Prognosis Biomarkers of Severe Sepsis and Septic Shock by 1H NMR Urine Metabolomics in the Intensive Care Unit

被引:59
作者
Garcia-Simon, Monica [1 ]
Morales, Jose M. [2 ]
Modesto-Alapont, Vicente [3 ]
Gonzalez-Marrachelli, Vannina [4 ]
Vento-Rehues, Rosa [1 ]
Jorda-Minana, Angela [1 ]
Blanquer-Olivas, Jose [1 ]
Monleon, Daniel [4 ]
机构
[1] Clin Univ Hosp Valencia, Dept Crit Care, Valencia, Spain
[2] Univ Valencia, Cent Unit Res Med, Valencia, Spain
[3] Univ & Polytech Hosp La Fe, Dept Paediat Crit Care, Valencia, Spain
[4] Clin Hosp Res Fdn INCLIVA, Valencia, Spain
关键词
MAGNETIC-RESONANCE-SPECTROSCOPY; LACTATE-DEHYDROGENASE; ARGININE; SERUM;
D O I
10.1371/journal.pone.0140993
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Early diagnosis and patient stratification may improve sepsis outcome by a timely start of the proper specific treatment. We aimed to identify metabolomic biomarkers of sepsis in urine by H-1-NMR spectroscopy to assess the severity and to predict outcomes. Urine samples were collected from 64 patients with severe sepsis or septic shock in the ICU for a H-1 NMR spectra acquisition. A supervised analysis was performed on the processed spectra, and a predictive model for prognosis (30-days mortality/survival) of sepsis was constructed using partial least-squares discriminant analysis (PLS-DA). In addition, we compared the prediction power of metabolomics data respect the Sequential Organ Failure Assessment (SOFA) score. Supervised multivariate analysis afforded a good predictive model to distinguish the patient groups and detect specific metabolic patterns. Negative prognosis patients presented higher values of ethanol, glucose and hippurate, and on the contrary, lower levels of methionine, glutamine, arginine and phenylalanine. These metabolites could be part of a composite biopattern of the human metabolic response to sepsis shock and its mortality in ICU patients. The internal cross-validation showed robustness of the metabolic predictive model obtained and a better predictive ability in comparison with SOFA values. Our results indicate that NMR metabolic profiling might be helpful for determining the metabolomic phenotype of worst-prognosis septic patients in an early stage. A predictive model for the evolution of septic patients using these metabolites was able to classify cases with more sensitivity and specificity than the well-established organ dysfunction score SOFA.
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页数:12
相关论文
共 31 条
[1]
Year in review in Intensive Care Medicine, 2008: III. Paediatrics, Ethics, outcome research and critical care organization, sedation, pharmacology and miscellanea [J].
Antonelli, Massimo ;
Azoulay, Elie ;
Bonten, Marc ;
Chastre, Jean ;
Citerio, Giuseppe ;
Conti, Giorgio ;
De Backer, Daniel ;
Lemaire, Francois ;
Gerlach, Herwig ;
Groeneveld, Johan ;
Hedenstierna, Goran ;
Macrae, Duncan ;
Mancebo, Jordi ;
Maggiore, Salvatore M. ;
Mebazaa, Alexandre ;
Metnitz, Philipp ;
Pugin, Jerome ;
Wernerman, Jan ;
Zhang, Haibo .
INTENSIVE CARE MEDICINE, 2009, 35 (03) :405-416
[2]
Metabolomic Profile of Human Myocardial Ischemia by Nuclear Magnetic Resonance Spectroscopy of Peripheral Blood Serum A Translational Study Based on Transient Coronary Occlusion Models [J].
Bodi, Vicente ;
Sanchis, Juan ;
Morales, Jose M. ;
Marrachelli, Vannina G. ;
Nunez, Julio ;
Forteza, Maria J. ;
Chaustre, Fabian ;
Gomez, Cristina ;
Mainar, Luis ;
Minana, Gema ;
Rumiz, Eva ;
Husser, Oliver ;
Noguera, Inmaculada ;
Diaz, Ana ;
Moratal, David ;
Carratala, Arturo ;
Bosch, Xavier ;
Llacer, Angel ;
Chorro, Francisco J. ;
Vina, Juan R. ;
Monleon, Daniel .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2012, 59 (18) :1629-1641
[3]
Multicenter study of the multiple organ dysfunction syndrome in intensive care units:: the usefulness of Sequential Organ Failure Assessment scores in decision making [J].
Cabré, L ;
Mancebo, J ;
Solsona, JF ;
Saura, P ;
Gich, I ;
Blanch, L ;
Carrasco, G ;
Martín, MC .
INTENSIVE CARE MEDICINE, 2005, 31 (07) :927-933
[4]
Dellinger RP, 2013, INTENS CARE MED, V41, P580, DOI [DOI 10.1097/CCM.0B013E31827E83AF, DOI 10.1007/s00134-012-2769-8]
[5]
Eriksson L., 2006, MULTI MEGAVARIATE 1
[6]
Lactate Dehydrogenase Is the Key Enzyme for Pneumococcal Pyruvate Metabolism and Pneumococcal Survival in Blood [J].
Gaspar, Paula ;
Al-Bayati, Firas A. Y. ;
Andrew, Peter W. ;
Neves, Ana Rute ;
Yesilkaya, Hasan .
INFECTION AND IMMUNITY, 2014, 82 (12) :5099-5109
[7]
Sepsis associated encephalopathy (SAE): A review [J].
Green, R ;
Scott, LK ;
Minagar, A ;
Conrad, S .
FRONTIERS IN BIOSCIENCE-LANDMARK, 2004, 9 :1637-1641
[8]
Intensive insulin therapy and mortality among critically ill patients: a meta-analysis including NICE-SUGAR study data [J].
Griesdale, Donald E. G. ;
de Souza, Russell J. ;
van Dam, Rob M. ;
Heyland, Daren K. ;
Cook, Deborah J. ;
Malhotra, Atul ;
Dhaliwal, Rupinder ;
Henderson, William R. ;
Chittock, Dean R. ;
Finfer, Simon ;
Talmor, Daniel .
CANADIAN MEDICAL ASSOCIATION JOURNAL, 2009, 180 (08) :821-827
[9]
Holmes E, 1995, ANAL CHEM, V67, P793
[10]
A Metabolomic Approach to the Pathogenesis of Ventilator-induced Lung Injury [J].
Izquierdo-Garcia, Jose L. ;
Naz, Shama ;
Nin, Nicolas ;
Rojas, Yeny ;
Erazo, Marcela ;
Martinez-Caro, Leticia ;
Garcia, Antonia ;
de Paula, Marta ;
Fernandez-Segoviano, Pilar ;
Casals, Cristina ;
Esteban, Andres ;
Ruiz-Cabello, Jesus ;
Barbas, Coral ;
Lorente, Jose A. .
ANESTHESIOLOGY, 2014, 120 (03) :694-702