A 2-transcript host cell signature distinguishes viral from bacterial diarrhea and it is influenced by the severity of symptoms

Abstract Recently, a biomarker signature consisting of 2-transcript host RNAs was proposed for discriminating bacterial from viral infections in febrile children. We evaluated the performance of this signature in a different disease scenario, namely a cohort of Mexican children (n = 174) suffering f...

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Main Authors: R. Barral-Arca, J. Pardo-Seco, F. Martinón-Torres, A. Salas
Format: Article
Language:English
Published: Nature Publishing Group 2018-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-018-26239-1
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spelling doaj-aa4c7f909cf64a9d9d7f745bb62acc012020-12-08T03:38:48ZengNature Publishing GroupScientific Reports2045-23222018-05-01811710.1038/s41598-018-26239-1A 2-transcript host cell signature distinguishes viral from bacterial diarrhea and it is influenced by the severity of symptomsR. Barral-Arca0J. Pardo-Seco1F. Martinón-Torres2A. Salas3Unidade de Xenética, Departamento de Anatomía Patolóxica e Ciencias Forenses, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de CompostelaUnidade de Xenética, Departamento de Anatomía Patolóxica e Ciencias Forenses, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de CompostelaTranslational Pediatrics and Infectious Diseases, Hospital Clínico Universitario de SantiagoUnidade de Xenética, Departamento de Anatomía Patolóxica e Ciencias Forenses, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de CompostelaAbstract Recently, a biomarker signature consisting of 2-transcript host RNAs was proposed for discriminating bacterial from viral infections in febrile children. We evaluated the performance of this signature in a different disease scenario, namely a cohort of Mexican children (n = 174) suffering from acute diarrhea of different infectious etiologies. We first examined the admixed background of the patients, indicating that most of them have a predominantly Native American genetic ancestry with a variable amount of European background (ranging from 0% to 57%). The results confirm that the RNA test can discriminate between viral and bacterial causes of infection (t-test; P-value = 6.94×10−11; AUC = 80%; sensitivity: 68% [95% CI: 55%–79%]; specificity: 84% [95% CI: 78%–90%]), but the strength of the signal differs substantially depending on the causal pathogen, with the stronger signal being that of Shigella (P-value = 3.14 × 10−12; AUC = 89; sensitivity: 70% [95% CI: 57%–83%]; specificity: 100% [95% CI: 100%–100%]). The accuracy of this test improves significantly when excluding mild cases (P-value = 2.13 × 10−6; AUC = 85%; sensitivity: 79% [95% CI: 58%–95%]; specificity: 78% [95% CI: 65%–88%]). The results broaden the scope of previous studies by incorporating different pathogens, variable levels of disease severity, and different ancestral background of patients, and add confirmatory support to the clinical utility of these 2-transcript biomarkers.https://doi.org/10.1038/s41598-018-26239-1
collection DOAJ
language English
format Article
sources DOAJ
author R. Barral-Arca
J. Pardo-Seco
F. Martinón-Torres
A. Salas
spellingShingle R. Barral-Arca
J. Pardo-Seco
F. Martinón-Torres
A. Salas
A 2-transcript host cell signature distinguishes viral from bacterial diarrhea and it is influenced by the severity of symptoms
Scientific Reports
author_facet R. Barral-Arca
J. Pardo-Seco
F. Martinón-Torres
A. Salas
author_sort R. Barral-Arca
title A 2-transcript host cell signature distinguishes viral from bacterial diarrhea and it is influenced by the severity of symptoms
title_short A 2-transcript host cell signature distinguishes viral from bacterial diarrhea and it is influenced by the severity of symptoms
title_full A 2-transcript host cell signature distinguishes viral from bacterial diarrhea and it is influenced by the severity of symptoms
title_fullStr A 2-transcript host cell signature distinguishes viral from bacterial diarrhea and it is influenced by the severity of symptoms
title_full_unstemmed A 2-transcript host cell signature distinguishes viral from bacterial diarrhea and it is influenced by the severity of symptoms
title_sort 2-transcript host cell signature distinguishes viral from bacterial diarrhea and it is influenced by the severity of symptoms
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2018-05-01
description Abstract Recently, a biomarker signature consisting of 2-transcript host RNAs was proposed for discriminating bacterial from viral infections in febrile children. We evaluated the performance of this signature in a different disease scenario, namely a cohort of Mexican children (n = 174) suffering from acute diarrhea of different infectious etiologies. We first examined the admixed background of the patients, indicating that most of them have a predominantly Native American genetic ancestry with a variable amount of European background (ranging from 0% to 57%). The results confirm that the RNA test can discriminate between viral and bacterial causes of infection (t-test; P-value = 6.94×10−11; AUC = 80%; sensitivity: 68% [95% CI: 55%–79%]; specificity: 84% [95% CI: 78%–90%]), but the strength of the signal differs substantially depending on the causal pathogen, with the stronger signal being that of Shigella (P-value = 3.14 × 10−12; AUC = 89; sensitivity: 70% [95% CI: 57%–83%]; specificity: 100% [95% CI: 100%–100%]). The accuracy of this test improves significantly when excluding mild cases (P-value = 2.13 × 10−6; AUC = 85%; sensitivity: 79% [95% CI: 58%–95%]; specificity: 78% [95% CI: 65%–88%]). The results broaden the scope of previous studies by incorporating different pathogens, variable levels of disease severity, and different ancestral background of patients, and add confirmatory support to the clinical utility of these 2-transcript biomarkers.
url https://doi.org/10.1038/s41598-018-26239-1
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