
11 (Patient) 105 105 22 105 6
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.54 nd 0.53 0.46 0.34 0.46 0.62 nd 0.60
SE 0.095 nd 0.096 0.065 0.15 0.066 0.14 nd 0.12
0.71 nd 0.74 0.49 0.28 0.56 0.36 nd 0.42
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only sCr or UO sCr only UO only
nCohort 1 197 nd 181 197 239 197 nd 181
nCohort 2 10 nd 10 23 4 5 nd 6
Cutoff 1 0.000165 nd 0.000165 0.000126 0.000126 0.000171 nd 0.000171
Sens 1 80% nd 80% 91% 100% 80% nd 83%
Spec 1 35% nd 33% 10% 10% 42% nd 41%
Cutoff 2 0.000165 nd 0.000165 0.000126 0.000126 0.000171 nd 0.000171
Sens 2 80% nd 80% 91% 100% 80% nd 83%
Spec 2 35% nd 33% 10% 10% 42% nd 41%
Cutoff 3 0 nd 0 26 0.000126 0.000165 nd 0.000165
Sens 3 100% nd 100% 91% 100% 100% nd 100%
Spec 3 0% nd 0% 10% 10% 35% nd 33%
Cutoff 4 0.00167 nd 0.00309 0.00167 0.00309 0.00167 nd 0.00309
Sens 4 40% nd 40% 22% 0% 60% nd 33%
Spec 4 70% nd 70% 70% 70% 70% nd 70%
Cutoff 5 0.0184 nd 0.0188 0.0184 0.0188 0.0184 nd 0.0188
Sens 5 40% nd 40% 17% 0% 0% nd 0%
Spec 5 80% nd 80% 80% 80% 80% nd 80%
Cutoff 6 0.0387 nd 0.0366 0.0387 0.0393 0.0387 nd 0.0366
Sens 6 10% nd 10% 9% 0% 0% nd 0%
Spec 6 90% nd 90% 90% 90% 90% nd 90%
OR Quart 22.0 nd 1.5 0 >10 >10 nd >3.1
p Value 0.42 nd 0.67 na <0.99 <1.0 nd <0.33
95% C1 0f 0.36 nd 0.24 na >0.062 >0.061 nd >0.31
OR Quart2 12 nd 9.4 na na na nd na
OR Quart 3 0 nd 0.48 3.1 >32 >32 nd >3.1
p Value na nd 0.55 0.046 <0.33 <0.32 nd <0.33
95% C1 0f na nd 0.042 1.0 >0.32 >0.32 nd >0.31
OR Quart3 na nd 5.5 9.4 na na nd na
OR Quart 4 2.0 nd 2.0 1.0 >0 >10 nd >0
p Value 0.42 nd 0.42 1.0 <na <1.0 nd <na
95% C1 Of 0.36 nd 0.36 0.27 >na >0.061 nd >na
OR Quart4 12 nd 12 3.7 na na nd na
Table 3: Comparison of marker levels in urine samples collected within 12
hours of reaching stage R from Cohort 1 (patients that d, but did not progress
beyond, RIFLE stage R) and from Cohort 2 nts that reached RIFLE stage I or F).
Tumor is factor ligand superfamily member 10
——————Cohort2
—0.0287 0.0287 0.0257 0.0285 0.0335 0.0286
mm0.732 2_49
—0.0110 0.0110 0.0139 0.0139 0.0110 0.0110
50.6
-—I—I——_30
——I—I——_SO
At Enrollment
sCr or UO sCr only UO only
AUC 0.53 0.59 0.49
At Enrollment
sCr or UO sCr only UO only
SE 0.052 0.099 0.061
p 0.61 0.36 0.88
nCohort 1 121 47 99
nCohort 2 43 11 30
Cutoff 1 0.0239 0.0237 0.0239
Sens 1 77% 73% 73%
Spec 1 35% 47% 32%
Cutoff 2 0.0227 0.0227 0.0227
Sens 2 84% 82% 83%
Spec 2 30% 38% 28%
Cutoff 3 0.0159 0.0139 0.0159
Sens 3 91% 91% 90%
Spec 3 15% 6% 15%
Cutoff4 0.0439 0.0363 0.0439
Sens 4 26% 36% 20%
Spec 4 73% 74% 73%
Cutoff 5 0.0526 0.0439 0.0526
Sens 5 21% 36% 17%
Spec 5 85% 81% 84%
Cutoff 6 1.70 2.23 1.70
Sens 6 16% 18% 17%
Spec 6 90% 91% 91%
OR Quart 2 2.8 0.92 1.3
p Value 0.050 0.94 0.71
95% CI of 1.00 0.11 0.37
OR QuartZ 7.9 7.6 4.3
OR Quart 3 1.6 1.6 3.1
p Value 0.42 0.62 0.051
95% CI of 0.53 0.23 0.99
OR Quart3 4.6 12 9.5
OR Quart 4 1.8 2.2 0.64
p Value 0.29 0.42 0.53
95% CI of 0.61 0.33 0.16
OR Quart4 5.2 14 2.5
Table 4: Comparison of the maximum marker levels in urine samples
collected from Cohort 1 (patients that did not progress beyond RIFLE stage 0) and the
maximum values in urine samples collected from ts between enrollment and 0, 24
hours, and 48 hours prior to reaching stage F in Cohort 2.
Stromelysin-leetalloproteinase inhibitor 2 complex
———————
——————m_
——————_
_——————
—___——
n (Patlent) 42 8 1 2 8 42 3
sCr only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.487 5.71 0.487 5.71 nd nd
Average 238 136 238 136 nd nd
StdeV 1630 263 1630 263 nd nd
p(t—test) 0.90 0.90 nd nd
Min 0.237 0.487 0.237 0.487 nd nd
Max 13900 530 13900 530 nd nd
11 (Samp) 73 4 73 4 nd nd
11 (Patient) 73 4 73 4 nd nd
——24hrpriortoAKI stage 48hr prior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
7 0-487 0-487 0-487
———35 53-8 435 0487
———2350 119 2350 0
——— 0-72 0-75
0——_237 0-487 0-237 0-487
———13900 267 13900 0487
———35 5 35 3
———35 5 35 3
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only sCr or UO sCr only UO only
AUC 0.68 0.76 0.69 0.68 0.76 0.56 nd 0.63
SE 0.11 0.14 0.14 0.11 0.14 0.18 nd 0.18
p 0.11 0.076 0.17 0.11 0.076 0.74 nd 0.48
nCohort 1 42 73 35 42 73 42 nd 35
nCohort 2 8 4 5 8 4 3 nd 3
Cutoff1 0.237 0.237 0.237 0.237 0.237 0.237 nd 0.237
Sens 1 100% 100% 100% 100% 100% 100% nd 100%
Spec 1 31% 42% 46% 31% 42% 31% nd 46%
Cutoff 2 0.237 0.237 0.237 0.237 0.237 0.237 nd 0.237
Sens 2 100% 100% 100% 100% 100% 100% nd 100%
Spec 2 31% 42% 46% 31% 42% 31% nd 46%
Cutoff 3 0.237 0.237 0.237 0.237 0.237 0.237 nd 0.237
Sens 3 100% 100% 100% 100% 100% 100% nd 100%
Spec 3 31% 42% 46% 31% 42% 31% nd 46%
Cutoff 4 0.487 0.487 0.487 0.487 0.487 0.487 nd 0.487
Sens 4 38% 50% 20% 38% 50% 0% nd 0%
Spec 4 81% 82% 80% 81% 82% 81% nd 80%
Cutoff 5 0.487 0.487 0.487 0.487 0.487 0.487 nd 0.487
Sens 5 38% 50% 20% 38% 50% 0% nd 0%
Spec 5 81% 82% 80% 81% 82% 81% nd 80%
Cutoff 6 261 154 201 261 154 261 nd 201
Sens 6 25% 25% 20% 25% 25% 0% nd 0%
Spec 6 90% 90% 91% 90% 90% 90% nd 91 %
OR Quart 2 >75 >22 >67 >75 >22 >41 nd >3.9
p Value <0.090 <0.53 <0.12 <0.090 <0.53 <0.25 nd <0.28
95% CI Of >0.73 >0.19 >0.60 >0.73 >0.19 >0.36 nd >0.33
OR Quart2 na na na na na na nd na
OR Quart 3 >0 >0 >0 >0 >0 >0 nd >0
p Value <na <na <na <na <na <na nd <na
95% C1 Of >na >na >na >na >na >na nd >na
OR Quart3 na na na na na na nd na
OR Quart4>3.6 >21 >1.1 >36 >21 >0 nd >0
p Value <0.30 <0.56 <0.94 <0.30 <0.56 <na nd <na
2012/052298
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
95% CI of >032 >0.18 >0.060 >032 >0.18 >0.060 >na nd >na
OR Quart4 na na na na na na na nd na
Heat shock 70 kDa protein 1
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 338 1320 338 1320 338 1320
Average 633 2600 633 2600 633 4450
StdeV 1230 080 1230 4080 1230 6370
p(t—test) 0.013 0.013 0.0012
Min 0.297 250 0.297 250 0.297 250
Max 7800 11800 7800 11800 7800 11800
n (Samp) 1 7 1 7 41 3
11 (Patient) 1 7 1 7 41 3
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
—E_—‘08 1300 nd nd
———620 1140 nd nd
———1040 648 nd nd
_—— 0-33 nd nd
0——_297 250 nd nd
———7800 1710 nd nd
-—71 4 nd nd
——_71 4 nd nd
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 277 934 277 934 277 1320
Average 664 3480 664 3480 664 4450
StdeV 1330 5560 1330 5560 1330 6370
p(t—test) 0.013 0.013 0.0031
Min 0.297 250 0.297 250 0.297 250
Max 7800 11800 7800 11800 7800 11800
n (Samp) 35 35 4 35 3
11 (Patient) 35 35 4 35 3
orior to AKI stage orior to AKI stage orior to AKI stage
sCr only sCr only sCr only
0.80 0.80 nd
0.14 0.14 nd
0.027 0.027 nd
71 71 nd
4 4 nd
1040 1040 nd
75% 75% nd
90% 90% nd
245 245 nd
100% 100% nd
41% 41% nd
245 245 nd
100% 100% nd
41% 41% nd
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
Cutoff 4 596 627 596 596 627 596 596 nd 596
Sens 4 71% 75% 50% 71% 75% 50% 67% nd 67%
Spec4 71% 70% 71% 71% 70% 71% 71% nd 71%
Cutoff5 811 812 755 811 812 755 811 nd 755
Sens 5 71% 75% 50% 71% 75% 50% 67% nd 67%
Spec 5 80% 80% 80% 80% 80% 80% 80% nd 80%
Cutoff 6 1150 1040 1340 1150 1040 1340 1150 nd 1340
Sens 6 57% 75% 25% 57% 75% 25% 67% nd 33%
Spec 6 90% 90% 91% 90% 90% 91% 90% nd 91%
OR >1.1 >10 >10 >1.1 >10 >10 >1.1 nd >1.0
p Value <0.95 <1.0 <1.0 <0.95 <1.0 <1.0 <0.95 nd <1.0
95% C1 Of >0.061 >0.058 >0.054 >0.061 >0.058 >0054 >0.060 nd >0054
OR Quart2 na na na na na na na nd na
OR Quart 3>1.1 >0 >10 >1.1 >0 >10 >0 nd >0
p Value <0.95 <na <1.0 <0.95 <na <1.0 <na nd <na
95% C1 Of >0.061 >na >0.054 >0.061 >na >0.054 >na nd >na
OR Quart3 na na na na na na na nd na
OR Quart 4>8.6 >3.4 >2.2 >86 >34 >2.2 >2.4 nd >2.2
p Value <0.072 <O.31 <0.54 <0.072 <O.31 <0.54 <0.49 nd <0.54
95% C1 Of >0.83 >0.32 >0.17 >0.83 >0.32 >0.17 >0.19 nd >0.17
OR Quart4 na na na na na na na nd na
Interstitial collagenase:Metalloproteinase inhibitor 2 complex
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.233 6.57 0.233 6.57 0.233 0.228
Average 396 8.1 396 48.1 396 2.21
StdeV 2470 102 2470 102 2470 3.43
p(t—test) 0.69 0.69 0.79
Min 0.228 0.228 0.228 0.228 0.228 0.228
Max 16000 297 16000 297 16000 6.17
n (Samp) 2 8 2 8 42 3
11 (Patient) 2 8 2 8 42 3
48hr orior to AKI stage
Cohort 1 Cohort 2
nd nd
nd nd
nd nd
nd nd
nd nd
nd nd
nd nd
nd nd
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
mm6-17 0-233 0228
m‘62 69-6 462 2-21
———2700 129 2700 3-43
_—O— 0-75 0-77
———O228 0228 0-228 0-228
—;5—§—16000M(Samp) 297 16000 6-17
n 5 35 3
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
11 (Patient) 35 5 35 5 35 3
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.68 0.77 0.59 0.68 0.77 0.59 0.41 nd 0.35
SE 0.11 0.14 0.14 0.11 0.14 0.14 0.18 nd 0.18
p 0.12 0.055 0.51 0.12 0.055 0.51 0.63 nd 0.41
nCohort 1 42 73 35 42 73 35 42 nd 35
nCohort 2 8 4 5 8 4 5 3 nd 3
0 nd 0
100% nd 100%
0% nd 0%
0 nd 0
100% nd 100%
0% nd 0%
0 nd 0
100% nd 100%
0% nd 0%
0.233 nd 0.233
33% nd 33%
76% nd 71%
6.97 nd 7.29
0% nd 0%
81% nd 80%
.3 nd 18.5
0% nd 0%
90% nd 91%
0 nd 0
na nd na
95% CI of na nd na
OR Quart2 na nd na
0 nd 0
p Value na nd na
95% CI of na nd na
OR Quart3
. . na nd na
OR Quart 4 . —-6
p Value 0_48
95% CI of 0.19 nd 0.19
32 nd 34
72 kDa type IV enase:Metalloproteinase inhibitor 2 complex
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 117 11 117 411 117 269
Average 756 2460 756 2460 756 685
StdeV 2540 5500 2540 5500 2540 961
(t—test) 0.17 0.17 0.96
Min 1.15 1.15 1.15 1.15 1.15 1.15
Max 16000 16000 16000 16000 16000 1780
n (Samp) 0 8 0 8 40 3
11 (Patient) 0 8 0 8 40 3
“_24hroriortoAKI stage 48hr orior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
sCr only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 110 398 110 398 nd nd
Average 889 402 889 402 nd nd
StdeV 2800 219 2800 219 nd nd
p(t—test) 0.73 0.73 nd nd
Min 1.15 171 1.15 171 nd nd
Max 16000 642 16000 642 nd nd
11 (Samp) 72 4 72 4 nd nd
11 (Patient) 72 4 72 4 nd nd
——24hrpriortoAKI stage 48hr prior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
4 295 57-4 269
7———72 3670 772 685
———2710 6930 2710 961
——— 0-083 0-96
1——_15 1-15 1-15 1-15
———16000 16000 16000 1780
———35 5 35 3
———35 5 35 3
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only sCr or UO sCr only UO only
AUC 0.68 0.69 0.68 0.68 0.69 0.56 nd 0.57
SE 0.11 0.15 0.14 0.11 0.15 0.18 nd 0.18
p 0.099 0.21 0.21 0.099 0.21 0.73 nd 0.69
nCohort 1 40 72 35 40 72 40 nd 35
nCohort 2 8 4 5 8 4 3 nd 3
Cutoff 1 234 234 234 234 234 0 nd 0
Sens 1 75% 75% 80% 75% 75% 100% nd 100%
Spec 1 68% 64% 69% 68% 64% 0% nd 0%
Cutoff 2 164 164 234 164 164 0 nd 0
Sens 2 88% 100% 80% 88% 100% 100% nd 100%
Spec 2 57% 57% 69% 57% 57% 0% nd 0%
Cutoff 3 0 164 0 0 164 0 nd 0
Sens 3 100% 100% 100% 100% 100% 100% nd 100%
Spec 3 0% 57% 0% 0% 57% 0% nd 0%
Cutoff 4 398 419 398 398 419 398 nd 398
Sens 4 50% 50% 40% 50% 50% 33% nd 33%
Spec 4 70% 71% 71% 70% 71% 70% nd 71%
Cutoff 5 615 656 579 615 656 615 nd 579
Sens 5 38% 0% 40% 38% 0% 33% nd 33%
Spec 5 80% 81% 80% 80% 81% 80% nd 80%
Cutoff 6 1230 1380 1230 1230 1380 1230 nd 1230
Sens 6 25% 0% 40% 25% 0% 33% nd 33%
Spec 6 90% 90% 91% 90% 90% 90% nd 91 %
OR Quart 2 0 >0 0 0 >0 0 nd 0
p Value na <na na na <na na nd na
95% C1 Of na >na na na >na na nd na
OR Quart2 na na na na na na nd na
OR Quart 3 5.5 >3.6 2.2 5.5 >3.6 0.90 nd 1.0
p Value 0.16 <0.29 0.54 0.16 <0.29 0.94 nd 1.0
95% C1 0f 0.51 >0.34 0.17 0.51 >0.34 0.049 nd 0.053
OR Quart3 59 na 30 59 na 17 nd 19
OR Quart43.7 >1.1 2.2 3.7 >1.1 0.90 nd 0.89
p Value 0.29 <0.97 0.54 0.29 <0.97 0.94 nd 0.94
2012/052298
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
95% CI of 0.32 >0.061 0.17 0.32 >0.061 0.17 0.049 nd 0.047
OR Quart4 42 na 30 42 na 30 17 nd 17
Neural cell adhesion molecule 1
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 2820 940 2820 4490 2820 3900
Average 3370 6950 3370 6450 3370 4660
StdeV 2580 9680 2580 9690 2580 2330
p(t—test) 1.0E—5 1.4E—4 0.053
Min 6.83 171 6.83 171 6.83 1650
Max 22000 55700 22000 55700 22000 9700
n (Samp) 223 30 223 30 223 16
11 (Patient) 223 30 223 30 223 16
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
——_3740 4080 3740 5050
—l—l—‘470 4510 4470 5290
_—470 2210 4470 1870
_—— 0-97 0-63
6——_83 171 6-83 3280
———557OO 7860 55700 7860
-——374 13 374 7
———374 13 374 7
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 3220 5250 3220 5050 3220 4490
Average 3650 8910 3650 8250 3650 4750
StdeV 2320 11500 2320 11500 2320 2360
p(t—test) 2.8E—7 6.5E—6 0.090
Min 85 1700 85 1120 485 1650
Max 11700 55700 11700 55700 11700 9700
n (Samp) 172 23 172 23 172 14
11 (Patient) 172 23 172 23 172 14
orior to AKI stage orior to AKI stage orior to AKI stage
sCr only sCr only sCr only
0.58 0.57 0.67
0.084 0.084 0.11
0.34 0.38 0.13
374 374 374
13 13 7
3410 3250 3970
77% 77% 71%
46% 44% 56%
3250 2870 3720
85% 85% 86%
44% 37% 50%
2200 2200 3250
92% 92% 100%
27% 27% 44%
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only sCr or UO sCr only UO only
Cutoff 4 3940 5270 4360 3940 5270 3940 5270 4360
Sens 4 63% 31% 65% 57% 31% 50% 29% 50%
Spec 4 70% 70% 70% 70% 70% 70% 70% 70%
Cutoff 5 4960 6450 5580 4960 6450 4960 6450 5580
Sens 5 50% 23% 48% 47% 23% 38% 29% 36%
Spec 5 80% 80% 80% 80% 80% 80% 80% 80%
Cutoff 6 6160 7760 6670 6160 7760 6160 7760 6670
Sens 6 33% 15% 35% 30% 15% 25% 29% 21%
Spec 6 90% 90% 90% 90% 90% 90% 90% 90%
OR Quart 2 1.5 4.1 4.2 2.1 4.1 2.0 >2.0 0.98
p Value 0.65 0.21 0.21 0.31 0.21 0.58 <0.56 0.98
95% C1 Of 0.25 0.45 0.45 0.50 0.45 0.18 >0.18 0.13
OR QuartZ 9.5 37 39 8.8 37 23 na 7.3
OR Quart 3 5.1 5.2 7. 8 2.1 5.2 6.4 >31 2.7
p Value 0.043 0.14 0.059 0.31 0.14 0.089 <0.33 0.25
95% C1 Of 1.1 0.59 0.93 0.50 0.59 0.75 >0.32 0.49
OR Quart3 25 45 66 8.8 45 55 na 15
OR Quart 4 10 3.0 14 6.1 3.0 7.7 >20 2. 6
p Value 0.0027 0. 34 0.014 0.0061 0. 34 0.061 <0.57 0.27
95% C1 Of 2.2 0.31 1.7 1.7 0.31 0.91 >0.18 0.48
OR Quart4 46 30 110 22 30 64 na 14
Tumor necrosis factor ligand superfamily member 10
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0363 0.348 0.0363 0.338 0.0363 0.336
Average .58 11.4 .58 10.8 4.58 1.86
StdeV 13.0 31.2 13.0 31.3 13.0 2.64
p(t—test) 0.032 0.048 0.40
Min 0.0110 0.0159 0.0110 0.0159 0.0110 0.0159
Max 92.3 134 92.3 134 92.3 8.63
n (Samp) 222 30 222 30 222 16
11 (Patient) 222 30 222 30 222 16
1 stage 48hr rior to AKI stage
C C Cohort 2 Cohort 1 Cohort 2
- 00410 00410 0636
- 2-45 5-75 2-67
3.54 16.4 3.52
0.47 0.62
0.0159 0.0110 0.0159
9.58 159 8.63
13 379 7
13 379 7
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———0.0439 0.670 0.0439 0.336
——_67 13-4 5-67 1-74
3 35-4 15-3 2-70
_—0— 0-064 0-34
———0.0110 0.0217 0.0110 0.0239
——23—923M(Samp) 175 134 92-3 9-58
n 175 23 175 14
2012/052298
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
11 (Patient) 175 23 175 23 175 14
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.63 0.55 0.63 0.61 0.52 0.61 0.59 0.56 0.56
SE 0.057 0.084 0.066 0.058 0.082 0.066 0.077 0.11 0.082
p 0.020 0.51 0.050 0.047 0.84 0.10 0.24 0.60 0.49
t 1 222 379 175 222 379 175 222 379 175
nCohort 2 30 13 23 30 13 23 16 7 14
0.0285 0.0392 0.0335
75% 71% 71 %
41% 49% 39%
0.0247 0.0217 0.0247
81% 86% 86%
39% 20% 30%
0.0237 0.0147 0.0239
94% 100% 93%
38% 8% 30%
0.775 1.53 1.42
44% 43% 36%
70% 70% 70%
_4-69
80% 80% 80% 80%
.0 11.8 16.4 15.0
13% 0% 0% 0%
90% 90% 90% 90%
_>8-2
—<0-053
95%C1<>f—>0-97
OR Quart2 22 38 na na
—>3-2
p Value —<0-32
95%C1<>f—>0-32
OR Quart3 17 47 9.3 na
OR Quart 4 3.8 6.4 0.99 >4.3
p Value —<0-20
95% CI of 0.75 0.75 0.14 >0.46
OR Quart4 19 55 7.2 na
Table 5: Comparison of marker levels in EDTA samples collected from
Cohort 1 (patients that did not progress beyond RIFLE stage 0) and in EDTA samples
collected from subjects at 0, 24 hours, and 48 hours prior to reaching stage R, I or F in
Cohort 2.
Heat shock 70 kDa protein 1
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 641 1370 641 1200 641 2350
Average 1400 2760 1400 1990 1400 2240
Stdev 2010 3320 2010 2130 2010 2100
p(t—test) 0.057 0.25 0.26
WO 43310
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Min 0.288 0.288 0.288 128 0.288 54.3
Max 10000 10700 10000 9450 10000 6660
n (Samp) 54 14 54 24 54 9
11 (Patient) 53 14 53 24 53 9
——24hrpriortoAKI stage 48hr prior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———840 1240 840 1720
———1580 1240 1580 1470
———2190 1030 2190 1030
——— 0-83 0-93
0——_288 514 0288 340
———10700 1970 10700 2350
———111 2 111 3
———93 2 93 3
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 641 1370 641 1220 641 963
Average 1390 2740 1390 2040 1390 2010
StdeV 1860 3550 1860 2110 1860 2200
p(t—test) 0.073 0.18 0.38
Min 0.288 0.288 0.288 128 0.288 54.3
Max 10000 10700 10000 9450 10000 6660
n (Samp) 48 12 8 25 48 9
11 (Patient) 44 12 4 25 44 9
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.61 0.75 0.58 0.66 0.59 0.66 0.65 0.62 0.59
SE 0.088 0.17 0.095 0.070 0.21 0.070 0.11 0.18 0.11
p 0.21 0.13 0.43 0.023 0.69 0.025 0.16 0.49 0.39
nCohort 1 54 11 1 48 54 111 A 8 54 11 1 48
nCohort 2 14 3 12 24 2 25 9 3 9
837 500 336 310
72% 78% 100% 78%
54% 44% 31% 38%
664 310 336 248
80% 89% 100% 89%
52% 37% 31% 29%
310 48.9 336 48.9
92% 100% 100% 100%
38% 11% 31 % 12%
1500 1370 1500 1500
A 8% 56% 67% 44%
71% 70% 70% 71 %
2700 2700 2550 2700
24% 33% 0% 33%
81% 81% 80% 81%
3630 3540 3540 3630
12% 11% 0% 11%
92% 91% 90% 92%
OR Quart 20.62 >0 0.62 3.6 >1.0 5.1 2.0 >1.0 3.5
p Value 0.63 <na 0.63 0.15 <0.98 0.068 0.59 <1.0 0.30
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
95% CI of 0.090 >na 0.087 0.63 >0.062 0.89 0.16 >0.060 0.32
OR Quart2 4.3 na 4.3 21 na 29 25 na 39
OR Quart 3 1.0 >1.0 1.0 5.0 >0 6.4 0.93 >0 1.0
p Value 1.0 <0.98 1.0 0.071 <na 0.036 0.96 <na 1.0
95% CI Of 0.17 >0.062 0. 17 0.87 >na 1.1 0.053 >na 0.056
OR Quart3 5.8 na 6.0 28 na 36 16 na 18
OR Quart 42.5 >2. 1 1. 5 7.0 >10 5. 8 6.4 >2 1 4.7
p Value 0.25 <0.56 0. 67 0.026 <1.0 0.046 0.11 <0.56 0.19
95% CI Of 0.52 >0.18 0.26 1.3 >0.060 1.0 0.65 >0.18 0.46
OR Quart4 13 na 8.0 38 na 33 63 na 49
Insulin-like growth factor 1 receptor
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0498 0.0502 0.0498 0.0556 0.0498 0.0331
Average 0.207 0.622 0.207 0.470 0.207 0.899
StdeV 0.797 3.22 0.797 2.43 0.797 4.04
p(t—test) 0.28 0.38 0.15
Min 9.84E—5 0.000208 5 0.000211 9.84E—5 0.000208
Max 6.23 18.2 6.23 14.8 6.23 19.4
n (Samp) 79 32 79 37 79 23
11 nt) 70 32 70 37 70 23
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———0.0498 0.0595 0.0498 0.0398
mm1-92 0-124 2-20
0——_523 5-22 0-523 6-46
_——1-4E-5 2-5E-5
———9.84E—5 0.000211 9.84E—5 0.0214
6——_23 14-8 6-23 19-4
-—_187 8 187 9
——_126 8 126 9
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 2 Cohort 1 Cohort 2
0.0556 0.0498 0.0354
0.589 0.233 0.0641
. 3.27 0.851 0.126
_—— 0-39 0-42
_2—:—.
0.000211 0.000208 0.000208
- 20-5 6-23 0-543
39 69 17
39 57 17
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.48 0.34 0.51 0.55 0.50 0.55 0.40 0.49 0.38
SE 0.061 0.11 0.065 0.058 0.10 0.058 0.070 0.099 0.080
0.72 0.14 0.82 0.37 0.98 0.35 0.17 0.93 0.14
nCohort 1 79 187 69 79 187 69 79 187 69
nCohort 2 32 8 28 37 8 39 23 9 17
Cutoff1 0.0219 0.0137 0.0398 0.0373 0.00497 0.0373 0.0212 0.0283 0.0212
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only sCr or UO sCr only UO only
Sens 1 72% 75% 71% 73% 75% 83% 78% 76%
Spec 1 28% 14% 46% 43% 9% 24% 28% 23%
Cutoff 2 0.0178 0.000208 0.0212 0.0251 0.000211 0.0212 0.0219 0.000224
Sens 2 81% 88% 82% 81% 88% 83% 89% 82%
Spec 2 20% 3% 23% 28% 5% 24% 23% 7%
Cutoff 3 0.0134 0.000172 0.0134 0.00497 0.000208 0.000208 0.0212 0.000208
Sens 3 91% 100% 93% 92% 100% 96% 100% 94%
Spec 3 16% 1% 14% 10% 3% 3% 18% 3%
Cutoff 4 0.0839 0.0729 0.0839 0.0839 0.0729 0.0839 0.0729 0.0839
Sens 4 16% 12% 21% 27% 25% 9% 33% 6%
Spec 4 73% 70% 72% 73% 70% 73% 70% 72%
Cutoff 5 0.0986 0.0876 0.101 0.0986 0.0876 0.0986 0.0876 0.101
Sens 5 12% 12% 14% 24% 25% 9% 22% 6%
Spec5 81% 80% 81% 81% 80% 81% 80% 81%
6 0.135 0.133 0.176 0.135 0.133 0.135 0.133 0.176
Sens 6 12% 12% 7% 14% 25% 9% 11% 6%
Spec6 91% 90% 91% 91% 90% 91% 90% 91%
OR Quart 22.0 1.0 1.0 1.4 0 3.8 0.49 8.4
p Value 0.24 1.0 1.0 0.56 na 0.13 0.57 0.060
95% C1 Of 0.62 0.061 0.27 0.44 na 0.69 0.043 0.91
OR Quart2 6.7 16 3.7 4.5 na 21 5.6 77
OR Quart 3 1.5 2.0 2. 1 1.9 0.98 6.4 2.1 6.2
p Value 0.54 0.57 0.22 0.26 0.98 0.028 0.41 0.11
95% C1 Of 0.43 0.18 0. 63 0.62 0. 19 1.2 0.36 0.66
OR Quart3 5.0 23 7. 3 6.0 5. 1 33 12 58
ORQuart41.5 4.4 0.95 1.7 0.64 3.8 1.0 6.6
p Value 0.49 0.20 0.94 0. 39 0.63 0.13 1.0 0.10
95% C1 Of 0.45 0.47 0.26 0.53 0.10 0.69 0. 14 0.70
OR Quart4 5.2 41 3.5 5.2 4.0 21 7.4 62
Neural cell adhesion molecule 1
24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
183000 192000 183000 180000 183000 172000
191000 193000 191000 185000 191000 179000
67000 79300 78800 79300 59800
0.83 0.64 0.48
63300 1370 190 1370 49200
506000 520000 297000
55 122 25
55 88 25
sCr only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 181000 199000 181000 210000 181000 179000
Average 184000 200000 184000 227000 184000 180000
StdeV 70200 62800 70200 97800 70200 54800
(t—test) 0. 38 0.030 0.87
Min 190 118000 190 129000 190 108000
Max 520000 316000 520000 506000 520000 280000
11 (Samp) 291 16 291 14 291 9
11 (Patient) 164 16 164 14 164 9
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 180000 182000 180000 180000 180000 172000
Average 189000 187000 189000 176000 189000 178000
StdeV 81700 69000 81700 63300 81700 59400
p(t—test) 0.92 0.32 0.57
Min 1080 63300 1080 190 1080 49200
Max 520000 371000 520000 337000 520000 297000
n (Samp) 124 43 124 57 124 23
n (Patient) 81 43 81 57 81 23
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.53 0.58 0.50 0.48 0.64 0.48 0.48 0.49 0.49
SE 0.048 0.077 0.051 0.047 0.082 0.047 0.064 0.099 0.066
p 0.59 0.30 0.98 0.72 0.098 0.63 0.71 0.90 0.84
nCohort 1 122 291 124 122 291 124 122 291 124
t 2 52 16 43 55 14 57 25 9 23
152000 160000 141000 151000 175000 144000 147000 144000 147000
70% 72% 78% 74%
% 27% 26% 28%
134000 125000 130000 133000 164000 123000 125000 115000 125000
81% 80% 89% 83%
12% 14% 14% 15%
106000 118000 105000 107000 133000 107000 115000 107000 115000
91% 92% 100% 91 %
% 11% 11% 12%
212000 207000 209000 212000 207000 209000 212000 207000 209000
% 32% 22% 35%
70% 70% 70% 70%
227000 227000 228000 227000 227000 228000 227000 227000 228000
23% 32% 22% 35%
81% 80% 80% 81 %
262000 262000 257000 262000 262000 257000 262000 262000 257000
9% 8% 11% 9%
90% 90% 90% 90%
1.1 0.32 1.0 0.21
0.77 0.11 1.0 0.058
95% CI of 0.47 0.078 0.14 0.041
OR QuartZ 2.8 1.3 7.3 1.1
0.74 0.85 1.5 0.85
p Value 0.52 0.77 0.65 0.77
95% CI of 0.29 0.27 0.25 0.27
OR Quart3
. 1.9 2.6 9.4 2.6
OR Quart 4 . 1.4 0.88 1.0 0.72
p Value 0.46 0.82 1.0 0.59
95% C1 Of 0.58 0.28 0.14 0.22
OR Quart4 3.3 2.7 7.3 2.3
Tumor necrosis factor ligand superfamily member 10
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0228 0.0313 0.0228 0.0239 0.0228 0.0313
Average 8.36 2.81 8.36 4.03 8.36 6.36
StdeV 3.2 6.38 3.2 9.01 43.2 14.2
(t—test) 0.40 0.54 0.85
Min 0.0162 0.0162 0.0162 0.0162 0.0162 0.0162
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Max 292 31.9 292 35.0 292 44.8
n (Samp) 95 43 95 39 95 17
n nt) 69 43 69 39 69 17
——24hrpriortoAKI stage 48hr prior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———0.0313 0.0228 0.0313 4.67
—6—_23 5-61 6-23 13-8
———29-8 11-2 29-8 18-7
——— 0-93 0-45
———0.0162 0.0162 0.0162 0.0162
———292 35-0 292 44-8
———223 18 223 9
———138 18 138 9
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0313 0.0313 0.0313 0.0313 0.0313 0.0313
Average 9.24 2.29 9.24 4.53 9.24 0.671
StdeV 42.8 4.74 2.8 16.5 42.8 2.10
p(t—test) 0.32 0.51 0.46
Min 0.0162 0.0162 0.0162 0.0162 0.0162 0.0162
Max 292 16.7 292 98.4 292 7.88
n (Samp) 98 38 98 39 98 14
n (Patient) 67 38 67 39 67 14
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.51 0.49 0.47 0.52 0.44 0.47 0.65 0.70 0.49
SE 0.053 0.086 0.056 0.055 0.073 0.055 0.077 0.099 0.083
p 0.82 0.90 0.54 0.69 0.41 0.55 0.051 0.043 0.94
nCohort 1 95 223 98 95 223 98 95 223 98
nCohort 2 43 12 38 39 18 39 17 9 14
0.0197 0.0247 0.0313 0.0269
77% 88% 78% 79%
21% 53% 54% 47%
0.0162 0.0247 0.0205 0.0197
82% 88% 89% 86%
53% 24% 21%
0.0162 0 0.0162
94% 100% 93%
% 0% 10%
0.0317 0.171 0.0363
41% 56% 14%
73% 70% 71%
0.328 3.32 1.53
% 56% 7%
80% 80% 81%
4.64 10.8 7.32
29% 33% 7%
91% 90% 91 %
1.6 1.0 2.2
0_40
95% CI of 0.31 0.24 0.061 0.36
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
OR Quart2 1.6 12 2.6 3.2 3.5 2.6 10 16 13
OR Quart 3 0.76 1.5 0.85 1.0 1.3 0.77 2.8 2.0 3.5
p Value 0.60 0.65 0.78 1.0 0.71 0.63 0.24 0.57 0.14
95% C1 0f 0.28 0.25 0.28 0.34 0.33 0.26 0.50 0.18 0.65
OR Quart3 2.1 9.5 2.6 3.0 5.1 2.3 16 23 19
OR 1.1 1.6 1.7 1.3 1.6 1.4 4.3 5.4 1.0
p Value 0.87 0.64 0.30 0.65 0.49 0.55 0.086 0.13 1.0
95% C1 0f 0.41 0.25 0.61 0.45 0.42 0.49 0.81 0.61 0.13
OR Quart4 2.9 9.7 4.8 3.6 5.9 3.8 23 48 7.6
Myeloid differentiation primary response protein MyD88
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.000368 0.000245 0.000368 0.000368 68 57
e 0.00255 0.00199 0.00255 0.000350 0.00255 0.00458
StdeV 0.0181 0.00785 0.0181 9.42E—5 0.0181 0.0138
p(t—test) 0.86 0.46 0.72
Min 0.000224 0.000224 0.000224 0.000224 0.000224 0.000224
Max 0.171 0.0441 0.171 0.000457 0.171 0.0463
n (Samp) 90 33 90 37 90 11
11 (Patient) 63 33 63 37 63 11
“_24hroriortoAKI stage 48hr orior to AKI stage
ort1 Cohort 2 Cohort 1 Cohort 2
—0.000368 0.000245 0.000368 0.000224 0.000368 57
_0.00184 0.000291 0.00184 0.000301 0.00184 0.000368
———0.0129 0.000121 0.0129 0.000122
_—— 0.77 0.80
———0.000126 0.000224 0.000126 0.000224
———0.171 0.000457 0.171 0.000457
-—_202 6 202 5
1——_21 6 121 5
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.000332 0.000245 0.000332 0.000368 0.000332 0.000457
Average 0.00450 0.00230 0.00450 0.000348 0.00450 0.00456
StdeV 0.0265 0.00850 0.0265 9.37E—5 0.0265 0.0138
(t—test) 0.67 0.34 0.99
0.000224 0.000224 0.000224 0.000224
———0.194 0.000457 0.194 0.0463
-——94 38 94 11
11 (Patient) 58 28 58 38 58 11
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.42 0.40 0.45 0.53 0.36 0.55 0.71 0.60 0.68
SE 0.059 0.10 0.063 0.057 0.12 0.056 0.091 0.14 0.093
0.17 0.35 0.44 0.63 0.26 0.34 0.022 0.47 0.053
nCohort 1 90 202 94 90 202 94 90 202 94
nCohort 2 33 9 28 37 6 38 11 5 11
Cutoff 1 0 0.000224 0 24 26 0.000224 0.000296 0.000224 0.000296
Sens 1 100% 78% 100% 81% 100% 84% 91% 80% 82%
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only sCr or UO sCr only UO only
Spec 1 0% 24% 0% 21% 0% 43% 24% 50%
Cutoff 2 0 0.000126 0 0.000224 0.000126 0.000296 0.000224 0.000296
Sens 2 100% 100% 100% 81% 100% 91% 80% 82%
Spec 2 0% 0% 0% 21% 0% 43% 24% 50%
Cutoff 3 0 0.000126 0 0 0.000126 0.000296 0.000126 0.000224
Sens 3 100% 100% 100% 100% 100% 91% 100% 91%
Spec 3 0% 0% 0% 0% 0% 43% 0% 24%
Cutoff4 0.000368 0.000368 0.000368 0.000368 0.000368 0.000368 0.000368 0.000368
Sens 4 18% 11% 18% 32% 33% 64% 60% 55%
Spec 4 71% 72% 72% 71% 72% 71% 72% 72%
Cutoff 5 0.000457 0.000457 0.000457 57 0.000457 0.000457 0.000457 0.000457
Sens 5 6% 0% 7% 0% 0% 9% 0% 9%
Spec 5 96% 96% 95% 96% 96% 96% 96% 95%
Cutoff 6 0.000457 0.000457 0.000457 0.000457 0.000457 0.000457 0.000457 0.000457
Sens 6 6% 0% 7% 0% 0% 9% 0% 9%
Spec 6 96% 96% 95% 96% 96% 96% 96% 95%
OR Quart 2 1.5 0 1.9 1.5 0 0 0.98 1.0
p Value 0.52 na 0.32 0.46 na na 0.99 1.0
95% C1 Of 0.42 na 0.54 0.51 na na 0.060 0.059
OR Quart2 5.4 na 6.6 4.5 na na 16 17
OR Quart 32.5 6.6 1.8 1.3 0 11 0.98 3.3
p Value 0.14 0.085 0.35 0.63 na 0.029 0.99 0.32
95% C1 0f 0.73 0.77 0.52 0.44 na 1.3 0.060 0.32
OR Quart3 8.4 57 6.3 3.9 na 99 16 34
OR 3.0 2.1 1.6 0.96 2.1 2.0 2.0 7.1
p Value 0.075 0.55 0.48 0.94 0.41 0.58 0.58 0.079
95% C1 0f 0.90 0.18 0.44 0.31 0.36 0.17 0.18 0.80
OR Quart4 10 24 5.7 3.0 12 24 23 64
Table 6: Comparison of marker levels in EDTA samples collected from
Cohort 1 (patients that did not progress beyond RIFLE stage 0 or R) and in EDTA
samples ted from subjects at 0, 24 hours, and 48 hours prior to reaching stage I or F
in Cohort 2.
Heat shock 70 kDa protein 1
sCr or UO 24hr prior to AKI stage ‘ 8hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
934 928
———1680 967
———2210 860
_—— 0-44
0——_288 0-288
———10700 1970
-—_113 6
11 nt) 92 9 92 6
U0 only 24hr prior to AKI stage 8hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 934 840 934 336
Average 1650 957 1650 817
StdeV 2190 694 2190 870
p(t—test) 0 35 0.40
UO only 24hr prior to AKI stage 8hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
Min 0.288 16.7 0.288 0.288
Max 10700 2280 10700 1970
n (Samp) 99 9 99 5
11 (Patient) 77 9 77 5
24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.46 nd 0.47 0.44 nd 0.39
SE 0.10 nd 0.10 0.12 nd 0.14
p 0.73 nd 0.75 0.66 nd 0.44
nCohort 1 113 nd 99 113 nd 99
nCohort 2 9 nd 9 6 nd 5
Cutoff 1 705 nd 664 252 nd 252
Sens 1 78% nd 78% 83% nd 80%
Spec 1 44% nd 44% 23% nd 25%
Cutoff 2 114 nd 114 252 nd 252
Sens 2 89% nd 89% 83% nd 80%
Spec 2 15% nd 16% 23% nd 25%
Cutoff 3 4.58 nd 4.58 0 nd 0
Sens 3 100% nd 100% 100% nd 100%
Spec 3 6% nd 7% 0% nd 0%
Cutoff 4 1620 nd 1610 1620 nd 1610
Sens 4 11% nd 11% 33% nd 20%
Spec4 71% nd 71% 71% nd 71%
Cutoff 5 2930 nd 2930 2930 nd 2930
Sens 5 0% nd 0% 0% nd 0%
Spec5 81% nd 81% 81% nd 81%
Cutoff 6 3970 nd 4330 3970 nd 4330
Sens 6 0% nd 0% 0% nd 0%
Spec 6 90% nd 91% 90% nd 91%
OR Quart 2 3.3 nd 3.2 2.1 nd >2.2
p Value 0.31 nd 0.32 0.56 nd <0.54
95% CI of 0.33 nd 0.32 0.18 nd >0.18
OR Quart2 34 nd 33 24 nd na
OR Quart 3 3.2 nd 3.2 1.0 nd >2.2
p Value 0.32 nd 0.32 1.0 nd <0.54
95% CI of 0.32 nd 0.32 0.060 nd >0.18
OR Quart3 33 nd 33 17 nd na
OR Quart42.1 nd 2.1 2.1 nd >1.0
p Value 0.54 nd 0.56 0.54 nd <0.98
95% C1 0f 0.18 nd 0.18 0.18 nd >0.062
OR Quart4 25 nd 24 25 nd na
Insulin-like growth factor 1 receptor
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0484 0.0572 0.0484 0.0619 0.0484 0.0426
Average 0.346 2.67 0.346 0.938 0.346 1.38
StdeV 2.22 6.87 2.22 3.58 2.22 5.00
(t—test) 0.017 0.32 0.13
Min 9.84E—5 0.0144 9.84E—5 11 9.84E—5 0.000211
Max 21.0 18.2 21.0 14.8 21.0 19.4
n(Samp) 183 7 183 17 183 15
11 (Patient) 122 7 122 17 122 15
n_24hroriortoAKI stage 48hr orior to AKI stage
ort1 Cohort 2 Cohort 1 Cohort 2
———0.0498 7.45 0.0498 0.0596
0——_3OO 7-45 0-300 4-90
2——_Ol 10-4 2-01 9-70
_—— 3-9E-6 9-6E-5
———9.84E—5 0.0742 9.84E—5 0.0214
———21-0 14-8 21-0 19-4
-——222 2 222 4
———145 2 145 4
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0498 0.0572 0.0498 0.0572 0.0498 0.0449
Average 0.393 0.0892 0.393 0.0668 0.393 0.102
Stdev 2.37 0.0767 2.37 0.0525 2.37 0.149
p(t—test) 0.80 0.57 0.67
Min 0.000208 0.0390 0.000208 0.000211 0.000208 0.000211
Max 21.0 0.204 21.0 0.192 21.0 0.543
n (Samp) 159 159 17 159 12
11 (Patient) 102 102 17 102 12
0hr orior to AKI stage 24hr orior to AKI stage 48hr orior to AKI stage
sCr or UO sCr on1 UO on1 sCr or UO sCr on1 UO on1 sCr or UO sCr on1 UO on1
AUC 0.65 0.65 0.62 0.60 0.85 0.54 0.54 0.59 0.52
SE 0.11 0.17 0.15 0.075 0.17 0.075 0.079 0.15 0.088
o 0.19 0.38 0.42 0.17 0.038 0.61 0.58 0.55 0.80
nCohort 1 183 222 159 183 222 159 183 222 159
nCohort 2 7 3 4 17 2 17 15 4 12
0.0373 0.0219 0.0390 0.0219
71% 73% 75% 75%
A 0% 25% 41% 23%
0.0253 0.0212 0.0212 0.0212
82% 93% 100% 92%
% 21% 20% 18%
9 0.00497 0.0212 0.0212 0.0212
94% 93% 100% 92%
21% 20% 18%
0.0692 0.0699 0.0729
A 2%
0.0839
0.134
0.72
95% CI of 0.28
OR Quart2 6.4
OR Quart 3 0.31
p Value 0.32
95% CI of 0.031
OR Quart3 3_1
WO 43310
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
OR Quart43.1 2.0 >1.0 3.3 >1.0 1.8 1.2 0.98 1.3
p Value 0.34 0.58 <1.0 0.16 <0.99 0.46 0.75 0.99 0.72
95% C1 Of 0.31 0.18 >0.060 0.63 >0.062 0.39 0.32 0.060 0.28
OR Quart4 31 23 na 17 na 7.8 5.0 16 6.4
Neural cell adhesion molecule 1
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 184000 178000 184000 185000 184000 156000
Average 189000 187000 189000 191000 189000 158000
StdeV 70300 63200 70300 93000 70300 51300
p(t—test) 0.90 0.91 0.060
Min 791 93200 791 190 791 49200
Max 520000 316000 520000 506000 520000 280000
11 (Samp) 285 16 285 28 285 19
11 (Patient) 163 16 163 28 163 19
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———181000 232000 181000 175000
———184000 295000 184000 190000
———68800 135000 68800 53400
_—— 5-0E-4 0-86
———190 160000 190 140000
———520000 506000 520000 280000
-—l—356 5 356 5
——_197 5 197 5
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 183000 172000 183000 177000 183000 156000
Average 188000 168000 188000 169000 188000 155000
StdeV 72400 51800 72400 65000 72400 47600
st) 0.32 0.19 0.058
Min 791 93200 791 190 791 49200
Max 520000 282000 520000 331000 520000 230000
11 (Samp) 261 13 261 26 261 17
11 (Patient) 143 13 143 26 143 17
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.49 0.73 0.41 0.48 0.79 0.43 0.36 0.51 0.36
SE 0.075 0.15 0.085 0.058 0.12 0.061 0.070 0.13 0.074
0.92 0.12 0.29 0.79 0.015 0.25 0.041 0.91 0.052
nCohort 1 285 356 261 285 356 261 285 356 261
nCohort 2 16 4 13 28 5 26 19 5 17
Cutoff 1 152000 230000 133000 158000 230000 130000 139000 166000 144000
Sens 1 75% 75% 77% 71% 80% 73% 74% 80% 71%
SP601 30% 81% 21% 32% 81% 19% 21% 41% 26%
Cutoff 2 133000 140000 121000 125000 230000 121000 107000 166000 107000
Sens 2 81% 100% 85% 82% 80% 81% 84% 80% 82%
Spec 2 19% 24% 14% 14% 81% 14% 8% 41% 9%
Cutoff 3 95600 140000 95600 91800 160000 91800 91800 140000 91800
2012/052298
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only sCr or UO sCr only UO only
Sens 3 94% 100% 92% 93% 100% 95% 100% 94%
Spec 3 6% 24% 6% 5% 37% 5% 24% 5%
Cutoff 4 214000 207000 214000 214000 207000 214000 207000 214000
Sens 4 25% 75% 8% 29% 80% 11% 20% 12%
Spec 4 70% 71% 70% 70% 71% 70% 71% 70%
Cutoff 5 233000 228000 233000 233000 228000 233000 228000 233000
Sens 5 19% 75% 8% 14% 80% 5% 20% 0%
Spec 5 80% 80% 80% 80% 80% 80% 80% 80%
Cutoff 6 266000 262000 265000 266000 262000 266000 262000 265000
Sens 6 12% 25% 8% 11% 40% 5% 20% 0%
Spec 6 90% 90% 90% 90% 90% 90% 90% 90%
OR Quart 20.75 0 3.1 1.0 >1.0 2.1 2.0 1.5
p Value 0.71 na 0.33 0.98 <0.99 0.41 0.57 0.64
95% C1 Of 0.16 na 0.32 0.34 >0.062 0.37 0.18 0.25
OR Quart2 3.5 na 31 3.0 na 12 23 9.5
OR Quart 3 1.3 0 5.3 0.86 >0 3.8 1.0 3.8
p Value 0.72 na 0.13 0.79 <na 0.11 1.0 0.11
95% C1 Of 0.33 na 0.60 0.27 >na 0.75 0.062 0.76
OR Quart3 5.0 na 47 2.7 na 19 16 19
OR Quart 4 1.0 3.1 4.2 1.2 >4.1 3.2 0.99 2.7
p Value 0.98 0.34 0.20 0.77 <0.21 0.17 0.99 0.25
95% C1 Of 0.24 0.31 0.46 0.40 >0.45 0.62 0.061 0.50
OR Quart4 4.2 30 39 3.4 na 16 16 14
Myeloid differentiation primary response protein MyD88
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 68 0.000245 0.000368 0.000368 0.000368 0.000368
Average 0.00279 0.000236 0.00279 0.000326 0.00279 0.000351
StdeV 0.0186 1.14E—5 0.0186 9.54E—5 0.0186 0.000109
p(t—test) 0.68 0.59 0.70
Min 0.000126 0.000224 0.000126 0.000224 0.000126 0.000224
Max 0.194 45 0.194 0.000457 0.194 0.000457
11 (Samp) 203 9 203 17 203 9
11 (Patient) 120 9 120 17 120 9
1 stage 48hr orior to AKI stage
Cohort 2 Cohort 1 Cohort 2
nd 0.000368 0.000340
nd 0.00235 0.000340
nd 0.0169 0.000165
nd 0.87
nd 0.000126 0.000224
nd 0.194 0.000457
nd 246 2
nd 142 2
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———0.000368 0.000368 0.000368 07
0296 0.000326 0.00296 0.000337
193 9.54E—5 0.0193 0.000108
_—— 0-57 0-70
Min 0.000126 0.000224 0.000126 0.000224 0.000126 0.000224
WO 43310
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Max 0.194 0.000245 0.194 0.000457 0.194 0.000457
11 (Samp) 189 9 189 17 189 8
11 (Patient) 106 9 106 17 106 8
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.24 nd 0.25 0.47 nd 0.48 0.56 0.48 0.54
SE 0.095 nd 0.096 0.074 nd 0.074 0.10 0.21 0.11
p 0.0060 nd 0.0098 0.73 nd 0.82 0.54 0.94 0.74
nCohort 1 203 nd 189 203 nd 189 203 246 189
nCohort 2 9 nd 9 17 nd 17 9 2 8
26 0.000126 0.000224 0_000224
76% 89% 100% 88%
24% 23% 0% 24%
0.000126 0.000126 0.000126 0_000224
100% 89% 100% 88%
1% 23% 0% 24%
0.000126 26 0.000126 O_000126
100% 100% 100% 100%
1% 0% 0% 1%
0.000368 0.000368 0.000368 68
24% 44% 50% 38%
71% 71% 73% 71%
0.000457 0.000457 0.000457 0_000457
0% 0% 0% 0%
95% 96% 96% 95%
0.000457 0.000457 0.000457 0_000457
0% 0% 0% 0%
95% 96% 96% 95%
1.3 4.2 0 3.1
0.70 0.20 na 0.33
95% CI of 0.33 0.46 na 0.31
OR QuartZ 5.2 39 na 31
0 0 1.0
p Value na na 1.0
95% CI of na na 0.061
OR Quart3 na na 16
OR Quart 4 . 4.2 1.0 3.1
p Value 0_34
95% CI of
. 0.46 0.061 0.31
OR Quart4 39 16 31
Table 7: Comparison of marker levels in EDTA samples collected within 12
hours of reaching stage R from Cohort 1 (patients that reached, but did not progress
beyond, RIFLE stage R) and from Cohort 2 (patients that reached RIFLE stage I or F).
Insulin-like growth factor 1 receptor
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0447 0.0717 nd nd 0.0478 0.0804
Average 0.574 0.103 nd nd 0.707 0.0835
StdeV 3.27 0.114 nd nd 3.71 0.0515
WO 43310
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
p(t—test) 0.62 nd nd 0.62
Min 0.000208 0.0214 nd nd 0.000208 0.0214
Max 20.5 0.432 nd nd 21.0 0.192
n (Samp) 39 12 nd nd 32 9
11 (Patient) 39 12 nd nd 32 9
At Enrollment
sCr or UO sCr only UO only
AUC 0.66 nd 0.71
SE 0.095 nd 0.11
p 0.088 nd 0.047
nCohort 1 39 nd 32
nCohort 2 12 nd 9
Cutoff 1 0.0331 nd 0.0545
Sens 1 75% nd 78%
Spec 1 31% nd 59%
Cutoff 2 0.0292 nd 0.0214
Sens 2 83% nd 89%
Spec 2 28% nd 25%
Cutoff 3 0.0214 nd 0.0179
Sens 3 92% nd 100%
Spec 3 26% nd 19%
Cutoff 4 0.0608 nd 0.0608
Sens 4 58% nd 67%
Spec 4 72% nd 72%
Cutoff 5 0.0692 nd 0.0668
Sens 5 50% nd 67%
Spec 5 82% nd 81%
Cutoff 6 0.0945 nd 0.0839
Sens 6 33% nd 44%
Spec 6 92% nd 91%
OR Quart 2 0.91 nd 0
p Value 0.93 nd na
95% CI of 0.11 nd na
OR Quart2 7.7 nd na
OR Quart 3 0.91 nd 1.0
p Value 0.93 nd 1.0
95% CI of 0.11 nd 0.11
OR Quart3 7.7 nd 8.9
OR Quart 4 4.3 nd 3.3
p Value 0.13 nd 0.23
95% CI of 0.66 nd 0.47
OR Quart4 28 nd 23
Tumor necrosis factor ligand superfamily member 10
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0315 0.0228 nd nd 0.0315 0.0228
Average 6.86 1.36 nd nd 2.72 1.74
StdeV 27.8 5.65 nd nd 5.07 6.41
(t—test) 0.41 nd nd 0.58
Min 0.0162 0.0162 nd nd 0.0162 0.0162
Max 172 24.0 nd nd 16.7 24.0
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
11 (Patient) 38 18 nd nd 32 14
At Enrollment
sCr or UO sCr only UO only
AUC 0.28 nd 0.29
SE 0.078 nd 0.088
p 0.0054 nd 0.017
nCohort 1 38 nd 32
nCohort 2 18 nd 14
Cutoff1 0.0197 nd 0.0197
Sens 1 72% nd 71%
Spec 1 18% nd 16%
Cutoff 2 0 nd 0
Sens 2 100% nd 100%
Spec 2 0% nd 0%
Cutoff 3 0 nd 0
Sens 3 100% nd 100%
Spec 3 0% nd 0%
Cutoff 4 0.601 nd 0.444
Sens 4 6% nd 7%
Spec 4 71% nd 72%
Cutoff 5 6.98 nd 6.98
Sens 5 6% nd 7%
Spec 5 82% nd 81%
Cutoff 6 13.4 nd 10.8
Sens 6 6% nd 7%
Spec 6 92% nd 91%
OR Quart 2 2.2 nd 0.50
p Value 0.55 nd 0.59
95% CI of 0.17 nd 0.039
OR QuartZ 27 nd 6.4
OR Quart 3 17 nd 5.0
p Value 0.015 nd 0.096
95% CI of 1.8 nd 0.75
OR Quart3 170 nd 33
OR Quart 4 13 nd 4.2
p Value 0.028 nd 0.15
95% CI of 1.3 nd 0.61
OR Quart4 130 nd 29
Table 8: Comparison of the maximum marker levels in EDTA samples
collected from Cohort 1 (patients that did not ss beyond RIFLE stage 0) and the
maximum values in EDTA samples collected from subjects between enrollment and 0, 24
hours, and 48 hours prior to reaching stage F in Cohort 2.
Heat shock 70 kDa n 1
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 618 2280 618 2280
Average 1400 2650 1400 2650
Stdev 2030 2030 2030 2030
p(t—test) 0.30 0.30
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
Min 0.288 840 0.288 840
Max 10000 4840 10000 4840
n (Samp) 53 3 53 3
11 nt) 53 3 53 3
UO only 0hr prior to AKI stage
——1560
—1410 1560
—1930 1020
10000 2280
0hr prior to AKI stage 24hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only
AUC 0.77 nd 0.66 0.77 nd
SE 0.16 nd 0.22 0.16 nd
p 0.093 nd 0.46 0.093 nd
nCohort 1 53 nd 44 53 nd
nCohort 2 3 nd 2 3 nd
Cutoff 1 837 nd 837 837 nd
Sens 1 100% nd 100% 100% nd
Spec 1 57% nd 55% 57% nd
Cutoff 2 837 nd 837 837 nd
Sens 2 100% nd 100% 100% nd
Spec 2 57% nd 55% 57% nd
Cutoff 3 837 nd 837 837 nd
Sens 3 100% nd 100% 100% nd
Spec 3 57% nd 55% 57% nd
Cutoff 4 1370 nd 1370 1370 nd
Sens 4 67% nd 50% 67% nd
Spec 4 72% nd 70% 72% nd
Cutoff 5 2700 nd 2860 2700 nd
Sens 5 33% nd 0% 33% nd
Spec 5 81% nd 82% 81% nd
Cutoff 6 3540 nd 3630 3540 nd
Sens 6 33% nd 0% 33% nd
Spec6 91% nd 91% 91% nd
OR Quart 2 >0 nd >0 >0 nd
p Value <na nd <na <na nd
95% C1 Of >na nd >na >na nd
OR Quart2 na nd na na nd
OR Quart3>1.1 nd >1.1 >1.1 nd
p Value <0.96 nd <0.95 <0.96 nd
95% CI of >0.061 nd >0.060 >0.061 nd
OR Quart3 na nd na na nd
OR Quart 4 >23 nd >10 >23 nd
p Value <0.51 nd <1.0 <0.51 nd
95% C1 Of >0.19 nd >0.055 >0.19 nd
OR Quart4 na nd na na nd
Neural cell adhesion molecule 1
—_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———184000 172000 184000 167000
1———88000 177000 188000 165000
——_79000 44400 79000 20800
_—— 0-69 0-57
———1370 111000 1370 140000
———520000 245000 520000 187000
-—_88 8 88 4
——_88 8 88 4
sCr only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 181000 177000 181000 177000 181000 167000
Average 187000 188000 187000 181000 187000 165000
Stdev 75100 9800 75100 38000 75100 23700
p(t—test) 0.98 0.88 0.61
Min 190 140000 190 140000 190 140000
Max 520000 256000 520000 230000 520000 187000
11 (Samp) 164 164 4 164 3
11 nt) 164 164 4 164 3
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———180000 162000 180000 158000
———187000 166000 187000 158000
00 45100 85300 18300
_—— 0-56 0-56
———1080 111000 1080 140000
———520000 245000 520000 176000
-—_81 6 81 3
——_81 6 81 3
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.47 0.50 0.41 0.47 0.48 0.41 0.39 0.38 0.36
SE 0.11 0.15 0.13 0.11 0.15 0.13 0.15 0.17 0.18
p 0.80 0.99 0.47 0.75 0.92 0.47 0.48 0.49 0.43
nCohort 1 88 164 81 88 164 81 88 164 81
nCohort 2 8 4 6 8 4 6 4 3 3
158000 165000 139000 158000 165000 139000 158000 139000 139000
83% 75% 100% 100%
% 36% 22% 25%
139000 139000 139000 139000 139000 139000 139000 139000 139000
83% 100% 100% 100%
% 24% 22% 25%
107000 139000 107000 107000 139000 107000 139000 139000 139000
100% 100% 100% 100%
12% 24% 22% 25%
216000 217000 214000 216000 217000 214000 216000 217000 214000
17% 0% 0% 0%
70% 70% 70% 70%
Cutoff 5 227000 230000 227000 227000 230000 227000 227000 230000 227000
Sens 5 25% 25% 17% 25% 0% 17% 0% 0% 0%
Spec 5 81% 80% 80% 81% 80% 80% 81% 80% 80%
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only sCr or UO sCr only UO only
Cutoff 6 272000 272000 258000 272000 272000 272000 272000 258000
Sens 6 0% 0% 0% 0% 0% 0% 0% 0%
Spec 6 91% 90% 90% 91% 90% 91% 90% 90%
OR Quart 2 0.48 1.0 0 0.48 1.0 >10 >10 >0
p Value 0.56 1.0 na 0.56 1.0 <0.98 <0.99 <na
95% C1 Of 0.040 0.060 na 0.040 0.060 >0.062 >0.062 >na
OR Quart2 5.7 17 na 5.7 17 na na na
OR Quart 3 1.6 1.0 4.7 1.6 1.0 >22 >10 >22
p Value 0.64 1.0 0.19 0.64 1.0 <0.53 <0.99 <0.53
95% C1 Of 0.24 0.060 0.48 0.24 0.060 >0.18 >0.062 >0.19
OR Quart3 10 17 46 10 17 na na na
OR Quart 4 1.0 1.0 1.0 1.0 1.0 >10 >10 >10
p Value 1.0 1.0 0.97 1.0 1.0 <0.98 <0.97 <0.97
95% C1 Of 0.13 0.060 0.061 0.13 0.060 >0.062 >0.064 >0.061
OR Quart4 7.7 17 18 7.7 17 na na na
Tumor necrosis factor ligand superfamily member 10
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0228 0.0271 0.0228 0.0271 0.0228 0.0228
Average 11.3 3.14 11.3 3.14 11.3 2.39
StdeV 50.4 7.16 50.4 7.16 50.4 5.88
p(t—test) 0.58 0.58 0.64
Min 0.0162 0.0162 0.0162 0.0162 0.0162 0.0162
Max 292 20.9 292 20.9 292 15.7
n (Samp) 69 12 69 12 69 7
11 (Patient) 69 12 69 12 69 7
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———0.0313 0.0228 0.0313 0.0228
9—_00 2-64 9-00 5-25
6 6-40 37-6 9-06
_—— 0-68 0-86
———0.0162 0.0162 0.0162 0.0162
———292 15-7 292 15-7
-—_138 6 138 3
——_138 6 138 3
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
———0.0313 0.0271 0.0313 0.0228
———13-0 2-74 13-O O-173
———51-4 7-33 51-4 0-367
_—— 0-58 0-55
———0.0162 0.0162 0.0162 0.0162
———292 20-9 292 0921
-—_67 8 67 6
11 (Patient) 67 8 67 8 67 6
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.50 0.37 0.44 0.50 0.37 0.44 0.48 0.41 0.35
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
SE 0.091 0.12 0.11 0.091 0.12 0.11 0.12 0.18 0.13
p 0.96 0.30 0.59 0.96 0.30 0.59 0.85 0.60 0.25
nCohort 1 69 138 67 69 138 67 69 138 67
nCohort 2 12 6 8 12 6 8 7 3 6
1 0.0197 0.0205 0.0197 0.0197 0.0205 0.0197 0.0197 0 0.0197
Sens 1 92% 83% 88% 92% 83% 88% 86% 100% 83%
Spec 1 17% 14% 12% 17% 14% 12% 17% 0% 12%
Cutoff 2 0.0197 0.0205 0.0197 0.0197 0.0205 0.0197 0.0197 0 0.0197
Sens 2 92% 83% 88% 92% 83% 88% 86% 100% 83%
Spec 2 17% 14% 12% 17% 14% 12% 17% 0% 12%
Cutoff 3 0.0197 0 0 0.0197 0 0 0 0 0
Sens 3 92% 100% 100% 92% 100% 100% 100% 100% 100%
Spec 3 17% 0% 0% 17% 0% 0% 0% 0% 0%
Cutoff4 0.0392 0.921 0.0591 0.0392 0.921 0.0591 0.0392 0.921 0.0591
Sens 4 25% 17% 25% 25% 17% 25% 29% 33% 17%
Spec 4 71% 70% 70% 71% 70% 70% 71% 70% 70%
Cutoff 5 2.12 3.82 3.20 2.12 3.82 3.20 2.12 3.82 3.20
Sens 5 17% 17% 12% 17% 17% 12% 14% 33% 0%
Spec5 81% 80% 81% 81% 80% 81% 81% 80% 81%
Cutoff 6 5.31 15.7 23.0 5.31 15.7 23.0 5.31 15.7 23.0
Sens 6 17% 0% 0% 17% 0% 0% 14% 0% 0%
Spec6 91% 91% 91% 91% 91% 91% 91% 91% 91%
OR Quart 2 6.3 0 2.1 6.3 0 2.1 0.47 0 >24
p Value 0.11 na 0.55 0.11 na 0.55 0.55 na <0.50
95% C1 Of 0.67 na 0.18 0.67 na 0.18 0.039 na >0.20
OR Quart2 60 na 26 60 na 26 5.7 na na
OR Quart 3 3.4 4.4 1.0 3.4 4.4 1.0 1.6 1.0 >0
p Value 0.31 0.20 1.0 0.31 0.20 1.0 0.63 0.98 <na
95% C1 Of 0.32 0.46 0.058 0.32 0.46 0.058 0.23 0.062 >na
OR Quart3 35 41 17 35 41 17 11 17 na
OR Quart43.2 1.0 5.1 3.2 1.0 5.1 0.47 1.0 >5.4
p Value 0.34 1.0 0.16 0.34 1.0 0.16 0.55 0.98 <0.15
95% C1 Of 0.30 0.060 0.52 0.30 0.060 0.52 0.039 0.062 >0.55
OR Quart4 33 17 51 33 17 51 5.7 17 na
Table 9: Comparison of marker levels in urine samples collected from Cohort
1 nts that did not progress beyond RIFLE stage 0, R, or I) and in urine samples
collected from Cohort 2 (subjects who progress to RIFLE stage F) at 0, 24 hours, and 48
hours prior to the subject reaching RIFLE stage I.
Stromelysin-leetalloproteinase inhibitor 2 complex
sCr or UO
Median
Average
StdeV
. (t—te st) ——
sCr only 24hr prior to AKI stage
Cohort 1 Cohort 2
Median 0.487 10.9
Average 171 181
StdeV 1290 303
st) 0.99
Min 0.237 0.487
Max 13900 530
n (Samp) 118 3
11 (Patient) 91 3
UO only 24hr prior to AKI stage
ohort 1 ohort 2
Median .237 .487
Average 90 3.8
tdeV 430 19
(t—test) .83
.237 .487
3900 67
24hr prior to AKI stage
sCr or UO sCr only UO only
AUC 0.71 0.81 0.73
SE 0.11 0.15 0.13
p 0.063 0.046 0.081
nCohort 1 113 118 96
nCohort 2 7 3 5
Cutoff1 0.237 0.237 0.237
Sens 1 100% 100% 100%
Spec 1 45% 43% 52%
Cutoff 2 0.237 0.237 0.237
Sens 2 100% 100% 100%
Spec 2 45% 43% 52%
Cutoff 3 0.237 0.237 0.237
Sens 3 100% 100% 100%
Spec 3 45% 43% 52%
Cutoff 4 0.487 0.487 0.487
Sens 4 29% 67% 20%
Spec 4 82% 82% 82%
Cutoff 5 0.487 0.487 0.487
Sens 5 29% 67% 20%
Spec 5 82% 82% 82%
Cutoff 6 123 154 118
Sens 6 14% 33% 20%
Spec 6 90% 91% 91%
OR Quart 2 >60 >10 >0
p Value <0.11 <0.98 <na
95% CI of >066 >0.062 >na
OR Quart2 na na na
OR Quart 3 >0 >0 >48
p Value <na <na <O.18
95% CI of >na >na >O.49
OR Quart3 na na na
OR Quart4>2.1 >21 >10
p Value <O.54 <O.56 <1.0
24hr prior to AKI stage
sCr or UO sCr only UO only
95% CI of >018 >0.18 >0.059
OR Quart4 na na na
Heat shock 70 kDa protein 1
sCr or UO 24hr prior to AKI stage
Cohort 1 Cohort 2
Median 277 1420
Average 581 2850
Stdev 1 1 00 4 1 0
st) 2.0E—4
Min 0.297 250
Max 7800 1 1 800
n (Samp) 11 1 6
11 (Patient) 86 6
WWHHOWHHOohort 25 10440W5\0
UO only 24hr prior to AKI stage
Cohort 1 Cohort 2
Median 267 934
Average 617 3480
Stdev 1170 5560
p(t—test) 3.5E—4
Min 0.297 250
Max 7800 11800
n (Samp) 96
11 (Patient) 74
24hr rior to AKI stage
sCr or UO sCr only UO only
0.83 0.92 0.77
0.10 0.11 0.14
0.0018 1.9E—4 0.055
11 1 1 15 96
6 3 4
529 1040 529
83% 100% 75%
70% 89% 70%
529 1040 246
83% 100% 100%
70% 89% 49%
246 1040 246
100% 100% 100%
48% 89% 49%
24hr prior to AKI stage
sCr or UO sCr only UO only
Cutoff 4 529 596 574
Sens 4 83% 100% 50%
Spec 4 70% 70% 71%
Cutoff 5 770 782 782
Sens 5 67% 100% 50%
Spec 5 80% 80% 80%
Cutoff 6 1040 1320 1340
Sens 6 67% 67% 25%
Spec 6 90% 91% 91%
OR Quart 2>1.0 >0 >10
p Value <0.98 <na <0.98
95% C1 of >0.062 >na >0.062
OR Quart2 na na na
OR Quart 3 >10 >0 >10
p Value <0.98 <na <0.98
95% C1 of >0.062 >na >0.062
OR Quart3 na na na
OR Quart 4 >45 >32 >22
p Value <0.19 <0.32 <0.54
95% CI of >047 >0.32 >0.18
OR Quart4 na na na
Insulin-like growth factor 1 receptor
sCr or UO 24hr prior to AKI stage
Cohort 1 Cohort 2
Median 0.0103 0.0103
Average 0.0227 0.0647
StdeV 0.0655 0.132
p(t—test) 0.13
Min 0.000123 2
Max 0.679 0.365
n (Samp) 112 7
11 (Patient) 88 7
n24hr orior to AKI stage
UO only 24hr prior to AKI stage
Cohort 1 Cohort 2
11 (Patient) 76 5
24hr prior to AKI stage
sCr or UO sCr only UO only
AUC 0.61 0.57 0.65
SE 0.12 0.17 0.14
p 0.34 0.71 0.28
nCohort 1 112 117 96
nCohort 2 7 3 5
Cutoff 1 0.00862 0.00573 2
Sens 1 86% 100% 100%
Spec 1 41% 32% 44%
Cutoff 2 0.00862 0.00573 0.00862
Sens 2 86% 100% 100%
Spec 2 41 % 32% 44%
Cutoff 3 0.00573 0.00573 0.00862
Sens 3 100% 100% 100%
Spec 3 33% 32% 44%
Cutoff4 0.0197 0.0211 0.0211
Sens 4 29% 0% 40%
Spec 4 71% 71% 72%
Cutoff 5 0.0292 0.0292 0.0292
Sens 5 14% 0% 20%
Spec 5 82% 81% 82%
Cutoff 6 0.0423 0.0423 0.0423
Sens 6 14% 0% 20%
Spec 6 92% 91% 92%
OR Quart 2>4.5 >10 >10
p Value <0.19 <0.98 <0.98
95% CI of >047 >0.062 >0.062
OR Quart2 na na na
OR Quart 3 >10 >21 >22
p Value <1.0 <0.54 <0.54
95% CI of >0.060 >0.18 >0.18
OR Quart3 na na na
OR Quart 4 >21 >0 >21
p Value <0.56 <na <0.56
95% CI of >018 >na >O.18
OR Quart4 na na na
Interstitial collagenase:Metalloproteinase inhibitor 2 complex
n24hr orior to AKI stage
Cohort 1 Cohort 2
sCr only 24hr prior to AKI stage
Cohort 1 Cohort 2
Median 0.233 6.97
Average 149 12.2
StdeV 1470 15.3
p(t—test) 0.87
Min 0.228 0.233
Max 16000 29.5
n (Samp) 118 3
11 (Patient) 91 3
UO only 24hr prior to AKI stage
ohort 1 ohort 2
Median .233 .17
Average 73
tdeV 630 29
t) .89
.228 .228
6000 97
24hr prior to AKI stage
sCr or UO sCr only UO only
AUC 0.66 0.79 0.62
SE 0.12 0.16 0.14
p 0.17 0.072 0.37
nCohort 1 113 118 96
nCohort 2 7 3 5
Cutoff1 0.228 0.228 0
Sens 1 71% 100% 100%
Spec 1 38% 39% 0%
Cutoff 2 0 0.228 0
Sens 2 100% 100% 100%
Spec 2 0% 39% 0%
Cutoff 3 0 0.228 0
Sens 3 100% 100% 100%
Spec 3 0% 39% 0%
Cutoff 4 0.233 0.233 0.233
Sens 4 57% 67% 60%
Spec 4 80% 79% 79%
Cutoff 5 1.26 1.35 1.26
Sens 5 57% 67% 60%
Spec 5 81% 81% 80%
Cutoff 6 14.2 18.5 10.7
Sens 6 29% 33% 40%
Spec 6 90% 92% 91%
OR Quart 2 >21 >0 0
p Value <0.54 <na na
95% C1 Of >0.18 >na na
OR Quart2 na na na
OR Quart 3 >10 >10 0
p Value <0.98 <0.98 na
95% C1 0f >0.062 >0.062 na
OR Quart3 na na na
OR Quart4>4.6 >2.1 1.5
p Value <0.18 <0.56 0.67
24hr prior to AKI stage
sCr or UO sCr only UO only
95% CI of >0.48 >0.18 0.23
OR Quart4 na na 9.8
72 kDa type IV collagenase:Metalloproteinase inhibitor 2 x
sCr or UO 24hr prior to AKI stage
Cohort 1 Cohort 2
Median 29.2 295
Average 793 2740
Stdev 2550 5880
p(t—test) 0.081
Min 1 . 15 1 . 15
Max 16000 16000
n (Samp) 108 7
11 (Patient) 86 7
24hr orior to AKI stage
O ohort 2
o.) .3 iikl]\1
$86 L 4; \1
00 o [\J kl]
O \l \l
*,_. U‘ t—‘ >—-
O\ M
UO only 24hr prior to AKI stage
Cohort 1 Cohort 2
Median 28.1 295
Average 868 3670
Stdev 27 10 6930
p(t—test) 0.044
Min 1 . 15 1 . 15
Max 16000 16000
n (Samp) 95 5
11 (Patient) 76 5
24hr rior to AKI stage
sCr or UO sCr only UO only
0.70 0.74 0.67
0.11 0.17 0.14
0.081 0.16 0.21
108 113 95
7 3 5
234 164 234
71% 100% 80%
71% 65% 69%
164 164 234
86% 100% 80%
67% 65% 69%
0 164 0
100% 100% 100%
0% 65% 0%
24hr prior to AKI stage
sCr or UO sCr only UO only
Cutoff 4 227 365 365
Sens 4 71% 67% 40%
Spec 4 70% 71% 71%
Cutoff 5 595 656 595
Sens 5 43% 0% 40%
Spec 5 81% 81% 80%
Cutoff 6 1700 1780 1700
Sens 6 29% 0% 40%
Spec 6 91% 90% 91%
OR Quart 2 0 >0 0
p Value na <na na
95% C1 Of na >na na
OR Quart2 na na na
ORQuart33.1 >1.0 2.1
p Value 0. 34 <0.98 0.56
95% CI of 0.30 >0.062 0.18
OR Quart3 32 na 25
OR 3.1 >21 2.1
p Value 0. 34 <0.54 0.56
95% CI of 0.30 >0.18 0.18
OR Quart4 32 na 25
Neural cell adhesion molecule 1
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 2720 3990 2720 2690 2720 2100
Average 3340 390 3340 6270 3340 2870
StdeV 2880 3520 2880 11900 2880 2900
p(t—test) 0.093 5.4E—5 0.60
Min 0.234 171 0.234 375 0.234 138
Max 8400 15000 8400 55700 48400 9700
n (Samp) 1261 22 1261 20 1261 10
11 (Patient) 50 22 50 20 450 10
48hr orior to AKI stage
Cohort 1 Cohort 2
2780 3900
3450 3740
3260 2410
0.86
0.234 963
55700 6210
1325 4
465 4
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
——_2840 4560 2840 3280
———3410 8190 3410 3570
———2840 12900 2840 3190
_O—— 3-0E-10 0-88
——_O234 375 0234 346
__—8400 55700 48400 9700
n(Sarnp) 1116 1116 19 1116 7
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
11 (Patient) 364 14 364 19 364 7
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.59 0.42 0.70 0.55 0.58 0.62 0.40 0.57 0.48
SE 0.064 0.11 0.079 0.067 0.15 0.069 0.095 0.15 0.11
p 0.16 0.44 0.010 0.45 0.59 0.084 0.32 0.65 0.88
nCohortl 1261 1325 1116 1261 1325 1116 1261 1325 1116
nCohort 2 22 8 14 20 4 19 10 4 7
2080 1180 2560 1650
74% 70% 75% 71%
34% 16% 46% 24%
1740 957 957 1180
84% 80% 100% 86%
26% 11% 10% 14%
1110 341 957 325
95% 90% 100% 100%
13% 1% 10% 1%
A 060 3940 4040 4060
58% 20% 50% 29%
70% 70% 70% 70%
910 4850 4930 4910
A 2% 20% 50% 29%
80% 80% 80% 80%
6470 6440 6520 6470
32% 10% 0% 14%
90% 90% 90% 90%
1.7 1.0 1.0 1.0
0.48 1.0 1.0 1.0
95% CI of 0.40 0.14 0.062 0.14
OR Quart2
. . . 7.1 7.1 16 7.1
. . . 0.33 1.0 0 0
p Value . 0.34 1.0 na na
95% CI of 0.034 0.14 na na
OR Quart3
. . 3.2 7.1 na na
OR Quart 4 . . . . . 3.4 2.0 2.0 1.5
p Value 0.065 0.42 0.57 0.65
95% CI of 0.93 0.37 0.18 0.25
OR Quart4
. . 13 11 22 9.1
Tumor necrosis factor ligand superfamily member 10
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0285 0.0287 0.0285 0.0387 0.0285 0.0287
Average 2.55 7.89 2.55 9.52 2.55 0.125
StdeV 9.75 24.9 9.75 30.0 9.75 0.289
(t—test) 0.017 0.0029 0.46
Min 0.0110 0.0139 0.0110 0.0110 0.0110 0.0205
Max 159 113 159 134 159 0.894
n (Samp) 1234 21 1234 20 1234 9
11 nt) 56 21 56 20 456 9
“_24hroriortoAKI stage 48hr orior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
sCr only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0285 0.0243 0.0285 1.57 0.0285 0.0287
Average 2.78 1.22 2.78 1.66 2.78 0.0300
Stdev 10.9 3.38 10.9 1.89 10.9 0.00805
p(t—test) 0.69 0.84 0.62
Min 0.0110 0.0139 0.0110 0.0227 0.0110 0.0217
Max 159 9.58 159 3.47 159 0.0410
n (Samp) 1294 8 1294 4 1294 4
11 (Patient) 471 8 71 4 471 4
——24hrpriortoAKI stage 48hr prior to AKI stage
ort1 Cohort 2 Cohort 1 Cohort 2
———0.0285 0.0410 0.0285 0.0363
—2—_57 15-4 2-57 0-153
—9—_97 38-8 9-97 0-327
——— 6-1E-7 0-52
———0.0110 0.0110 0.0110 0.0205
———159 134 159 0-894
———1O92 19 1092 7
———372 19 372 7
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only sCr or UO sCr only UO only
AUC 0.57 0.45 0.59 0.61 0.58 0.46 0.49 0.48
SE 0.066 0.11 0.081 0.068 0.15 0.099 0.15 0.11
p 0.30 0.61 0.25 0.12 0.59 0.72 0.95 0.85
nCohort 1 1234 1294 1092 1234 1294 1234 1294 1092
nCohort 2 21 8 14 20 4 9 4 7
Cutoff 1 0.0247 0.0239 0.0285 0.0247 0.0239 0.0217 0.0285 0.0237
Sens 1 76% 88% 71% 70% 75% 78% 75% 71%
Spec 1 41% 33% 51% 41% 33% 22% 52% 28%
Cutoff 2 0.0239 0.0239 0.0247 0.0217 0.0217 0.0205 0.0205 0.0217
Sens 2 81% 88% 86% 80% 100% 89% 100% 86%
Spec 2 37% 33% 40% 22% 22% 19% 18% 21%
Cutoff 3 0.0239 0.0110 0.0110 0.0205 0.0217 0.0162 0.0205 0.0162
Sens 3 90% 100% 100% 90% 100% 100% 100% 100%
Spec 3 34% 3% 3% 19% 22% 15% 18% 14%
Cutoff4 0.0439 0.0410 0.0439 0.0439 0.0410 0.0439 0.0410 0.0439
Sens 4 24% 12% 29% 45% 50% 11% 0% 14%
Spec 4 74% 70% 74% 74% 70% 74% 70% 74%
Cutoff 5 0.0597 0.0597 0.0597 0.0597 0.0597 0.0597 0.0597 0.0597
Sens 5 24% 12% 29% 45% 50% 11% 0% 14%
Spec 5 80% 80% 81% 80% 80% 80% 80% 81%
Cutoff 6 5.80 5.86 5.80 5.80 5.86 5.80 5.86 5.80
Sens 6 19% 12% 29% 15% 0% 0% 0% 0%
Spec 6 90% 90% 90% 90% 90% 90% 90% 90%
OR Quart 2 3.0 1.0 1.00 0.39 1.00 4.0 >3.0 3.0
p Value 0.18 1.00 1.00 0.27 1.00 0.21 <0.34 0.34
95% C1 Of 0.61 0.062 0.14 0.076 0.062 0.45 >0.31 0.31
OR Quart2 15 16 7.1 2.1 16 36 na 29
OR Quart 34.1 5.1 3.0 0.80 0 2.0 >0 1.0
p Value 0.078 0.14 0.18 0.74 na 0.57 <na 1.0
95% C1 Of 0.86 0.59 0.61 0.21 na 0.18 >na 0.062
OR Quart3 19 44 15 3.0 na 22 na 16
OR Quart 4 2.5 1.0 2.0 1.8 2.0 2.0 >1.0 2.0
p Value 0.27 1.00 0.42 0.29 0.57 0.57 <1.00 0.57
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
95% CI of 0.48 0.062 0.36 0.60 0.18 0.60 0.18 >0.063 0.18
OR Quart4 13 16 11 5.5 22 5.5 22 na 22
Myeloid differentiation primary response protein MyD88
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.000533 0.000146 0.000533 0.000165
Average 0.0162 0.000146 0.0162 0.00319
StdeV 0.0567 2.76E—5 0.0567 0.00825
p(t—test) 0.69 0.52
Min 0.000126 0.000126 0.000126 0.000165
Max 0.671 0.000165 0.671 0.0236
n (Samp) 247 2 247 8
11 (Patient) 141 2 141 8
4hr orior to AKI stage
ohort 1 ohort 2
.000533 .000165
.0159 .000288
.0562 .000213
.000126 .000165
.671 .000533
11 (Sam) 52
11 nt) 45
UO only 24hr prior to AKI stage
Cohort 1 Cohort 2
Median 0.000533 0.000165
e 0.0141 0.000239
StdeV 0.0390 0.000165
p(t—test) 0.43
Min 0.000126 65
Max 0.371 0.000533
11 (Samp) 233 5
11 (Patient) 128 5
orior to AKI stage orior to AKI stage
sCr only sCr or UO sCr only
nd 0.38 0.33
nd 0.11 0.17
nd 0.25 0.33
nd 247 252
nd 8 3
nd 0.000126 0.000126
nd 100% 100%
nd 11% 10%
nd 0.000126 26
nd 100% 100%
nd 11% 10%
nd 0.000126 0.000126
nd 100% 100%
nd 11% 10%
0hr prior to AKI stage 24hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only
Cutoff 4 0.00247 nd nd 0.00247 0.00237 0.00616
Sens 4 0% nd nd 12% 0% 0%
Spec 4 70% nd nd 70% 70% 71%
Cutoff 5 0.0184 nd nd 0.0184 0.0184 0.0190
Sens 5 0% nd nd 12% 0% 0%
Spec 5 80% nd nd 80% 81% 80%
Cutoff 6 0.0393 nd nd 0.0393 0.0387 0.0387
Sens 6 0% nd nd 0% 0% 0%
Spec 6 90% nd nd 90% 90% 90%
OR Quart 2 >0 nd nd 2.0 >0 >10
p Value <na nd nd 0.57 <na <0.98
95% C1 Of >na nd nd 0.18 >na >0.063
OR Quart2 na nd nd 23 na na
OR Quart 3 >0 nd nd 5.3 >3.1 >0
p Value <na nd nd 0.13 <0.33 <na
95% C1 Of >na nd nd 0.61 >0.32 >na
OR Quart3 na nd nd 47 na na
OR Quart 4 >21 nd nd 0 >0 >44
p Value <0.55 nd nd na <na <0.19
95% C1 Of >0.19 nd nd na >na >0.47
OR Quart4 na nd nd na na na
Table 10: Comparison of marker levels in EDTA samples collected from
Cohort 1 (patients that did not progress beyond RIFLE stage 0, R, or I) and in EDTA
s collected from Cohort 2 (subjects who progress to RIFLE stage F) at 0, 24 hours,
and 48 hours prior to the subject reaching RIFLE stage I.
Heat shock 70 kDa protein 1
24hr prior to AKI stage
24hr prior to AKI stage
sCr or UO sCr only UO only
AUC 0.64 nd 0.64
SE 0.21 nd 0.21
p 0.51 nd 0.52
nCohort 1 129 nd 1 13
nCohort 2 2 nd 2
Cutoff 1 837 nd 837
Sens 1 100% nd 100%
Spec 1 49% nd 49%
Cutoff 2 837 nd 837
Sens 2 100% nd 100%
Spec 2 49% nd 49%
Cutoff 3 837 nd 837
Sens 3 100% nd 100%
Spec 3 49% nd 49%
Cutoff 4 1560 nd 1560
Sens 4 50% nd 50%
Spec 4 71% nd 71%
Cutoff 5 2550 nd 2550
Sens 5 0% nd 0%
Spec 5 81% nd 81%
Cutoff 6 3630 nd 3540
Sens 6 0% nd 0%
Spec 6 91% nd 90%
OR Quart 2>1.0 nd >1.0
p Value <1.0 nd <10
95% CI of >0.060 nd >0.060
OR Quart2 na nd na
OR Quart 3 >0 nd >0
p Value <na nd <na
95% Cl Of >na nd >na
OR Quart3 na nd na
OR Quart4>1.0 nd >1.0
p Value <1.0 nd <10
95% CI of >0.060 nd >0.060
OR Quart4 na nd na
n-like growth factor 1 receptor
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0484 0.0490 0.0484 0.0644 0.0484 0.0214
———0.521 0.0732 0.521 0.0337
2——_80 0-0681 2-80 0-0410
_—— 0-75 0-7 6
———9.84E—5 11 9.84E—5 0.000211
———21-0 0-164 21-0 0-0795
-——229 4 229 3
11 (Patient) 148 2 148 4 148 3
U0 only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median nd nd 0.0520 0.0319 0.0520 0.0108
Average nd nd 0.336 0.0570 0.336 0.0108
StdeV nd nd 2.14 0.0752 2.14 0.0150
(t—test) nd nd 0.80 0.83
Min nd nd 0.000172 0.000211 0.000172 0.000211
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Max nd nd 21.0 0.164 21.0 0.0214
n (Samp) nd nd 196 4 196 2
11 (Patient) nd nd 124 4 124 2
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.46 nd nd 0.56 nd 0.39 0.33 nd 0.11
SE 0.21 nd nd 0.15 nd 0.15 0.17 nd 0.15
p 0.83 nd nd 0.71 nd 0.47 0.32 nd 0.010
nCohort 1 229 nd nd 229 nd 196 229 nd 196
nCohort 2 2 nd nd 4 nd 1 3 nd 2
0.00767 0.000208 nd 0.000208
100% nd 100%
3% nd 3%
0.00767 0.000208 0.000208 nd 08
100% nd 100%
3% nd 3%
0.00767 0.000208 0.000208 nd 0.000208
100% nd 100%
3% nd 3%
0.0699 nd 0.0769
33% nd 0%
70% nd 70%
0.0888 nd 0.0888
0% nd 0%
81% nd 81 %
0.135 nd 0.135
0% nd 0%
90% nd 90%
. >1.0 nd >0
1.0 <0.99 nd <na
95%C1<>f—>na
0R Quartz n—
p Value —<na
95% CI of na >na nd >na
OR Quart3 n—
OR Quart 4 . 2.0 >2.1 nd >2.1
p Value —<0-54
>f—>0-19
OR Quart4 23 na nd na
Neural cell adhesion molecule 1
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 181000 111000 181000 166000 181000 162000
Average 186000 154000 186000 177000 186000 163000
StdeV 72800 88700 72800 50000 72800 22700
(t—test) 0.45 0.76 0.52
Min 190 96200 190 125000 190 140000
Max 520000 256000 520000 245000 520000 187000
11 (Samp) 369 3 369 6 369 4
11 (Patient) 201 3 201 6 201 4
WO 43310
sCr only 48hr prior to AKI stage
Cohort 1 Cohort 2
Median 181000 154000
Average 186000 154000
StdeV 72400 19300
p(t—test) 0.53
Min 190 140000
Max 520000 167000
11 (Samp) 376 2
11 (Patient) 205 2
—————
—————
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
AUC 0.35 nd nd 0.47 nd 0.40 0.38 0.32 0.39
SE 0.17 nd nd 0.12 nd 0.14 0.15 0.21 0.21
p 0.39 nd nd 0.79 nd 0.48 0.43 0.40 0.60
nCohort 1 369 nd nd 369 nd 339 369 376 339
nCohort 2 3 nd nd 6 nd 5 4 2 2
Cutoff 1 95600 nd nd 131000 nd 130000 147000 140000 147000
Sens 1 100% nd nd 83% nd 80% 75% 100% 100%
Spec 1 7% nd nd 20% nd 22% 28% 24% 30%
Cutoff 2 95600 nd nd 131000 nd 130000 140000 140000 147000
Sens 2 100% nd nd 83% nd 80% 100% 100% 100%
Spec 2 7% nd nd 20% nd 22% 24% 24% 30%
Cutoff 3 95600 nd nd 125000 nd 109000 140000 140000 147000
Sens 3 100% nd nd 100% nd 100% 100% 100% 100%
Spec 3 7% nd nd 16% nd 12% 24% 24% 30%
Cutoff 4 208000 nd nd 208000 nd 207000 208000 208000 207000
Sens 4 33% nd nd 33% nd 20% 0% 0% 0%
Spec 4 70% nd nd 70% nd 70% 70% 70% 70%
Cutoff 5 229000 nd nd 229000 nd 228000 229000 229000 228000
Sens 5 33% nd nd 33% nd 20% 0% 0% 0%
Spec 5 80% nd nd 80% nd 80% 80% 80% 80%
Cutoff 6 268000 nd nd 268000 nd 262000 268000 266000 262000
Sens 6 0% nd nd 0% nd 0% 0% 0% 0%
Spec 6 90% nd nd 90% nd 90% 90% 90% 90%
OR Quart 2 0 nd nd 0 nd 0 >10 >0 >0
p Value na nd nd na nd na <0.99 <na <na
95% C1 Of na nd nd na nd na >0.063 >na >na
OR Quart2 na nd nd na nd na na na na
OR Quart 3 0 nd nd 1.0 nd 2.0 >21 >10 >21
p Value na nd nd 1.0 nd 0.57 <0.56 <0.99 <0.55
95% C1 Of na nd nd 0.14 nd 0.18 >0.18 >0.062 >0.18
OR Quart3 na nd nd 7.3 nd 23 na na na
OR Quart 4 2.0 nd nd 1.0 nd 2.0 >10 >10 >0
p Value 0.57 nd nd 0.99 nd 0.57 <0.99 <0.99 <na
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
95% CI of 0.18 nd nd 0.14 nd 0.18 >0.063 >0.063 >na
OR Quart4 23 nd nd 7.3 nd 23 na na na
Tumor necrosis factor ligand superfamily member 10
sCr or UO 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0313 0.0313 0.0313 0.0271 0.0313 0.0313
e 7.00 1.03 7.00 0.615 7.00 3.95
StdeV 29.0 2.23 29.0 1.44 29.0 7.84
p(t—test) 0.65 0.59 0.83
Min 0.0162 0.0228 0.0162 0.0228 0.0162 0.0162
Max 292 5.02 292 3.56 292 15.7
n (Samp) 290 5 290 6 290 4
11 (Patient) 174 5 174 6 174 4
“_24hroriortoAKI stage 48hr orior to AKI stage
———Cohort1 Cohort 2 Cohort 1 Cohort 2
mm0-0271 nd nd
6——_84 0-0271 nd nd
———28-6 000598 nd nd
_—— 0-74 nd nd
0——_0162 0-0228 nd nd
———292 0-0313 nd nd
-——300 2 nd nd
———180 2 nd nd
UO only 0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median nd nd 0.0313 0.0228 0.0313 0.0313
Average nd nd 6.81 0.0262 6.81 0.0313
StdeV nd nd 29.7 0.00463 29.7 0
p(t—test) nd nd 0.61 0.75
Min nd nd 0.0162 0.0228 0.0162 0.0313
Max nd nd 292 0.0313 292 0.0313
n (Samp) nd nd 271 5 271 2
11 (Patient) nd nd 158 5 158 2
orior to AKI stage orior to AKI stage orior to AKI stage
sCr only sCr only sCr only
0.40 0.40 nd
0.21 0.21 nd
0.62 0.62 nd
300 300 nd
2 2 nd
0.0205 0.0205
100% 100% nd
23% 23% nd
0.0205 0.0205 nd
100% 100% nd
23% 23% nd
0.0205 0.0205 nd
100% 100% nd
23% 23% nd
0hr prior to AKI stage 24hr prior to AKI stage 48hr prior to AKI stage
sCr or UO sCr only UO only sCr or UO sCr only UO only sCr or UO sCr only UO only
Cutoff4 0.171 0.0943 nd 0.171 0.0943 0.0700 0.171 nd 0.0700
Sens 4 20% 0% nd 17% 0% 0% 25% nd 0%
Spec 4 70% 70% nd 70% 70% 70% 70% nd 70%
Cutoff 5 3.61 3.61 nd 3.61 3.61 3.32 3.61 nd 3.32
Sens 5 20% 0% nd 0% 0% 0% 25% nd 0%
Spec 5 81% 80% nd 81% 80% 80% 81% nd 80%
Cutoff 6 14.0 14.0 nd 14.0 14.0 13.4 14.0 nd 13.4
Sens 6 0% 0% nd 0% 0% 0% 25% nd 0%
Spec 6 90% 90% nd 90% 90% 90% 90% nd 90%
OR Quart 2 0 >0 nd 0 >0 >0 0 nd >0
p Value na <na nd na <na <na na nd <na
95% C1 Of na >na nd na >na >na na nd >na
OR Quart2 na na nd na na na na nd na
OR Quart 34.2 >2.1 nd 5.3 >21 >54 2.0 nd >2.1
p Value 0.21 <0.56 nd 0.13 <0.56 <0.13 0.57 nd <0.55
95% C1 Of 0.45 >0.18 nd 0.60 >0.18 >0.61 0.18 nd >0.19
OR Quart3 38 na nd 46 na na 23 nd na
OR Quart 4 0 >0 nd 0 >0 >0 1.0 nd >0
p Value na <na nd na <na <na 0.99 nd <na
95% C1 Of na >na nd na >na >na 0.062 nd >na
OR Quart4 na na nd na na na 17 nd na
Myeloid differentiation primary se protein MyD88
sCr or UO 24hr prior to AKI stage
Cohort 1 Cohort 2
Median 0.000368 0.000368
Average 0.00229 0.000350
StdeV 0.0167 0.000118
p(t—test) 0.84
Min 0.000126 0.000224
Max 0.194 0.000457
11 (Samp) 253 3
11 (Patient) 144 3
__-'-I
____
"—nd
24hr prior to AKI stage
sCr or UO sCr only UO only
Spec 1 0% nd 53%
Cutoff 2 26 nd 0.000296
Sens 2 100% nd 100%
Spec 2 0% nd 53%
Cutoff 3 0.000126 nd 0.000296
Sens 3 100% nd 100%
Spec 3 0% nd 53%
Cutoff 4 0.000368 nd 0.000368
Sens 4 33% nd 50%
Spec 4 73% nd 74%
Cutoff 5 0.000457 nd 0.000457
Sens 5 0% nd 0%
Spec 5 96% nd 96%
Cutoff 6 0.000457 nd 0.000457
Sens 6 0% nd 0%
Spec 6 96% nd 96%
OR Quart 2 1.0 nd >0
p Value 1.0 nd <na
95% C1 Of 0.061 nd >na
OR Quart2 16 nd na
OR Quart 3 0 nd >2.1
p Value na nd <0.56
95% CI of na nd >0.18
OR Quart3 na nd na
OR Quart 4 1.0 nd >0
p Value 1.0 nd <na
95% C1 Of 0.061 nd >na
OR Quart4 16 nd na
Table 11: Comparison of marker levels in enroll urine samples collected from
Cohort 1 (patients that did not progress beyond RIFLE stage 0 or R within 48hrs) and in
enroll urine samples collected from Cohort 2 (subjects reaching RIFLE stage I or F within
48hrs). Enroll samples from ts already at RIFLE stage I or F were ed in
Cohort 2.
Stromelysin-leetalloproteinase inhibitor 2 complex
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.487 10.9 0.487 343 0.237 31.8
Average 85.9 135 82.5 295 63.8 151
StdeV 314 197 298 263 303 204
p(t—test) 0.65 0.23 0.44
Min 0.237 0.487 0.237 10.9 0.237 0.487
Max 1930 530 1930 530 1930 530
n (Samp) 9 9 55 3 41 8
11 (Patient) 9 9 55 3 41 8
At Enrollment
sCr or UO sCr only UO only
AUC 0.79 0.90 0.82
SE 0.094 0.12 0.094
At ment
sCr or UO sCr only UO only
p 0.0019 7.3E—4 6.2E—4
nCohort 1 49 55 41
nCohort 2 9 3 8
Cutoff1 0.237 3.84 0.237
Sens 1 100% 100% 100%
Spec 1 49% 82% 56%
Cutoff 2 0.237 3.84 0.237
Sens 2 100% 100% 100%
Spec 2 49% 82% 56%
Cutoff 3 0.237 3.84 0.237
Sens 3 100% 100% 100%
Spec 3 49% 82% 56%
Cutoff 4 0.487 0.487 0.487
Sens 4 56% 100% 50%
Spec 4 82% 80% 83%
Cutoff 5 0.487 0.487 0.487
Sens 5 56% 100% 50%
Spec 5 82% 80% 83%
Cutoff 6 201 201 85.2
Sens 6 33% 67% 38%
Spec 6 92% 91% 90%
OR Quart 2 >22 >0 >1.1
p Value <0.55 <na <0.95
95% C1 of >017 >na >0.061
OR Quart2 na na na
OR Quart 3 >23 >0 >40
p Value <0.51 <na <0.26
95% CI of >019 >na >0.35
OR Quart3 na na na
OR Quart 4 >70 >35 >53
p Value <0.097 <0.30 <0.16
95% CI of >071 >0.32 >0.51
OR Quart4 na na na
Heat shock 70 kDa protein 1
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 257 1300 342 1510 225 1090
Average 1 37 3130 690 3320 449 3360
—I—l—1660 3510 484 4460
_—— 0-015 1-0E-4
0——_297 1090 0-297 250
———11800 7360 1870 11800
-I__51 3 41 7
11 (Patient) 1 6 8 51 3 41 7
At Enrollment
sCr or UO sCr only UO only
AUC 0.85 0.93 0.83
SE 0.090 0.10 0.099
1.2E—4 4.4E—5 9.2E—4
nCohort 1 46 51 41
nCohort 2 8 3 7
Cutoff 1 755 1020 755
At Enrollment
sCr or UO sCr only UO only
Sens 1 75% 100% 71%
Spec 1 80% 88% 80%
Cutoff 2 408 1020 408
Sens 2 88% 100% 86%
Spec 2 61% 88% 61%
Cutoff 3 225 1020 225
Sens 3 100% 100% 100%
Spec 3 50% 88% 51%
Cutoff 4 634 660 627
Sens 4 75% 100% 71%
Spec 4 72% 71 % 71 %
Cutoff 5 755 782 755
Sens 5 75% 100% 71%
Spec 5 80% 80% 80%
Cutoff 6 1020 1150 1020
Sens 6 62% 67% 57%
Spec 6 91% 90% 90%
OR Quart2 >1.0 >0 >1.1
p Value <1.0 <na <0.95
95% CI of >0.056 >na >0.061
OR Quart2 na na na
OR Quart 3 >24 >0 >24
p Value <0.51 <na <0.50
95% CI of >019 >na >0.19
OR Quart3 na na na
OR Quart 4 >72 >35 >60
p Value <0.093 <0.30 <0.14
95% CI of >072 >0.32 >0.56
OR Quart4 na na na
Insulin-like growth factor 1 receptor
sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2
0.0103 0.0197 0.0103 0.0292
0.0245 0.0223 0.0174 0.0664
0.0515 0.0152 0.0233 0.122
0.94 0.018
0 000123 0.00862 0.000123 0.00132
0.0388 0.0976 0.365
At Enrollment
sCr or UO sCr only UO only
AUC 0.67 0.62 0.72
SE 0.1 1 0.18 0.1 1
0.11 0.49 0.039
nCohort 1 49 55 41
nCohort 2 9 3 8
Cutoff 1 0.00862 0.00454 2
Sens 1 78% 100% 88%
Spec 1 41% 33% 46%
Cutoff 2 0.00454 0.00454 0.00862
Sens 2 89% 100% 88%
At Enrollment
sCr or UO sCr only UO only
Spec 2 35% 33% 46%
Cutoff 3 0.000519 0.00454 0.000519
Sens 3 100% 100% 100%
Spec 3 24% 33% 29%
Cutoff4 0.0197 0.0211 0.0169
Sens 4 44% 33% 62%
Spec 4 71% 71% 71%
Cutoff 5 0.0296 0.0339 0.0292
Sens 5 44% 33% 50%
Spec 5 82% 80% 80%
Cutoff 6 0.0423 0.0436 0.0388
Sens 6 22% 0% 38%
Spec 6 92% 91% 90%
OR Quart2 3.2 >1.0 >1.1
p Value 0.33 <1.0 <0.95
95% CI of 0.30 >0.057 >0.061
OR Quart2 36 na na
OR Quart 3 1.0 >1.1 >4.0
p Value 1.0 <0.96 <0.26
95% CI of 0.056 >0.061 >0.35
OR Quart3 18 na na
OR Quart 4 4.7 >10 >53
p Value 0.19 <1.0 <0.16
95% C1 0f 0.46 >0.057 >0.51
OR Quart4 49 na na
72 kDa type IV enase:Metalloproteinase inhibitor 2 complex
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 36.4 527 57.4 527 46.9 561
Average 345 960 853 5570 320 5560
StdeV 585 7200 2700 9040 551 7450
p(t—test) 5.4E—5 0.016 3.4E—5
Min 1.15 1.15 1.15 171 1.15 1.15
Max 2270 16000 16000 16000 2270 16000
n (Samp) 5 9 51 3 40 8
11 (Patient) 5 9 51 3 40 8
At Enrollment
sCr or UO sCr only UO only
0.67 0.78 0.68
0.1 1 0.16 0.1 1
0.10 0.081 0.11
45 51 40
9 3 8
158 158 234
78% 100% 75%
64% 61% 72%
0 158 0
100% 100% 100%
0% 61% 0%
0 158 0
100% 100% 100%
0% 61% 0%
At Enrollment
sCr or UO sCr only UO only
Cutoff 4 234 378 189
Sens 4 67% 67% 75%
Spec 4 71 % 71 % 70%
Cutoff 5 656 660 419
Sens 5 33% 33% 62%
Spec 5 80% 80% 80%
Cutoff 6 1380 1450 1120
Sens 6 33% 33% 38%
Spec 6 91% 90% 90%
OR Quart 2 0 >0 0
p Value na <na na
95% CI of na >na na
OR Quart2 na na na
OR Quart 3 1.6 >2.4 1.0
p Value 0.62 <0.51 1.0
95% CI of 0.23 >0.19 0.12
OR Quart?) 12 na 8.6
OR Quart 4 2.2 >1.0 2.5
p Value 0.42 <1.0 0.35
95% CI of 0.33 >0.056 0.36
OR Quart4 15 na 17
Neural cell adhesion molecule 1
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 2440 3710 2670 4860 2490 3900
Average 3050 5520 3340 7980 3120 5680
StdeV 2340 7260 3480 8950 2140 7560
st) 5.1E—8 3.7E—7 4.7E—7
Min 6.83 138 6.83 171 173 138
Max 22000 55700 55700 31700 15500 55700
n (Samp) 380 91 48 19 297 79
11 (Patient) 380 91 48 19 297 79
At Enrollment
sCr or UO sCr onl UO onl
AUC 0.65 0.68 0.64
SE 0.034 0.069 0.037
o 1.8E—5 0.011 1.2E—4
nCohort 1 380 448 297
nCohort 2 91 19 79
Cutoff 1 2670 2850 2670
Sens 1 70% 74% 71%
Spec 1 54% 55% 53%
Cutoff 2 2130 2200 2080
Sens 2 80% 84% 81%
Spec 2 42% 42% 39%
Cutoff3 1210 1230 1110
Sens 3 90% 95% 91%
Spec 3 19% 19% 14%
Cutoff 4 3740 3910 3910
Sens 4 49% 53% 49%
Spec 4 70% 70% 70%
Cutoff 5 4550 4730 4750
At Enrollment
sCr or UO sCr only UO only
Sens 5 34% 53% 34%
Spec 5 80% 80% 80%
Cutoff 6 5740 6280 6040
Sens 6 23% 32% 24%
Spec 6 90% 90% 90%
OR Quart 2 1.3 0.66 1.5
p Value 0.57 0.65 0.30
95% CI of 0.57 0.11 0.68
OR Quart2 2.7 4.0 3.5
OR Quart 3 2.5 1.3 2.6
p Value 0.013 0.71 0.017
95% C1 Of 1.2 0.29 1.2
OR Quart3 5.1 6.1 5.7
OR Quart 4 3.2 3.5 3.2
p Value 0.0010 0.061 0.0030
95% CI of 1.6 0.94 1.5
OR Quart4 6.5 13 6.9
Tumor necrosis factor ligand superfamily member 10
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0257 0.0269 0.0257 0.0271 0.0257 0.0285
Average 2.34 .96 2.69 6.59 2.28 5.68
StdeV 9.11 19.8 11.1 25.2 9.37 21.4
p(t—test) 0.064 0.16 0.040
Min 0.0110 0.0110 0.0110 0.0110 0.0110 0.0139
Max 83.5 134 134 113 83.5 134
n (Samp) 370 89 35 20 291 76
11 nt) 370 89 35 20 291 76
At Enrollment
sCr or UO sCr onl UO onl
AUC 0.58 0.56 0.58
SE 0.035 0.068 0.038
o 0.015 0.37 0.024
nCohort 1 370 435 291
nCohort 2 89 20 76
Cutoff 1 0.0239 0.0239 0.0239
Sens 1 80% 70% 79%
Spec 1 46% 44% 42%
Cutoff 2 0.0237 0.0239 0.0237
Sens 2 85% 85% 86%
®%2 %% n% m%
Cutoff 3 0.0217 0.0217 0.0227
Sens 3 93% 90% 91%
Spec 3 34% 29% 35%
Cutoff4 0.0439 0.0410 0.0439
Sens 4 21% 30% 22%
Spec 4 74% 70% 75%
Cutoff 5 0.0597 0.0597 0.0526
Sens 5 20% 30% 22%
Spec 5 82% 82% 81%
Cutoff 6 4.27 4.75 3.36
Sens 6 13% 10% 17%
At Enrollment
sCr or UO sCr only UO only
Spec 6 90% 90% 90%
OR Quart 2 7.6 4.2 12
p Value 1.5E—5 0.074 1.1E—5
95% CI of 3.0 0.87 3.9
OR Quart2 19 20 35
OR Quart 3 6.4 2.0 7.2
p Value 8.4E—5 0.42 4.6E—4
95% CI of 2.5 0.36 2.4
OR Quart3 16 11 22
OR Quart4 3.6 3.1 4.9
p Value 0.0094 0.17 0.0057
95% CI of 1.4 0.61 1.6
OR Quart4 9.3 16 15
Table 12: Comparison of marker levels in enroll EDTA s ted
from Cohort 1 (patients that did not progress beyond RIFLE stage 0 or R within 48hrs)
and in enroll EDTA samples collected from Cohort 2 (subjects reaching RIFLE stage I or
F within 48hrs). Enroll samples from patients already at stage I or F were included in
Cohort 2.
Heat shock 70 kDa protein 1
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 905 1080 nd nd 949 1080
Average 1300 1080 nd nd 1200 1080
StdeV 1610 642 nd nd 1150 642
p(t—test) 0.70 nd nd 0.77
Min .58 261 nd nd 4.58 261
Max 9150 2280 nd nd 4430 2280
n (Samp) 6 9 nd nd 40 9
11 (Patient) 6 9 nd nd 40 9
At Enrollment
sCr or UO sCr only UO only
AUC 0.56 nd 0.54
SE 0.11 nd 0.11
p 0.60 nd 0.73
nCohort 1 46 nd 40
nCohort 2 9 nd 9
Cutoff 1 705 nd 618
Sens 1 78% nd 78%
Spec 1 48% nd 45%
Cutoff 2 297 nd 297
Sens 2 89% nd 89%
Spec 2 28% nd 28%
Cutoff 3 252 nd 252
Sens 3 100% nd 100%
Spec 3 24% nd 22%
Cutoff 4 1370 nd 1370
Sens 4 33% nd 33%
Spec 4 72% nd 70%
At Enrollment
sCr or UO sCr only UO only
Cutoff 5 1970 nd 1970
Sens 5 11% nd 11%
Spec 5 80% nd 80%
Cutoff 6 3400 nd 3300
Sens 6 0% nd 0%
Spec 6 91% nd 90%
OR Quart 2 3.3 nd 3.7
p Value 0.33 nd 0.29
95% C1 Of 0.29 nd 0.32
OR QuartZ 36 nd 42
OR Quart 3 3.3 nd 3.7
p Value 0.33 nd 0.29
95% CI of 0.29 nd 0.32
OR Quart3 36 nd 42
OR Quart 4 2.0 nd 2.0
p Value 0.59 nd 0.59
95% CI of 0.16 nd 0.16
0R Q1181rt4 25 nd 25
Insulin-like growth factor 1 receptor
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0458 0.0656 0.0498 0.0283 0.0514 0.0619
Average 0.465 1.16 0.412 3.91 0.540 0.0941
StdeV 2.58 .56 2.38 8.68 2.79 0.133
p(t—test) 0.40 0.013 0.54
Min 0.000208 0.000172 0.000172 0.00927 0.000208 0.000172
Max 20.5 19.4 20.5 19.4 20.5 0.543
n (Samp) 68 18 80 5 58 15
11 (Patient) 68 18 80 5 58 15
At ment
sCr or UO sCr onl UO onl
AUC 0.57 0.43 0.53
SE 0.078 0.14 0.085
o 0.39 0.62 0.70
nCohort 1 68 80 58
t 2 18 5 15
Cutoff 1 0.0373 0.0134 0.0373
Sens 1 72% 80% 73%
Spec 1 41% 12% 36%
Cutoff 2 0.0134 0.0134 0.0258
Sens 2 83% 80% 80%
Spec 2 12% 12% 26%
Cutoff 3 0.000208 0.00497 0.000208
Sens 3 94% 100% 93%
Spec 3 3% 9% 2%
Cutoff 4 0.0668 0.0766 0.0766
Sens 4 50% 20% 40%
Spec 4 71% 70% 71%
Cutoff 5 0.0839 0.0839 0.0839
Sens 5 33% 20% 33%
Spec 5 84% 80% 83%
Cutoff 6 0.139 0.139 0.167
At ment
sCr or UO sCr only UO only
Sens 6 17% 20% 7%
Spec 6 91% 90% 91%
OR Quart 2 0.94 1.0 1.4
p Value 0.94 0.97 0.67
95% CI of 0.20 0.061 0.27
OR Quart2 4.4 18 7.5
OR Quart 3 1.0 1.0 1.0
p Value 1.0 0.97 1.0
95% CI of 0.21 0.061 0.17
OR Quart3 4.7 18 5.8
OR Quart 4 1.6 2.2 1.8
p Value 0.53 0.53 0.48
95% CI of 0.38 0.19 0.36
OR Quart4 6.7 26 8.9
Neural cell adhesion molecule 1
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 183000 162000 179000 147000 181000 162000
Average 186000 154000 180000 158000 184000 152000
StdeV 73200 64800 73400 55400 68800 65200
p(t—test) 0.034 0.56 0.036
Min 791 190 190 111000 791 190
Max 94000 331000 94000 230000 461000 331000
11 (Samp) 111 28 134 4 100 26
11 (Patient) 111 28 134 4 100 26
At Enrollment
sCr or UO sCr onl UO onl
AUC 0.35 0.40 0.35
SE 0.061 0.15 0.064
o 0.018 0.52 0.018
nCohort 1 111 134 100
nCohort 2 28 4 26
Cutoff 1 111000 114000 109000
Sens 1 71% 75% 73%
Spec 1 13% 18% 12%
Cutoff 2 93300 109000 93300
Sens 2 82% 100% 81%
Spec 2 8% 15% 8%
Cutoff 3 79400 109000 79400
Sens 3 93% 100% 92%
Spec 3 5% 15% 5%
Cutoff 4 214000 208000 214000
Sens 4 14% 25% 12%
Spec 4 70% 70% 70%
Cutoff 5 229000 228000 229000
Sens 5 11% 25% 8%
Spec 5 80% 81% 80%
Cutoff 6 268000 265000 265000
Sens 6 4% 0% 4%
Spec 6 90% 90% 90%
OR Quart 2 1.3 0 1.9
p Value 0.72 na 0.43
At Enrollment
sCr or UO sCr only UO only
95% CI of 0.32 na 0.40
OR Quart2 5.3 na 8.6
OR Quart 3 2.3 1.0 3.2
p Value 0.21 1.0 0.11
95% CI of 0.62 0.060 0.77
OR Quart3 8.5 17 14
OR Quart 4 3.7 2.1 4.6
p Value 0.042 0.55 0.033
95%C10f 1.0 0.18 1.1
OR Quart4 13 25 19
Tumor is factor ligand superfamily member 10
sCr or UO sCr only UO only
Cohort 1 Cohort 2 Cohort 1 Cohort 2 Cohort 1 Cohort 2
Median 0.0247 0.0276 0.0247 0.0313 0.0313 0.0276
Average 10.2 2.74 8.59 7.70 11.1 1.20
StdeV 28.2 9.26 25.9 16.7 29.3 3.76
p(t—test) 0.19 0.93 0.12
Min 0.0162 0.0162 0.0162 0.0162 0.0162 0.0162
Max 172 4.8 172 44.8 172 15.7
n (Samp) 85 26 103 7 78 22
11 (Patient) 85 26 103 7 78 22
At Enrollment
sCr or UO sCr onl UO onl
AUC 0.47 0.53 0.46
SE 0.065 0.11 0.071
o 0.70 0.82 0.60
nCohort 1 85 103 78
nCohort 2 26 7 22
Cutoffl 0.0197 0.0197 0.0197
Sens 1 81% 86% 82%
Spec 1 21% 21% 21%
Cutoff 2 0.0197 0.0197 0.0197
Sens 2 81% 86% 82%
Spec 2 21% 21% 21%
Cutoff 3 0 0 0.0162
Sens 3 100% 100% 91%
Spec 3 0% 0% 9%
Cutoff4 0.0317 0.0317 0.0700
Sens 4 19% 29% 18%
Spec 4 71% 73% 71%
Cutoff 5 2.48 1.46 4.64
Sens 5 12% 29% 9%
Spec 5 80% 81% 81%
Cutoff 6 33.1 25.8 43.5
Sens 6 4% 14% 0%
Spec 6 91% 90% 91%
OR Quart 2 2.8 2.0 2.9
p Value 0.12 0.58 0.17
95% C1 0f 0.76 0.17 0.64
OR QuartZ 11 23 13
OR Quart 3 2.4 2.1 1.8
p Value 0.20 0.56 0.44
At Enrollment
sCr or UO sCr only UO only
95% CI of 0.63 0.18 0.39
OR Quart3 9.2 24 8.7
OR Quart 4 1.4 2.0 2.9
p Value 0.67 0.58 0.17
95% CI of 0.32 0.17 0.64
OR Quart4 5.7 23 13
While the invention has been bed and exemplified in sufficient detail for
those skilled in this art to make and use it, various alternatives, cations, and
improvements should be apparent t departing from the spirit and scope of the
invention. The examples provided herein are representative of preferred embodiments, are
exemplary, and are not intended as limitations on the scope of the invention.
Modifications therein and other uses will occur to those skilled in the art. These
modifications are encompassed within the spirit of the ion and are defined by the
scope of the claims.
It will be readily nt to a person skilled in the art that varying
substitutions and modifications may be made to the invention disclosed herein without
departing from the scope and spirit of the invention.
All patents and publications mentioned in the specification are indicative of
the levels of those of ordinary skill in the art to which the ion ns. All patents
and publications are herein incorporated by reference to the same extent as if each
individual publication was specifically and individually indicated to be incorporated by
nce.
The invention illustratively described herein suitably may be practiced in the
absence of any element or elements, limitation or limitations which is not specifically
disclosed herein. Thus, for example, in each instance herein any of the terms
“comprising”, “consisting essentially of” and “consisting of” may be replaced with either
of the other two terms. The terms and expressions which have been employed are used as
terms of description and not of limitation, and there is no intention that in the use of such
terms and expressions of excluding any equivalents of the features shown and described
or portions thereof, but it is recognized that various modifications are possible within the
scope of the invention claimed. Thus, it should be tood that although the present
invention has been specifically disclosed by preferred embodiments and optional features,
modification and variation of the concepts herein disclosed may be resorted to by those
2012/052298
skilled in the art, and that such modifications and variations are considered to be within
the scope of this invention as defined by the appended Claims.
Other embodiments are set forth within the following Claims.
We
Claims (124)
1. A method for evaluating renal status in a subject ex vivo, comprising: performing one or more assays configured to detect one or more biomarkers in a body fluid sample obtained usly from the subject to provide an assay result, wherein at least one of the markers is 72 kDa type IV enase:Metalloproteinase inhibitor 2 complex; and correlating an assay result(s) to the renal status of the subject.
2. A method according to claim 1, wherein said correlation step comprises correlating the assay result(s) to one or more of risk stratification, diagnosis, g, prognosis, classifying and monitoring of the renal status of the subject.
3. A method according to claim 1 or claim 2, wherein said correlating step comprises assigning a likelihood of one or more future changes in renal status to the subject based on the assay result(s).
4. A method according any one of claims 1 to 3, wherein said one or more future changes in renal status comprise one or more of a future injury to renal on, future reduced renal on, future improvement in renal on, and future acute renal failure (ARF).
5. A method according to any one of claims 1 to 4, further comprising one or more assays to detect at least 1, 2, 3, or 4 of: a measured concentration of Heat shock 70 kDa protein 1, a measured concentration of Alphaantitrypsin Neutrophil elastase complex, a ed concentration of Stromelysin-1:Metalloproteinase inhibitor 2 complex, a measured concentration of Insulin-like growth factor 1 receptor, a measured concentration of Myeloid differentiation primary response protein MyD88, a ed concentration of Neuronal cell adhesion molecule, and a measured concentration of Tumor necrosis factor ligand superfamily member 10.
6. A method according to any one of claims 1 to 5, wherein a plurality of assay results are combined using a function that converts the ity of assay results into a single composite result.
7. A method according to any one of claims 1 to 6, wherein said one or more future changes in renal status comprise a clinical outcome related to a renal injury ed by the subject.
8. A method according to any one of claims 1 to 7, wherein the likelihood of one or more future changes in renal status is that an event of interest is more or less likely to occur within 30 days of the time at which the body fluid sample was obtained from the subject.
9. A method according to claim 8, wherein the likelihood of one or more future changes in renal status is that an event of st is more or less likely to occur within a period selected from the group consisting of 21 days, 14 days, 7 days, 5 days, 96 hours, 72 hours, 48 hours, 36 hours, 24 hours, and 12 hours.
10. A method according to any one of claims 1 to 9, wherein the subject is selected for evaluation of renal status based on the pre-existence in the subject of one or more known risk factors for prerenal, intrinsic renal, or postrenal ARF.
11. A method according to any one of claims 1 to 10, wherein the subject is selected for evaluation of renal status based on an existing diagnosis of one or more of congestive heart e, ampsia, sia, diabetes mellitus, hypertension, coronary artery e, proteinuria, renal insufficiency, glomerular filtration below the normal range, cirrhosis, serum creatinine above the normal range, sepsis, injury to renal function, reduced renal function, or ARF, or based on undergoing or having one major vascular surgery, ry artery bypass, or other cardiac surgery, or based on exposure to NSAIDs, cyclosporines, tacrolimus, aminoglycosides, foscarnet, ethylene glycol, hemoglobin, bin, ifosfamide, heavy metals, methotrexate, radiopaque contrast agents, or streptozotocin.
12. A method according to any one of claims 1 to 11, wherein said correlating step comprises ing a diagnosis of the occurrence or nonoccurrence of one or more of an injury to renal function, reduced renal function, or ARF to the subject based on the assay result(s).
13. A method according to any one of claims 1 to 12, wherein said correlating step comprises assessing whether or not renal function is improving or worsening in a subject who has suffered from an injury to renal function, reduced renal function, or ARF based on the assay result(s).
14. A method according to any one of claims 1 to 13, wherein said method is a method of diagnosing the occurrence or urrence of an injury to renal function in said subject.
15. A method according to any one of claims 1 to 13, wherein said method is a method of diagnosing the occurrence or urrence of reduced renal function in said subject.
16. A method according to any one of claims 1 to 13, wherein said method is a method of diagnosing the occurrence or nonoccurrence of acute renal failure in said subject.
17. A method according to any one of claims 1 to 13, wherein said method is a method of diagnosing the occurrence or nonoccurrence of a need for renal replacement therapy in said subject.
18. A method according to any one of claims 1 to 13, wherein said method is a method of sing the occurrence or nonoccurrence of a need for renal transplantation in said subject.
19. A method according to any one of claims 1 to 13, wherein said method is a method of assigning a risk of the future occurrence or nonoccurrence of an injury to renal function in said subject.
20. A method according to any one of claims 1 to 13, wherein said method is a method of assigning a risk of the future occurrence or nonoccurrence of reduced renal function in said t.
21. A method according to any one of claims 1 to 13, wherein said method is a method of assigning a risk of the future occurrence or nonoccurrence of acute renal failure in said subject.
22. A method ing to any one of claims 1 to 13, wherein said method is a method of assigning a risk of the future occurrence or nonoccurrence of a need for renal replacement y in said subject.
23. A method according to any one of claims 1 to 13, wherein said method is a method of assigning a risk of the future occurrence or urrence of a need for renal transplantation in said subject.
24. A method according to any one of claims 1 to 23, wherein said one or more future changes in renal status comprise one or more of a future injury to renal function, future reduced renal function, future improvement in renal function, and future acute renal e (ARF) within 72 hours of the time at which the body fluid sample was obtained.
25. A method according to any one of claims 1 to 24, wherein said one or more future changes in renal status comprise one or more of a future injury to renal function, future reduced renal function, future improvement in renal function, and future acute renal failure (ARF) within 48 hours of the time at which the body fluid sample was obtained.
26. A method according to any one of claims 1 to 25, n said one or more future changes in renal status comprise one or more of a future injury to renal on, future reduced renal function, future improvement in renal function, and future acute renal failure (ARF) within 24 hours of the time at which the body fluid sample was obtained.
27. A method according to any one of claims 1 to 26, wherein the subject is in RIFLE stage 0 or R.
28. A method according to claim 27, wherein the t is in RIFLE stage 0, and said ating step comprises assigning a likelihood that the subject will reach RIFLE stage R, I or F within 72 hours.
29. A method according to claim 28, wherein the subject is in RIFLE stage 0, and said correlating step comprises assigning a hood that the subject will reach RIFLE stage I or F within 72 hours.
30. A method according to claim 28, wherein the subject is in RIFLE stage 0, and said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage F within 72 hours.
31. A method according to claim 27, wherein the subject is in RIFLE stage 0 or R, and said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage I or F within 72 hours.
32. A method according to claim 31, wherein the subject is in RIFLE stage 0 or R, and said correlating step comprises assigning a likelihood that the t will reach RIFLE stage F within 72 hours.
33. A method according to claim 27, wherein the subject is in RIFLE stage R, and said ating step comprises assigning a likelihood that the subject will reach RIFLE stage I or F within 72 hours.
34. A method according to claim 33, n the subject is in RIFLE stage R, and said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage F within 72 hours.
35. A method ing to any one of claims 1 to 26, wherein the subject is in RIFLE stage 0, R, or I, and said correlating step comprises assigning a hood that the t will reach RIFLE stage F within 72 hours.
36. A method according to claim 35, wherein the subject is in RIFLE stage I, and said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage F within 72 hours.
37. A method according to claim 28, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage R, I or F within 48 hours.
38. A method according to claim 29, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage I or F within 48 hours.
39. A method according to claim 30, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage F within 48 hours.
40. A method according to claim 31, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage I or F within 48 hours.
41. A method according to claim 32, wherein said correlating step comprises assigning a hood that the subject will reach RIFLE stage F within 48 hours.
42. A method according to claim 33, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage I or F within 48 hours.
43. A method according to claim 34, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage F within 48 hours.
44. A method ing to claim 35, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage F within 48 hours.
45. A method ing to claim 36, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage F within 48 hours.
46. A method according to claim 28, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage R, I or F within 24 hours.
47. A method according to claim 29, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage I or F within 24 hours.
48. A method according to claim 30, wherein said correlating step comprises ing a likelihood that the subject will reach RIFLE stage F within 24 hours.
49. A method according to claim 31, wherein said correlating step comprises assigning a likelihood that the t will reach RIFLE stage I or F within 24 hours.
50. A method according to claim 32, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage F within 24 hours.
51. A method according to claim 33, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage I or F within 24 hours.
52. A method according to claim 34, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage F within 24 hours.
53. A method according to claim 35, wherein said correlating step comprises assigning a likelihood that the subject will reach RIFLE stage F within 24 hours.
54. A method according to claim 36, wherein said ating step ses ing a likelihood that the subject will reach RIFLE stage F within 24 hours.
55. A method according to any one of claims 1 to 26, wherein the subject is not in acute renal e.
56. A method according to any one of claims 1 to 26, wherein the t has not experienced a 1.5-fold or greater increase in serum creatinine over a ne value determined prior to the time at which the body fluid sample was obtained.
57. A method according to any one of claims 1 to 26, wherein the subject has a urine output of at least 0.5 ml/kg/hr over the 6 hours preceding the time at which the body fluid sample was obtained.
58. A method according to any one of claims 1 to 26, wherein the t has not experienced an increase of 0.3 mg/dL or greater in serum creatinine over a baseline value determined prior to the time at which the body fluid sample was obtained.
59. A method according to any one of claims 1 to 26, wherein the subject (i) has not experienced a 1.5-fold or greater increase in serum creatinine over a baseline value determined prior to the time at which the body fluid sample was obtained, (ii) has a urine output of at least 0.5 ml/kg/hr over the 6 hours preceding the time at which the body fluid sample was obtained, and (iii) has not experienced an se of 0.3 mg/dL or greater in serum creatinine over a baseline value determined prior to the time at which the body fluid sample was obtained.
60. A method according to any one of claims 1 to 26, wherein the subject (i) has not experienced a ld or greater increase in serum creatinine over a baseline value determined prior to the time at which the body fluid sample was obtained, (ii) has a urine output of at least 0.5 ml/kg/hr over the 12 hours preceding the time at which the body fluid sample was obtained, and (iii) has not experienced an se of 0.3 mg/dL or r in serum creatinine over a baseline value determined prior to the time at which the body fluid sample was obtained.
61. A method according to any one of claims 1 to 26, wherein said correlating step comprises assigning one or more of: a likelihood that within 72 hours the t will (i) experience a 1.5-fold or greater increase in serum creatinine (ii) have a urine output of less than 0.5 ml/kg/hr over a 6 hour period, or (iii) experience an increase of 0.3 mg/dL or greater in serum creatinine.
62. A method according to any one of claims 1 to 61, wherein said correlating step comprises assigning one or more of: a likelihood that within 48 hours the subject will (i) experience a 1.5-fold or greater se in serum creatinine (ii) have a urine output of less than 0.5 ml/kg/hr over a 6 hour period, or (iii) experience an increase of 0.3 mg/dL or greater in serum creatinine.
63. A method according to any one of claims 1 to 61, wherein said correlating step comprises assigning one or more of: a hood that within 24 hours the subject will (i) experience a 1.5-fold or greater increase in serum creatinine (ii) have a urine output of less than 0.5 hr over a 6 hour period, or (iii) experience an increase of 0.3 mg/dL or greater in serum creatinine.
64. A method according to claim 61, wherein said ating step comprises assigning a likelihood that within 72 hours the subject will experience a 1.5-fold or greater increase in serum creatinine.
65. A method according to claim 61, wherein said correlating step comprises assigning a likelihood that within 72 hours the subject will have a urine output of less than 0.5 ml/kg/hr over a 6 hour period.
66. A method according to claim 61, wherein said correlating step comprises assigning a likelihood that within 72 hours the subject will experience an increase of 0.3 mg/dL or greater in serum creatinine.
67. A method according to claim 61, wherein said correlating step ses ing a likelihood that within 48 hours the subject will experience a 1.5-fold or greater increase in serum nine.
68. A method according to claim 61, wherein said correlating step ses assigning a likelihood that within 48 hours the subject will have a urine output of less than 0.5 ml/kg/hr over a 6 hour period.
69. A method according to claim 61, wherein said correlating step comprises assigning a likelihood that within 48 hours the subject will experience an increase of 0.3 mg/dL or r in serum creatinine.
70. A method according to claim 61, wherein said correlating step comprises ing a likelihood that within 24 hours the subject will experience a 1.5-fold or greater increase in serum creatinine.
71. A method according to claim 61, wherein said correlating step comprises assigning a likelihood that within 24 hours the subject will have a urine output of less than 0.5 ml/kg/hr over a 6 hour period.
72. A method according to claim 61, wherein said correlating step comprises assigning a hood that within 24 hours the subject will experience an increase of 0.3 mg/dL or greater in serum creatinine.
73. A method according to any one of claims 1 to 26, wherein the subject has not experienced a 2-fold or greater increase in serum creatinine over a baseline value determined prior to the time at which the body fluid sample was obtained.
74. A method according to any one of claims 1 to 26, n the subject has a urine output of at least 0.5 ml/kg/hr over the 12 hours preceding the time at which the body fluid sample was obtained.
75. A method according to any one of claims 1 to 26, wherein the subject (i) has not experienced a 2-fold or greater increase in serum creatinine over a baseline value determined prior to the time at which the body fluid sample was obtained, (ii) has a urine output of at least 0.5 ml/kg/hr over the 2 hours ing the time at which the body fluid sample was obtained, and (iii) has not experienced an increase of 0.3 mg/dL or greater in serum creatinine over a baseline value ined prior to the time at which the body fluid sample was obtained.
76. A method according to any one of claims 1 to 26, wherein the subject has not experienced a 3-fold or r increase in serum creatinine over a baseline value determined prior to the time at which the body fluid sample was obtained.
77. A method according to any one of claims 1 to 26, wherein the subject has a urine output of at least 0.3 ml/kg/hr over the 24 hours preceding the time at which the body fluid sample was obtained, or anuria over the 12 hours preceding the time at which the body fluid sample was ed.
78. A method according to any one of claims 1 to 26, wherein the subject (i) has not experienced a 3-fold or greater increase in serum creatinine over a baseline value ined prior to the time at which the body fluid sample was obtained, (ii) has a urine output of at least 0.3 ml/kg/hr over the 24 hours preceding the time at which the body fluid sample was obtained, or anuria over the 12 hours preceding the time at which the body fluid sample was obtained, and (iii) has not experienced an increase of 0.3 mg/dL or greater in serum creatinine over a ne value determined prior to the time at which the body fluid sample was obtained.
79. A method according to any one of claims 1 to 26, wherein said correlating step comprises ing one or more of: a hood that within 72 hours the subject will (i) experience a 2-fold or greater increase in serum creatinine (ii) have a urine output of less than 0.5 ml/kg/hr over a 12 hour period, or (iii) experience an increase of 0.3 mg/dL or r in serum creatinine.
80. A method according to claim 79, wherein said correlating step comprises assigning one or more of: a likelihood that within 48 hours the subject will (i) experience a 2-fold or greater increase in serum creatinine (ii) have a urine output of less than 0.5 ml/kg/hr over a 6 hour period, or (iii) experience an increase of 0.3 mg/dL or greater in serum nine.
81. A method according to claim 79, wherein said correlating step comprises assigning one or more of: a likelihood that within 24 hours the subject will (i) experience a 2-fold or greater increase in serum creatinine, or (ii) have a urine output of less than 0.5 ml/kg/hr over a 6 hour period.
82. A method according to claim 79, wherein said correlating step comprises assigning a likelihood that within 72 hours the subject will experience a 2-fold or greater se in serum creatinine.
83. A method according to claim 79, wherein said correlating step comprises assigning a likelihood that within 72 hours the t will have a urine output of less than 0.5 ml/kg/hr over a 6 hour period.
84. A method according to claim 79, wherein said ating step comprises assigning a likelihood that within 48 hours the t will experience a 2-fold or greater increase in serum creatinine.
85. A method according to claim 79, wherein said correlating step comprises assigning a likelihood that within 48 hours the subject will have a urine output of less than 0.5 ml/kg/hr over a 6 hour period.
86. A method according to claim 79, wherein said ating step comprises assigning a likelihood that within 24 hours the subject will experience a 2-fold or greater increase in serum creatinine.
87. A method according to claim 79, wherein said correlating step comprises assigning a likelihood that within 24 hours the subject will have a urine output of less than 0.5 ml/kg/hr over a 6 hour period.
88. A method according to any one of claims 1 to 26, wherein said correlating step comprises assigning one or more of: a likelihood that within 72 hours the subject will (i) experience a 3-fold or greater increase in serum creatinine, or (ii) have a urine output of less than 0.3 ml/kg/hr over a 24 hour period or anuria over a 12 hour period.
89. A method according to claim 88, wherein said correlating step comprises ing one or more of: a likelihood that within 48 hours the subject will (i) experience a 3-fold or greater increase in serum creatinine, or (ii) have a urine output of less than 0.3 ml/kg/hr over a 24 hour period or anuria over a 12 hour period.
90. A method according to claim 88, n said correlating step comprises assigning one or more of: a likelihood that within 24 hours the subject will (i) experience a 3-fold or greater increase in serum creatinine, or (ii) have a urine output of less than 0.3 ml/kg/hr over a 24 hour period or anuria over a 12 hour period.
91. A method ing to claim 88, wherein said ating step comprises assigning a likelihood that within 72 hours the subject will experience a 3-fold or greater se in serum creatinine.
92. A method according to claim 88, wherein said correlating step comprises assigning a likelihood that within 72 hours the subject will have a urine output of less than 0.3 ml/kg/hr over a 24 hour period or anuria over a 12 hour period.
93. A method according to claim 88, wherein said correlating step comprises ing a hood that within 48 hours the subject will experience a 3-fold or greater increase in serum creatinine.
94. A method according to claim 88, n said correlating step comprises assigning a likelihood that within 48 hours the subject will have a urine output of less than 0.3 ml/kg/hr over a 24 hour period or anuria over a 12 hour period.
95. A method according to claim 88, wherein said correlating step comprises assigning a likelihood that within 24 hours the subject will ence a 3-fold or greater increase in serum creatinine.
96. A method according to claim 88, wherein said correlating step comprises assigning a likelihood that within 24 hours the subject will have a urine output of less than 0.3 ml/kg/hr over a 24 hour period or anuria over a 12 hour period.
97. A method according to any one of claims 1 to 96, n the body fluid sample is a urine sample.
98. A method according to any one of claims 1 to 97, wherein said method comprises performing assays that further se detecting one, two, three, or more of Heat shock 70 kDa protein 1, Alphaantitrypsin phil elastase complex, Stromelysin- 1:Metalloproteinase inhibitor 2 complex, Insulin-like growth factor 1 receptor, d differentiation y response protein MyD88, Neuronal cell adhesion molecule, and Tumor necrosis factor ligand superfamily member 10.
99. A kit, comprising: reagents when used to te renal status ex vivo by performing one or more assays on a body fluid sample obtained previously from a subject configured to detect 72 kDa type IV collagenase:Metalloproteinase inhibitor 2 x.
100. A kit according to claim 99, additionally comprising one or more assays configured to detect one, two, three or more of Heat shock 70 kDa protein 1, Alpha antitrypsin Neutrophil elastase complex, Stromelysin-1:Metalloproteinase inhibitor 2 complex, Insulin-like growth factor 1 receptor, Myeloid differentiation primary response protein MyD88, Neuronal cell adhesion molecule, and Tumor necrosis factor ligand superfamily member 10.
101. A kit according to claim 99 or 100, wherein said reagents comprise one or more binding reagents, each of which specifically binds one of said biomarkers.
102. A kit according to any one of claims 99 to 101, wherein said reagents are ned in a single assay device.
103. A kit according to any one of claims 99 to 102, wherein at least one of said assays is ured as a sandwich g assay.
104. A kit according to any one of claims 99 to 103, wherein at least one of said assays is configured as a competitive binding assay.
105. A method for evaluating biomarker levels in a body fluid sample, comprising: a urine sample obtained previously from a subject selected for evaluation based on a determination that the subject is at risk of a future or current acute renal injury; and performing a plurality of analyte binding assays configured to detect one or more biomarkers, wherein at least one biomarker is 72 kDa type IV collagenase:Metalloproteinase tor 2 complex by ucing the urine sample obtained usly from the subject into an assay ment which (i) contacts a plurality of reagents which ically bind for detection of one or more biomarkers within the urine sample, wherein at least one biomarker detected is 72 kDa type IV collagenase:Metalloproteinase inhibitor 2 complex and (ii) generates one or more assay results indicative of binding of the one or more biomarkers assayed to a respective specific binding reagent in the plurality of reagents.
106. A method according to claim 105, wherein the t is selected for evaluation based on a determination that the subject is in need of risk stratification, diagnosis, staging, prognosis, classifying or monitoring of the renal status of the subject.
107. A method according to claim 105 or claim 106, wherein the subject is selected for evaluation based on a determination that the subject is at risk of a future acute renal injury.
108. A method according to any one of claims 105 to 107, wherein the t is selected for evaluation based on a ination that the subject is at risk of a future injury to renal function, future reduced renal function, future improvement in renal function, and future acute renal failure (ARF).
109. A method according to any one of claims 105 to 108, n the subject is selected for evaluation based on a determination that the subject is at risk of a future acute renal injury within 30 days of the time at which the urine sample was obtained from the subject.
110. A method according to claim 109, n the t is selected for evaluation based on a determination that the subject is at risk of a future acute renal injury within a period selected from the group consisting of 21 days, 14 days, 7 days, 5 days, 96 hours, 72 hours, 48 hours, 36 hours, 24 hours, and 12 hours.
111. A method according to any one of claims 105 to 110, wherein the subject is selected based on the pre-existence in the subject of one or more known risk factors for prerenal, intrinsic renal, or postrenal ARF.
112. A method according to any one of claims 105 to 111, wherein the subject is selected for evaluation based on an existing diagnosis of one or more of tive heart failure, preeclampsia, eclampsia, diabetes mellitus, hypertension, coronary artery e, proteinuria, renal insufficiency, glomerular filtration below the normal range, cirrhosis, serum creatinine above the normal range, sepsis, injury to renal function, reduced renal function, or ARF, or based on undergoing or having undergone major vascular surgery, coronary artery bypass, or other c surgery, or based on exposure to NSAIDs, cyclosporines, tacrolimus, aminoglycosides, net, ethylene glycol, hemoglobin, myoglobin, mide, heavy metals, methotrexate, radiopaque contrast , or streptozotocin.
113. A method according to any one of claims 105 to 112, wherein the plurality of analyte binding assays are immunoassays performed by (i) introducing the urine sample into an assay device comprising a plurality of antibodies, at least one of which binds to the one or more kers assayed, and (ii) generating an assay result indicative of binding of the one or more biomarkers to its respective antibody.
114. A method according to claim 105, wherein the subject is selected for evaluation based on a ination that the subject is at risk of one or more future changes in renal status selected from the group consisting of a future injury to renal function, future reduced renal on, future improvement in renal function, and future acute renal failure (ARF) within 72 hours of the time at which the urine sample was obtained.
115. A method according to claim 114, wherein the subject is selected for tion based on a determination that the subject is at risk of one or more future changes in renal status selected from the group consisting of a future injury to renal function, future reduced renal function, future improvement in renal function, and future acute renal failure (ARF) within 48 hours of the time at which the urine sample was obtained.
116. A method according to claim 115, wherein the subject is ed for evaluation based on a determination that the subject is at risk of one or more future changes in renal status selected from the group consisting of a future injury to renal function, future reduced renal function, future ement in renal function, and future acute renal failure (ARF) within 24 hours of the time at which the urine sample was obtained.
117. A method according to any one of claims 105 to 116, wherein the subject is in RIFLE stage 0 or R.
118. A method according to any one of claims 105 to 117, wherein the subject is in RIFLE stage 0, R, or I.
119. A method according to claim 105, wherein at least one assay result is a measured concentration of 72 kDa type IV collagenase:Metalloproteinase inhibitor 2 complex.
120. A system when used to evaluate renal status ex vivo, comprising: a reagent(s) which specifically bind for detection of one or more biomarkers, wherein at least one biomarker is 72 kDa type IV collagenase:Metalloproteinase inhibitor 2 complex; an assay instrument ured to receive a urine sample and contact the t(s) with the urine sample and to generate one or more assay results indicative of binding of the one or more biomarkers assayed to a respective specific binding reagent in the reagent(s).
121. A system according to claim 120, wherein the assay instrument comprises an assay device and an assay device reader.
122. A system according to claim 120 or claim 121, wherein the reagents se a plurality of antibodies, at least one of which binds to each of the biomarkers which are assayed.
123. A system according to claim 122, wherein the plurality of dies are immobilized at a plurality of predetermined locations within the assay , wherein the assay device is ured to receive the urine sample such that the urine sample contacts the plurality of predetermined locations, and wherein the assay device reader interrogates the plurality of predetermined locations to generate the assay results.
124. A system according to any one of claims 120 to 123, wherein the reagent(s) are for performing one or more assays, wherein at at least one assay detects 72 kDa type IV enase:Metalloproteinase inhibitor 2 complex.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| NZ706242A NZ706242B2 (en) | 2011-08-26 | 2012-08-24 | Methods and compositions for diagnosis and prognosis of renal injury and renal failure |
Applications Claiming Priority (5)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201161528003P | 2011-08-26 | 2011-08-26 | |
| US201161528000P | 2011-08-26 | 2011-08-26 | |
| US61/528,000 | 2011-08-26 | ||
| US61/528,003 | 2011-08-26 | ||
| PCT/US2012/052298 WO2013043310A1 (en) | 2011-08-26 | 2012-08-24 | Methods and compositions for diagnosis and prognosis of renal injury and renal failure |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| NZ621716A NZ621716A (en) | 2016-04-29 |
| NZ621716B2 true NZ621716B2 (en) | 2016-08-02 |
Family
ID=
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| US11099194B2 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US9784750B2 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US11150250B2 (en) | Methods for diagnosing acute kidney injury or renal failure | |
| EP2470905B1 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US11346846B2 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US9366683B2 (en) | Methods for diagnosis and prognosis of renal injury and renal failure | |
| US20160097779A1 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US20190250170A1 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US20160313350A1 (en) | Methods for diagnosis and prognosis of renal injury and renal failure using trefoil factor 3 failure | |
| US20170315134A1 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US20190120858A1 (en) | Methods for evaluating renal injury and renal failure using urine levels of chitinase-3-like protein 1 | |
| US20160003850A1 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US20150010929A1 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US11209443B2 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US20150241419A1 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US11506672B2 (en) | Follistatin-related protein 3 for diagnosis and prognosis of renal injury and renal failure | |
| US11143658B2 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| NZ621716B2 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| AU2015203434A1 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| NZ706242B2 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US20150168422A1 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure | |
| US20140363834A1 (en) | Methods and compositions for diagnosis and prognosis of renal injury and renal failure |