Discovery and Validation of Urinary Molecular Signature of Early Sepsis.

cells gene expression machine learning messenger ribonucleic acid sepsis urine

Journal

Critical care explorations
ISSN: 2639-8028
Titre abrégé: Crit Care Explor
Pays: United States
ID NLM: 101746347

Informations de publication

Date de publication:
Oct 2020
Historique:
entrez: 16 10 2020
pubmed: 17 10 2020
medline: 17 10 2020
Statut: epublish

Résumé

Identify alterations in gene expression unique to systemic and kidney-specific pathophysiologic processes using whole-genome analyses of RNA isolated from the urinary cells of sepsis patients. Prospective cohort study. Quaternary care academic hospital. A total of 266 sepsis and 82 control patients enrolled between January 2015 and February 2018. Whole-genome transcriptomic analysis of messenger RNA isolated from the urinary cells of sepsis patients within 12 hours of sepsis onset and from control subjects. The differentially expressed probes that map to known genes were subjected to feature selection using multiple machine learning techniques to find the best subset of probes that differentiates sepsis from control subjects. Using differential expression augmented with machine learning ensembles, we identified a set of 239 genes in urine, which show excellent effectiveness in classifying septic patients from those with chronic systemic disease in both internal and independent external validation cohorts. Functional analysis indexes disrupted biological pathways in early sepsis and reveal key molecular networks driving its pathogenesis. We identified unique urinary gene expression profile in early sepsis. Future studies need to confirm whether this approach can complement blood transcriptomic approaches for sepsis diagnosis and prognostication.

Identifiants

pubmed: 33063018
doi: 10.1097/CCE.0000000000000195
pmc: PMC7523873
doi:

Types de publication

Journal Article

Langues

eng

Pagination

e0195

Subventions

Organisme : NIBIB NIH HHS
ID : R21 EB027344
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR000064
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR001427
Pays : United States
Organisme : NIGMS NIH HHS
ID : P50 GM111152
Pays : United States
Organisme : NIGMS NIH HHS
ID : R01 GM110240
Pays : United States
Organisme : NHLBI NIH HHS
ID : K08 HL130945
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG028740
Pays : United States

Informations de copyright

Copyright © 2020 The Authors. Published by Wolters Kluwer Health, Inc. on behalf of the Society of Critical Care Medicine.

Déclaration de conflit d'intérêts

Drs. Adhikari, Ozrazgat-Baslanti, Rashidi, and Bihorac were supported, in part, by R01 GM110240 from the National Institute of General Medical Sciences. Ms. Sautina, Ms. Lopez, Dr. Efron, Dr. Brakenridge, Dr. Moldawer, Dr. Moore, Dr. Baker, Dr. Segal, Dr. Ozrazgat-Baslanti, and Dr. Bihorac were supported, in part, by the Sepsis and Critical Illness Research Center Award P50 GM-111152 from the National Institute of General Medical Sciences. Dr. Mohandas was supported, in part, by a K08 award from the National Institutes of Health (NIH)/National Heart, Lung, and Blood Institute (K08:HL130945). Dr. Rashidi was supported, in part, by the grant NIH/National Institute of Biomedical Imaging and Bioengineering 1R21EB027344 and National Science Foundation CAREER 1750192. Dr. Ozrazgat-Baslanti was supported, in part, by the National Center for Advancing Translational Sciences of the National Institutes of Health under Award Number UL1TR001427 and, in part, by the grant from Gatorade Trust (127900), University of Florida. The remaining authors have disclosed that they do not have any potential conflicts of interest.

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Auteurs

Nicholas Lysak (N)

Precision and Intelligent Systems in Medicine (PrismaP), University of Florida, Gainesville, FL.
Department of Surgery, University of Florida, Gainesville, FL.

Lasith Adhikari (L)

Department of Medicine, Division of Nephrology, Hypertension, and Renal Transplantation, University of Florida, Gainesville, FL.
Precision and Intelligent Systems in Medicine (PrismaP), University of Florida, Gainesville, FL.

Laura M Velez (LM)

Department of Medicine, Division of Nephrology, Hypertension, and Renal Transplantation, University of Florida, Gainesville, FL.

Larysa Sautina (L)

Department of Medicine, Division of Nephrology, Hypertension, and Renal Transplantation, University of Florida, Gainesville, FL.
Sepsis and Critical Illness Research Center, University of Florida, Gainesville, FL.

Rajesh Mohandas (R)

Department of Medicine, Division of Nephrology, Hypertension, and Renal Transplantation, University of Florida, Gainesville, FL.
North Florida/South Georgia Veterans Health System, Gainesville, FL.

Maria-Cecilia Lopez (MC)

Sepsis and Critical Illness Research Center, University of Florida, Gainesville, FL.
Department of Molecular Genetics and Microbiology, University of Florida, Gainesville, FL.

Ricardo Ungaro (R)

Department of Surgery, University of Florida, Gainesville, FL.

Ying-Chih Peng (YC)

Precision and Intelligent Systems in Medicine (PrismaP), University of Florida, Gainesville, FL.
Department of Industrial and Systems Engineering, University of Florida, Gainesville, FL.

Ferdous Kadri (F)

Department of Medicine, Division of Nephrology, Hypertension, and Renal Transplantation, University of Florida, Gainesville, FL.
Precision and Intelligent Systems in Medicine (PrismaP), University of Florida, Gainesville, FL.
North Florida/South Georgia Veterans Health System, Gainesville, FL.

Philip Efron (P)

Sepsis and Critical Illness Research Center, University of Florida, Gainesville, FL.
Department of Surgery, University of Florida, Gainesville, FL.

Scott Brakenridge (S)

Sepsis and Critical Illness Research Center, University of Florida, Gainesville, FL.
Department of Surgery, University of Florida, Gainesville, FL.

Lyle Moldawer (L)

Sepsis and Critical Illness Research Center, University of Florida, Gainesville, FL.
Department of Surgery, University of Florida, Gainesville, FL.

Frederick Moore (F)

Sepsis and Critical Illness Research Center, University of Florida, Gainesville, FL.
Department of Surgery, University of Florida, Gainesville, FL.

Henry V Baker (HV)

Sepsis and Critical Illness Research Center, University of Florida, Gainesville, FL.
Department of Molecular Genetics and Microbiology, University of Florida, Gainesville, FL.

Mark S Segal (MS)

Department of Medicine, Division of Nephrology, Hypertension, and Renal Transplantation, University of Florida, Gainesville, FL.
Sepsis and Critical Illness Research Center, University of Florida, Gainesville, FL.
North Florida/South Georgia Veterans Health System, Gainesville, FL.

Tezcan Ozrazgat-Baslanti (T)

Department of Medicine, Division of Nephrology, Hypertension, and Renal Transplantation, University of Florida, Gainesville, FL.
Precision and Intelligent Systems in Medicine (PrismaP), University of Florida, Gainesville, FL.
Sepsis and Critical Illness Research Center, University of Florida, Gainesville, FL.

Parisa Rashidi (P)

J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, FL.
Precision and Intelligent Systems in Medicine (PrismaP), University of Florida, Gainesville, FL.

Azra Bihorac (A)

Department of Medicine, Division of Nephrology, Hypertension, and Renal Transplantation, University of Florida, Gainesville, FL.
Precision and Intelligent Systems in Medicine (PrismaP), University of Florida, Gainesville, FL.
Sepsis and Critical Illness Research Center, University of Florida, Gainesville, FL.

Classifications MeSH