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Published in: Critical Care 6/2011

Open Access 01-12-2011 | Research

Identification of candidate serum biomarkers for severe septic shock-associated kidney injury via microarray

Authors: Rajit K Basu, Stephen W Standage, Natalie Z Cvijanovich, Geoffrey L Allen, Neal J Thomas, Robert J Freishtat, Nick Anas, Keith Meyer, Paul A Checchia, Richard Lin, Thomas P Shanley, Michael T Bigham, Derek S Wheeler, Prasad Devarajan, Stuart L Goldstein, Hector R Wong

Published in: Critical Care | Issue 6/2011

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Abstract

Introduction

Septic-shock-associated acute kidney injury (SSAKI) carries high morbidity in the pediatric population. Effective treatment strategies are lacking, in part due to poor detection and prediction. There is a need to identify novel candidate biomarkers of SSAKI. The objective of our study was to determine whether microarray data from children with septic shock could be used to derive a panel of candidate biomarkers for predicting SSAKI.

Methods

A retrospective cohort study compared microarray data representing the first 24 hours of admission for 179 children with septic shock with those of 53 age-matched normal controls. SSAKI was defined as a >200% increase of baseline serum creatinine, persistent to 7 days after admission.

Results

Patients with SSAKI (n = 31) and patients without SSAKI (n = 148) were clinically similar, but SSAKI carried a higher mortality (45% vs. 10%). Twenty-one unique gene probes were upregulated in SSAKI patients versus patients without SSAKI. Using leave-one-out cross-validation and class prediction modeling, these probes predicted SSAKI with a sensitivity of 98% (95% confidence interval (CI) = 81 to 100) and a specificity of 80% (95% CI = 72 to 86). Serum protein levels of two specific genes showed high sensitivity for predicting SSAKI: matrix metalloproteinase-8 (89%, 95% CI = 64 to 98) and elastase-2 (83%, 95% CI = 58 to 96). Both biomarkers carried a negative predictive value of 95%. When applied to a validation cohort, although both biomarkers carried low specificity (matrix metalloproteinase-8: 41%, 95% CI = 28 to 50; and elastase-2: 49%, 95% CI = 36 to 62), they carried high sensitivity (100%, 95% CI = 68 to 100 for both).

Conclusions

Gene probes upregulated in critically ill pediatric patients with septic shock may allow for the identification of novel candidate serum biomarkers for SSAKI prediction.
Appendix
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Literature
1.
go back to reference Angus DC, Linde-Zwirble WT, Lidicker J, Clermont G, Carcillo J, Pinsky MR: Epidemiology of severe sepsis in the United States: analysis of incidence, outcome, and associated costs of care. Crit Care Med. 2001, 29: 1303-1310. 10.1097/00003246-200107000-00002.CrossRefPubMed Angus DC, Linde-Zwirble WT, Lidicker J, Clermont G, Carcillo J, Pinsky MR: Epidemiology of severe sepsis in the United States: analysis of incidence, outcome, and associated costs of care. Crit Care Med. 2001, 29: 1303-1310. 10.1097/00003246-200107000-00002.CrossRefPubMed
2.
go back to reference Levy MM, Dellinger RP, Townsend SR, Linde-Zwirble WT, Marshall JC, Bion J, Schorr C, Artigas A, Ramsay G, Beale R, Parker MM, Gerlach H, Reinhart K, Silva E, Harvey M, Regan S, Angus DC: The Surviving Sepsis Campaign: results of an international guideline-based performance improvement program targeting severe sepsis. Crit Care Med. 2010, 38: 367-374. 10.1097/CCM.0b013e3181cb0cdc.CrossRefPubMed Levy MM, Dellinger RP, Townsend SR, Linde-Zwirble WT, Marshall JC, Bion J, Schorr C, Artigas A, Ramsay G, Beale R, Parker MM, Gerlach H, Reinhart K, Silva E, Harvey M, Regan S, Angus DC: The Surviving Sepsis Campaign: results of an international guideline-based performance improvement program targeting severe sepsis. Crit Care Med. 2010, 38: 367-374. 10.1097/CCM.0b013e3181cb0cdc.CrossRefPubMed
3.
go back to reference Watson RS, Carcillo JA, Linde-Zwirble WT, Clermont G, Lidicker J, Angus DC: The epidemiology of severe sepsis in children in the United States. Am J Respir Crit Care Med. 2003, 167: 695-701. 10.1164/rccm.200207-682OC.CrossRefPubMed Watson RS, Carcillo JA, Linde-Zwirble WT, Clermont G, Lidicker J, Angus DC: The epidemiology of severe sepsis in children in the United States. Am J Respir Crit Care Med. 2003, 167: 695-701. 10.1164/rccm.200207-682OC.CrossRefPubMed
4.
go back to reference Clermont G, Acker CG, Angus DC, Sirio CA, Pinsky MR, Johnson JP: Renal failure in the ICU: comparison of the impact of acute renal failure and end-stage renal disease on ICU outcomes. Kidney Int. 2002, 62: 986-996. 10.1046/j.1523-1755.2002.00509.x.CrossRefPubMed Clermont G, Acker CG, Angus DC, Sirio CA, Pinsky MR, Johnson JP: Renal failure in the ICU: comparison of the impact of acute renal failure and end-stage renal disease on ICU outcomes. Kidney Int. 2002, 62: 986-996. 10.1046/j.1523-1755.2002.00509.x.CrossRefPubMed
5.
go back to reference Uchino S: The epidemiology of acute renal failure in the world. Curr Opin Crit Care. 2006, 12: 538-543. 10.1097/01.ccx.0000247448.94252.5a.CrossRefPubMed Uchino S: The epidemiology of acute renal failure in the world. Curr Opin Crit Care. 2006, 12: 538-543. 10.1097/01.ccx.0000247448.94252.5a.CrossRefPubMed
7.
go back to reference Schneider J, Khemani R, Grushkin C, Bart R: Serum creatinine as stratified in the RIFLE score for acute kidney injury is associated with mortality and length of stay for children in the pediatric intensive care unit. Crit Care Med. 2010, 38: 933-939. 10.1097/CCM.0b013e3181cd12e1.CrossRefPubMed Schneider J, Khemani R, Grushkin C, Bart R: Serum creatinine as stratified in the RIFLE score for acute kidney injury is associated with mortality and length of stay for children in the pediatric intensive care unit. Crit Care Med. 2010, 38: 933-939. 10.1097/CCM.0b013e3181cd12e1.CrossRefPubMed
8.
go back to reference Uchino S, Kellum JA, Bellomo R, Doig GS, Morimatsu H, Morgera S, Schetz M, Tan I, Bouman C, Macedo E, Gibney N, Tolwani A, Ronco C: Acute renal failure in critically ill patients: a multinational, multicenter study. JAMA. 2005, 294: 813-818. 10.1001/jama.294.7.813.CrossRefPubMed Uchino S, Kellum JA, Bellomo R, Doig GS, Morimatsu H, Morgera S, Schetz M, Tan I, Bouman C, Macedo E, Gibney N, Tolwani A, Ronco C: Acute renal failure in critically ill patients: a multinational, multicenter study. JAMA. 2005, 294: 813-818. 10.1001/jama.294.7.813.CrossRefPubMed
9.
go back to reference Bagshaw SM, Uchino S, Bellomo R, Morimatsu H, Morgera S, Schetz M, Tan I, Bouman C, Macedo E, Gibney N, Tolwani A, Oudemans-van Straaten HM, Ronco C, Kellum JA: Septic acute kidney injury in critically ill patients: clinical characteristics and outcomes. Clin J Am Soc Nephrol. 2007, 2: 431-439. 10.2215/CJN.03681106.CrossRefPubMed Bagshaw SM, Uchino S, Bellomo R, Morimatsu H, Morgera S, Schetz M, Tan I, Bouman C, Macedo E, Gibney N, Tolwani A, Oudemans-van Straaten HM, Ronco C, Kellum JA: Septic acute kidney injury in critically ill patients: clinical characteristics and outcomes. Clin J Am Soc Nephrol. 2007, 2: 431-439. 10.2215/CJN.03681106.CrossRefPubMed
10.
go back to reference Moran SM, Myers BD: Course of acute renal failure studied by a model of creatinine kinetics. Kidney Int. 1985, 27: 928-937. 10.1038/ki.1985.101.CrossRefPubMed Moran SM, Myers BD: Course of acute renal failure studied by a model of creatinine kinetics. Kidney Int. 1985, 27: 928-937. 10.1038/ki.1985.101.CrossRefPubMed
11.
go back to reference Coca SG, Yalavarthy R, Concato J, Parikh CR: Biomarkers for the diagnosis and risk stratification of acute kidney injury: a systematic review. Kidney Int. 2008, 73: 1008-1016. 10.1038/sj.ki.5002729.CrossRefPubMed Coca SG, Yalavarthy R, Concato J, Parikh CR: Biomarkers for the diagnosis and risk stratification of acute kidney injury: a systematic review. Kidney Int. 2008, 73: 1008-1016. 10.1038/sj.ki.5002729.CrossRefPubMed
12.
go back to reference Parikh CR, Lu JC, Coca SG, Devarajan P: Tubular proteinuria in acute kidney injury: a critical evaluation of current status and future promise. Ann Clin Biochem. 2010, 47 (Pt 4): 301-312.CrossRefPubMed Parikh CR, Lu JC, Coca SG, Devarajan P: Tubular proteinuria in acute kidney injury: a critical evaluation of current status and future promise. Ann Clin Biochem. 2010, 47 (Pt 4): 301-312.CrossRefPubMed
13.
go back to reference Mishra J, Dent C, Tarabishi R, Mitsnefes MM, Ma Q, Kelly C, Ruff SM, Zahedi K, Shao M, Bean J, Mori K, Barasch J, Deverajan P: Neutrophil gelatinase-associated lipocalin (NGAL) as a biomarker for acute renal injury after cardiac surgery. Lancet. 2005, 365: 1231-1238. 10.1016/S0140-6736(05)74811-X.CrossRefPubMed Mishra J, Dent C, Tarabishi R, Mitsnefes MM, Ma Q, Kelly C, Ruff SM, Zahedi K, Shao M, Bean J, Mori K, Barasch J, Deverajan P: Neutrophil gelatinase-associated lipocalin (NGAL) as a biomarker for acute renal injury after cardiac surgery. Lancet. 2005, 365: 1231-1238. 10.1016/S0140-6736(05)74811-X.CrossRefPubMed
14.
go back to reference Zappitelli M, Washburn KK, Arikan AA, Loftis L, Ma Q, Devarajan P, Parikh CR, Goldstein SL: Urine neutrophil gelatinase-associated lipocalin is an early marker of acute kidney injury in critically ill children: a prospective cohort study. Crit Care. 2007, 11: R84-10.1186/cc6089.PubMedCentralCrossRefPubMed Zappitelli M, Washburn KK, Arikan AA, Loftis L, Ma Q, Devarajan P, Parikh CR, Goldstein SL: Urine neutrophil gelatinase-associated lipocalin is an early marker of acute kidney injury in critically ill children: a prospective cohort study. Crit Care. 2007, 11: R84-10.1186/cc6089.PubMedCentralCrossRefPubMed
15.
go back to reference Bagshaw SM, Langenberg C, Haase M, Wan L, May CN, Bellomo R: Urinary biomarkers in septic acute kidney injury. Intensive Care Med. 2007, 33: 1285-1296. 10.1007/s00134-007-0656-5.CrossRefPubMed Bagshaw SM, Langenberg C, Haase M, Wan L, May CN, Bellomo R: Urinary biomarkers in septic acute kidney injury. Intensive Care Med. 2007, 33: 1285-1296. 10.1007/s00134-007-0656-5.CrossRefPubMed
16.
go back to reference Bagshaw SM, Bellomo R: Urine abnormalities in acute kidney injury and sepsis. Contrib Nephrol. 2010, 165: 274-283.CrossRefPubMed Bagshaw SM, Bellomo R: Urine abnormalities in acute kidney injury and sepsis. Contrib Nephrol. 2010, 165: 274-283.CrossRefPubMed
17.
go back to reference Bagshaw SM, Bennett M, Haase M, Haase-Fielitz A, Egi M, Morimatsu H, D'Amico G, Goldsmith D, Devarajan P, Bellomo R: Plasma and urine neutrophil gelatinase-associated lipocalin in septic versus non-septic acute kidney injury in critical illness. Intensive Care Med. 2010, 36: 452-461. 10.1007/s00134-009-1724-9.CrossRefPubMed Bagshaw SM, Bennett M, Haase M, Haase-Fielitz A, Egi M, Morimatsu H, D'Amico G, Goldsmith D, Devarajan P, Bellomo R: Plasma and urine neutrophil gelatinase-associated lipocalin in septic versus non-septic acute kidney injury in critical illness. Intensive Care Med. 2010, 36: 452-461. 10.1007/s00134-009-1724-9.CrossRefPubMed
18.
go back to reference Wan L, Bagshaw SM, Langenberg C, Saotome T, May C, Bellomo R: Pathophysiology of septic acute kidney injury: what do we really know?. Crit Care Med. 2008, 36 (4 Suppl): S198-S203.CrossRefPubMed Wan L, Bagshaw SM, Langenberg C, Saotome T, May C, Bellomo R: Pathophysiology of septic acute kidney injury: what do we really know?. Crit Care Med. 2008, 36 (4 Suppl): S198-S203.CrossRefPubMed
19.
go back to reference Basu RK, Devarajan P, Wong H, Wheeler DS: An update and review of acute kidney injury in pediatrics. Pediatr Crit Care Med. 2011, 12: 339-347. 10.1097/PCC.0b013e3181fe2e0b.CrossRefPubMed Basu RK, Devarajan P, Wong H, Wheeler DS: An update and review of acute kidney injury in pediatrics. Pediatr Crit Care Med. 2011, 12: 339-347. 10.1097/PCC.0b013e3181fe2e0b.CrossRefPubMed
20.
go back to reference Kellum JA, Ronco C, Mehta RL: Fluid management in acute kidney injury. Int J Artif Organs. 2008, 31: 94-95.PubMed Kellum JA, Ronco C, Mehta RL: Fluid management in acute kidney injury. Int J Artif Organs. 2008, 31: 94-95.PubMed
21.
22.
go back to reference Himmelfarb J, Joannidis M, Molitoris B, Schietz M, Okusa MD, Warnock D, Laghi F, Goldstein SL, Prielipp R, Parikh CR, Pannu N, Lobo SM, Shah S, D'Intini V, Kellum : Evaluation and initial management of acute kidney injury. Clin J Am Soc Nephrol. 2008, 3: 962-967. 10.2215/CJN.04971107.PubMedCentralCrossRefPubMed Himmelfarb J, Joannidis M, Molitoris B, Schietz M, Okusa MD, Warnock D, Laghi F, Goldstein SL, Prielipp R, Parikh CR, Pannu N, Lobo SM, Shah S, D'Intini V, Kellum : Evaluation and initial management of acute kidney injury. Clin J Am Soc Nephrol. 2008, 3: 962-967. 10.2215/CJN.04971107.PubMedCentralCrossRefPubMed
23.
go back to reference Basu RK, Devarajan P, Wong H, Wheeler DS: An update and review of acute kidney injury in pediatrics. Pediatr Crit Care Med. 2011, 12: 339-347. 10.1097/PCC.0b013e3181fe2e0b.CrossRefPubMed Basu RK, Devarajan P, Wong H, Wheeler DS: An update and review of acute kidney injury in pediatrics. Pediatr Crit Care Med. 2011, 12: 339-347. 10.1097/PCC.0b013e3181fe2e0b.CrossRefPubMed
24.
go back to reference Karvellas CJ, Farhat MR, Sajjad I, Mogensen SS, Leung AA, Wald R, Bagshaw SM: A comparison of early versus late initiation of renal replacement therapy in critically ill patients with acute kidney injury: a systematic review and meta-analysis. Crit Care. 2011, 15: R72-10.1186/cc10061.PubMedCentralCrossRefPubMed Karvellas CJ, Farhat MR, Sajjad I, Mogensen SS, Leung AA, Wald R, Bagshaw SM: A comparison of early versus late initiation of renal replacement therapy in critically ill patients with acute kidney injury: a systematic review and meta-analysis. Crit Care. 2011, 15: R72-10.1186/cc10061.PubMedCentralCrossRefPubMed
25.
go back to reference Cho KC, Himmelfarb J, Paganini E, Ikizler TA, Soroko SH, Mehta RL, Chertow GM: Survival by dialysis modality in critically ill patients with acute kidney injury. J Am Soc Nephrol. 2006, 17: 3132-3138. 10.1681/ASN.2006030268.CrossRefPubMed Cho KC, Himmelfarb J, Paganini E, Ikizler TA, Soroko SH, Mehta RL, Chertow GM: Survival by dialysis modality in critically ill patients with acute kidney injury. J Am Soc Nephrol. 2006, 17: 3132-3138. 10.1681/ASN.2006030268.CrossRefPubMed
26.
go back to reference Bellomo R, Prowle JR, Echeverri JE, Ligabo V, Ronco C: Fluid management in septic acute kidney injury and cardiorenal syndromes. Contrib Nephrol. 2010, 165: 206-218.CrossRefPubMed Bellomo R, Prowle JR, Echeverri JE, Ligabo V, Ronco C: Fluid management in septic acute kidney injury and cardiorenal syndromes. Contrib Nephrol. 2010, 165: 206-218.CrossRefPubMed
27.
go back to reference Wong HR, Wheeler DS, Tegtmeyer K, Poynter SE, Kaplan JM, Chima RS, Stalets E, Basu RK, Doughty LA: Toward a clinically feasible gene expression-based subclassification strategy for septic shock: proof of concept. Crit Care Med. 2010, 38: 1955-1961.PubMedCentralCrossRefPubMed Wong HR, Wheeler DS, Tegtmeyer K, Poynter SE, Kaplan JM, Chima RS, Stalets E, Basu RK, Doughty LA: Toward a clinically feasible gene expression-based subclassification strategy for septic shock: proof of concept. Crit Care Med. 2010, 38: 1955-1961.PubMedCentralCrossRefPubMed
28.
go back to reference Cvijanovich N, Shanley TP, Lin R, Allen GL, Thomas NJ, Checchia P, Anas N, Freishtat RJ, Monaco M, Odoms K, Sakthivel B, Wong HR: Validating the genomic signature of pediatric septic shock. Physiol Genomics. 2008, 34: 127-134. 10.1152/physiolgenomics.00025.2008.PubMedCentralCrossRefPubMed Cvijanovich N, Shanley TP, Lin R, Allen GL, Thomas NJ, Checchia P, Anas N, Freishtat RJ, Monaco M, Odoms K, Sakthivel B, Wong HR: Validating the genomic signature of pediatric septic shock. Physiol Genomics. 2008, 34: 127-134. 10.1152/physiolgenomics.00025.2008.PubMedCentralCrossRefPubMed
29.
go back to reference Shanley TP, Cvijanovich N, Lin R, Allen GL, Thomas NJ, Doctor A, Kalyanaraman M, Tofil NM, Penfil S, Monaco M, Odoms K, Barnes M, Sakthivel B, Aronow BJ, Wong HR: Genome-level longitudinal expression of signaling pathways and gene networks in pediatric septic shock. Mol Med. 2007, 13: 495-508.PubMedCentralCrossRefPubMed Shanley TP, Cvijanovich N, Lin R, Allen GL, Thomas NJ, Doctor A, Kalyanaraman M, Tofil NM, Penfil S, Monaco M, Odoms K, Barnes M, Sakthivel B, Aronow BJ, Wong HR: Genome-level longitudinal expression of signaling pathways and gene networks in pediatric septic shock. Mol Med. 2007, 13: 495-508.PubMedCentralCrossRefPubMed
30.
go back to reference Wong HR, Cvijanovich N, Allen GL, Lin R, Anas N, Meyer K, Freishtat RJ, Monaco M, Odoms K, Sakthivel B, Shanley TP: Genomic expression profiling across the pediatric systemic inflammatory response syndrome, sepsis, and septic shock spectrum. Crit Care Med. 2009, 37: 1558-1566. 10.1097/CCM.0b013e31819fcc08.PubMedCentralCrossRefPubMed Wong HR, Cvijanovich N, Allen GL, Lin R, Anas N, Meyer K, Freishtat RJ, Monaco M, Odoms K, Sakthivel B, Shanley TP: Genomic expression profiling across the pediatric systemic inflammatory response syndrome, sepsis, and septic shock spectrum. Crit Care Med. 2009, 37: 1558-1566. 10.1097/CCM.0b013e31819fcc08.PubMedCentralCrossRefPubMed
31.
go back to reference Wong HR, Cvijanovich N, Lin R, Allen GL, Thomas NJ, Willson DF, Freishtat RJ, Anas N, Meyer K, Checchia PA, Monaco M, Odoms K, Shanley TP: Identification of pediatric septic shock subclasses based on genome-wide expression profiling. BMC Med. 2009, 7: 34-10.1186/1741-7015-7-34.PubMedCentralCrossRefPubMed Wong HR, Cvijanovich N, Lin R, Allen GL, Thomas NJ, Willson DF, Freishtat RJ, Anas N, Meyer K, Checchia PA, Monaco M, Odoms K, Shanley TP: Identification of pediatric septic shock subclasses based on genome-wide expression profiling. BMC Med. 2009, 7: 34-10.1186/1741-7015-7-34.PubMedCentralCrossRefPubMed
32.
go back to reference Wong HR, Shanley TP, Sakthivel B, Cvijanovich N, Lin R, Allen GL, Thomas NJ, Doctor A, Kalyanaraman M, Tofil NM, Penfil S, Monaco M, Tagavilla MA, Odoms K, Dunsmore K, Barnes M, Aronow BJ: Genome-level expression profiles in pediatric septic shock indicate a role for altered zinc homeostasis in poor outcome. Physiol Genomics. 2007, 30: 146-155. 10.1152/physiolgenomics.00024.2007.PubMedCentralCrossRefPubMed Wong HR, Shanley TP, Sakthivel B, Cvijanovich N, Lin R, Allen GL, Thomas NJ, Doctor A, Kalyanaraman M, Tofil NM, Penfil S, Monaco M, Tagavilla MA, Odoms K, Dunsmore K, Barnes M, Aronow BJ: Genome-level expression profiles in pediatric septic shock indicate a role for altered zinc homeostasis in poor outcome. Physiol Genomics. 2007, 30: 146-155. 10.1152/physiolgenomics.00024.2007.PubMedCentralCrossRefPubMed
33.
go back to reference Goldstein B, Giroir B, Randolph A: International pediatric sepsis consensus conference: definitions for sepsis and organ dysfunction in pediatrics. Pediatr Crit Care Med. 2005, 6: 2-8. 10.1097/01.PCC.0000149131.72248.E6.CrossRefPubMed Goldstein B, Giroir B, Randolph A: International pediatric sepsis consensus conference: definitions for sepsis and organ dysfunction in pediatrics. Pediatr Crit Care Med. 2005, 6: 2-8. 10.1097/01.PCC.0000149131.72248.E6.CrossRefPubMed
34.
go back to reference Finney H, Newman DJ, Thakkar H, Fell JM, Price CP: Reference ranges for plasma cystatin C and creatinine measurements in premature infants, neonates, and older children. Arch Dis Child. 2000, 82: 71-75. 10.1136/adc.82.1.71.PubMedCentralCrossRefPubMed Finney H, Newman DJ, Thakkar H, Fell JM, Price CP: Reference ranges for plasma cystatin C and creatinine measurements in premature infants, neonates, and older children. Arch Dis Child. 2000, 82: 71-75. 10.1136/adc.82.1.71.PubMedCentralCrossRefPubMed
35.
go back to reference Bailey D, Phan V, Litalien C, Ducruet T, Merouani A, Lacroix J, Gauvin F: Risk factors of acute renal failure in critically ill children: a prospective descriptive epidemiological study. Pediatr Crit Care Med. 2007, 8: 29-35. 10.1097/01.pcc.0000256612.40265.67.CrossRefPubMed Bailey D, Phan V, Litalien C, Ducruet T, Merouani A, Lacroix J, Gauvin F: Risk factors of acute renal failure in critically ill children: a prospective descriptive epidemiological study. Pediatr Crit Care Med. 2007, 8: 29-35. 10.1097/01.pcc.0000256612.40265.67.CrossRefPubMed
36.
go back to reference Irizarry RA, Hobbs B, Collin F, Beazer-Barclay YD, Antonellis KJ, Scherf U, Speed TP: Exploration, normalization, and summaries of high density oligonucleotide array probe level data. Biostatistics. 2003, 4: 249-264. 10.1093/biostatistics/4.2.249.CrossRefPubMed Irizarry RA, Hobbs B, Collin F, Beazer-Barclay YD, Antonellis KJ, Scherf U, Speed TP: Exploration, normalization, and summaries of high density oligonucleotide array probe level data. Biostatistics. 2003, 4: 249-264. 10.1093/biostatistics/4.2.249.CrossRefPubMed
37.
go back to reference Neveu H, Kleinknecht D, Brivet F, Loirat P, Landais P: Prognostic factors in acute renal failure due to sepsis. Results of a prospective multicentre study. The French Study Group on Acute Renal Failure. Nephrol Dial Transplant. 1996, 11: 293-299.CrossRefPubMed Neveu H, Kleinknecht D, Brivet F, Loirat P, Landais P: Prognostic factors in acute renal failure due to sepsis. Results of a prospective multicentre study. The French Study Group on Acute Renal Failure. Nephrol Dial Transplant. 1996, 11: 293-299.CrossRefPubMed
38.
39.
go back to reference Chawla LS, Seneff MG, Nelson DR, Williams M, Levy H, Kimmel PL, Macias WL: Elevated plasma concentrations of IL-6 and elevated APACHE II score predict acute kidney injury in patients with severe sepsis. Clin J Am Soc Nephrol. 2007, 2: 22-30.CrossRefPubMed Chawla LS, Seneff MG, Nelson DR, Williams M, Levy H, Kimmel PL, Macias WL: Elevated plasma concentrations of IL-6 and elevated APACHE II score predict acute kidney injury in patients with severe sepsis. Clin J Am Soc Nephrol. 2007, 2: 22-30.CrossRefPubMed
40.
go back to reference Simmons EM, Himmelfarb J, Sezer MT, Chertow GM, Mehta RL, Paganini EP, Soroko S, Freedman S, Becker K, Spratt D, Shyr Y, Ikizler TA: Plasma cytokine levels predict mortality in patients with acute renal failure. Kidney Int. 2004, 65: 1357-1365. 10.1111/j.1523-1755.2004.00512.x.CrossRefPubMed Simmons EM, Himmelfarb J, Sezer MT, Chertow GM, Mehta RL, Paganini EP, Soroko S, Freedman S, Becker K, Spratt D, Shyr Y, Ikizler TA: Plasma cytokine levels predict mortality in patients with acute renal failure. Kidney Int. 2004, 65: 1357-1365. 10.1111/j.1523-1755.2004.00512.x.CrossRefPubMed
41.
go back to reference Wheeler DS, Devarajan P, Ma Q, Harmon K, Monaco M, Cvijanovich N, Wong HR: Serum neutrophil gelatinase-associated lipocalin (NGAL) as a marker of acute kidney injury in critically ill children with septic shock. Crit Care Med. 2008, 36: 1297-1303. 10.1097/CCM.0b013e318169245a.PubMedCentralCrossRefPubMed Wheeler DS, Devarajan P, Ma Q, Harmon K, Monaco M, Cvijanovich N, Wong HR: Serum neutrophil gelatinase-associated lipocalin (NGAL) as a marker of acute kidney injury in critically ill children with septic shock. Crit Care Med. 2008, 36: 1297-1303. 10.1097/CCM.0b013e318169245a.PubMedCentralCrossRefPubMed
42.
go back to reference de Geus HR, Bakker J, Lesaffre EM, le Noble JL: Neutrophil gelatinase-associated lipocalin at ICU admission predicts for acute kidney injury in adult patients. Am J Respir Crit Care Med. 2011, 183: 907-914. 10.1164/rccm.200908-1214OC.CrossRefPubMed de Geus HR, Bakker J, Lesaffre EM, le Noble JL: Neutrophil gelatinase-associated lipocalin at ICU admission predicts for acute kidney injury in adult patients. Am J Respir Crit Care Med. 2011, 183: 907-914. 10.1164/rccm.200908-1214OC.CrossRefPubMed
43.
go back to reference Shapiro NI, Trzeciak S, Hollander JE, Birkhahn R, Otero R, Osborn TM, Moretti E, Nguyen HB, Gunnerson K, Milzman D, Galeski DF, Goyal M, Cairns CB, Kupfer K, Lee SW, Rivers EP: The diagnostic accuracy of plasma neutrophil gelatinase-associated lipocalin in the prediction of acute kidney injury in emergency department patients with suspected sepsis. Ann Emerg Med. 2010, 56: 52-59. 10.1016/j.annemergmed.2010.02.010. e51CrossRefPubMed Shapiro NI, Trzeciak S, Hollander JE, Birkhahn R, Otero R, Osborn TM, Moretti E, Nguyen HB, Gunnerson K, Milzman D, Galeski DF, Goyal M, Cairns CB, Kupfer K, Lee SW, Rivers EP: The diagnostic accuracy of plasma neutrophil gelatinase-associated lipocalin in the prediction of acute kidney injury in emergency department patients with suspected sepsis. Ann Emerg Med. 2010, 56: 52-59. 10.1016/j.annemergmed.2010.02.010. e51CrossRefPubMed
44.
go back to reference Bellomo R, Wan L, Langenberg C, May C: Septic acute kidney injury: new concepts. Nephron Exp Nephrol. 2008, 109: e95-e100. 10.1159/000142933.CrossRefPubMed Bellomo R, Wan L, Langenberg C, May C: Septic acute kidney injury: new concepts. Nephron Exp Nephrol. 2008, 109: e95-e100. 10.1159/000142933.CrossRefPubMed
45.
go back to reference Bagshaw SM, Langenberg C, Bellomo R: Urinary biochemistry and microscopy in septic acute renal failure: a systematic review. Am J Kidney Dis. 2006, 48: 695-705. 10.1053/j.ajkd.2006.07.017.CrossRefPubMed Bagshaw SM, Langenberg C, Bellomo R: Urinary biochemistry and microscopy in septic acute renal failure: a systematic review. Am J Kidney Dis. 2006, 48: 695-705. 10.1053/j.ajkd.2006.07.017.CrossRefPubMed
46.
go back to reference Rahkonen L, Rutanen EM, Nuutila M, Sainio S, Sorsa T, Paavonen J: Matrix metalloproteinase-8 in cervical fluid in early and mid pregnancy: relation to spontaneous preterm delivery. Prenat Diagn. 2010, 30: 1079-1085. 10.1002/pd.2614.CrossRefPubMed Rahkonen L, Rutanen EM, Nuutila M, Sainio S, Sorsa T, Paavonen J: Matrix metalloproteinase-8 in cervical fluid in early and mid pregnancy: relation to spontaneous preterm delivery. Prenat Diagn. 2010, 30: 1079-1085. 10.1002/pd.2614.CrossRefPubMed
47.
go back to reference Sorsa T, Tervahartiala T, Leppilahti J, Hernandez M, Gamonal J, Tuomainen AM, Lauhio A, Pussinen PJ, Mantyla P: Collagenase-2 (MMP-8) as a point-of-care biomarker in periodontitis and cardiovascular diseases. Therapeutic response to non-antimicrobial properties of tetracyclines. Pharmacol Res. 2011, 63: 108-113. 10.1016/j.phrs.2010.10.005.CrossRefPubMed Sorsa T, Tervahartiala T, Leppilahti J, Hernandez M, Gamonal J, Tuomainen AM, Lauhio A, Pussinen PJ, Mantyla P: Collagenase-2 (MMP-8) as a point-of-care biomarker in periodontitis and cardiovascular diseases. Therapeutic response to non-antimicrobial properties of tetracyclines. Pharmacol Res. 2011, 63: 108-113. 10.1016/j.phrs.2010.10.005.CrossRefPubMed
48.
go back to reference Zile MR, Desantis SM, Baicu CF, Stroud RE, Thompson SB, McClure CD, Mehurg SM, Spinale FG: Plasma biomarkers that reflect determinants of matrix composition identify the presence of left ventricular hypertrophy and diastolic heart failure. Circ Heart Fail. 2011, 4: 246-256. 10.1161/CIRCHEARTFAILURE.110.958199.PubMedCentralCrossRefPubMed Zile MR, Desantis SM, Baicu CF, Stroud RE, Thompson SB, McClure CD, Mehurg SM, Spinale FG: Plasma biomarkers that reflect determinants of matrix composition identify the presence of left ventricular hypertrophy and diastolic heart failure. Circ Heart Fail. 2011, 4: 246-256. 10.1161/CIRCHEARTFAILURE.110.958199.PubMedCentralCrossRefPubMed
50.
go back to reference Hu J, Van den Steen PE, Dillen C, Opdenakker G: Targeting neutrophil collagenase/matrix metalloproteinase-8 and gelatinase B/matrix metalloproteinase-9 with a peptidomimetic inhibitor protects against endotoxin shock. Biochem Pharmacol. 2005, 70: 535-544. 10.1016/j.bcp.2005.04.047.CrossRefPubMed Hu J, Van den Steen PE, Dillen C, Opdenakker G: Targeting neutrophil collagenase/matrix metalloproteinase-8 and gelatinase B/matrix metalloproteinase-9 with a peptidomimetic inhibitor protects against endotoxin shock. Biochem Pharmacol. 2005, 70: 535-544. 10.1016/j.bcp.2005.04.047.CrossRefPubMed
51.
go back to reference Kingsmore SF, Kennedy N, Halliday HL, Van Velkinburgh JC, Zhong S, Gabriel V, Grant J, Beavis WD, Tchernev VT, Perlee L, Leinine S, Grimwade B, Sorette M, Edgar JD: Identification of diagnostic biomarkers for infection in premature neonates. Mol Cell Proteomics. 2008, 7: 1863-1875. 10.1074/mcp.M800175-MCP200.PubMedCentralCrossRefPubMed Kingsmore SF, Kennedy N, Halliday HL, Van Velkinburgh JC, Zhong S, Gabriel V, Grant J, Beavis WD, Tchernev VT, Perlee L, Leinine S, Grimwade B, Sorette M, Edgar JD: Identification of diagnostic biomarkers for infection in premature neonates. Mol Cell Proteomics. 2008, 7: 1863-1875. 10.1074/mcp.M800175-MCP200.PubMedCentralCrossRefPubMed
52.
go back to reference Linas SL, Whittenburg D, Repine JE: Role of neutrophil derived oxidants and elastase in lipopolysaccharide-mediated renal injury. Kidney Int. 1991, 39: 618-623. 10.1038/ki.1991.73.CrossRefPubMed Linas SL, Whittenburg D, Repine JE: Role of neutrophil derived oxidants and elastase in lipopolysaccharide-mediated renal injury. Kidney Int. 1991, 39: 618-623. 10.1038/ki.1991.73.CrossRefPubMed
53.
go back to reference Akcan-Arikan A, Zappitelli M, Loftis LL, Washburn KK, Jefferson LS, Goldstein SL: Modified RIFLE criteria in critically ill children with acute kidney injury. Kidney Int. 2007, 71: 1028-1035. 10.1038/sj.ki.5002231.CrossRefPubMed Akcan-Arikan A, Zappitelli M, Loftis LL, Washburn KK, Jefferson LS, Goldstein SL: Modified RIFLE criteria in critically ill children with acute kidney injury. Kidney Int. 2007, 71: 1028-1035. 10.1038/sj.ki.5002231.CrossRefPubMed
54.
go back to reference Iglesias J, Marik PE, Levine JS: Elevated serum levels of the type I and type II receptors for tumor necrosis factor-alpha as predictive factors for ARF in patients with septic shock. Am J Kidney Dis. 2003, 41: 62-75. 10.1053/ajkd.2003.50024.CrossRefPubMed Iglesias J, Marik PE, Levine JS: Elevated serum levels of the type I and type II receptors for tumor necrosis factor-alpha as predictive factors for ARF in patients with septic shock. Am J Kidney Dis. 2003, 41: 62-75. 10.1053/ajkd.2003.50024.CrossRefPubMed
55.
go back to reference Hoste EA, Lameire NH, Vanholder RC, Benoit DD, Decruyenaere JM, Colardyn FA: Acute renal failure in patients with sepsis in a surgical ICU: predictive factors, incidence, comorbidity, and outcome. J Am Soc Nephrol. 2003, 14: 1022-1030. 10.1097/01.ASN.0000059863.48590.E9.CrossRefPubMed Hoste EA, Lameire NH, Vanholder RC, Benoit DD, Decruyenaere JM, Colardyn FA: Acute renal failure in patients with sepsis in a surgical ICU: predictive factors, incidence, comorbidity, and outcome. J Am Soc Nephrol. 2003, 14: 1022-1030. 10.1097/01.ASN.0000059863.48590.E9.CrossRefPubMed
56.
go back to reference Martensson J, Bell M, Oldner A, Xu S, Venge P, Martling CR: Neutrophil gelatinase-associated lipocalin in adult septic patients with and without acute kidney injury. Intensive Care Med. 2010, 36: 1333-1340. 10.1007/s00134-010-1887-4.CrossRefPubMed Martensson J, Bell M, Oldner A, Xu S, Venge P, Martling CR: Neutrophil gelatinase-associated lipocalin in adult septic patients with and without acute kidney injury. Intensive Care Med. 2010, 36: 1333-1340. 10.1007/s00134-010-1887-4.CrossRefPubMed
Metadata
Title
Identification of candidate serum biomarkers for severe septic shock-associated kidney injury via microarray
Authors
Rajit K Basu
Stephen W Standage
Natalie Z Cvijanovich
Geoffrey L Allen
Neal J Thomas
Robert J Freishtat
Nick Anas
Keith Meyer
Paul A Checchia
Richard Lin
Thomas P Shanley
Michael T Bigham
Derek S Wheeler
Prasad Devarajan
Stuart L Goldstein
Hector R Wong
Publication date
01-12-2011
Publisher
BioMed Central
Published in
Critical Care / Issue 6/2011
Electronic ISSN: 1364-8535
DOI
https://doi.org/10.1186/cc10554

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