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Diagnosis of coinfection by schistosomiasis and viral hepatitis B or C using (1)H NMR-based metabonomics

BACKGROUND: Diagnosis of liver involvement due to schistosomiasis in asymptomatic patients from endemic areas previously diagnosed with chronic hepatitis B (HBV) or C (HCV) and periportal fibrosis is challenging. H-1 Nuclear Magnetic Resonance (NMR)-based metabonomics strategy is a powerful tool for...

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Autores principales: Gouveia, Liana Ribeiro, Santos, Joelma Carvalho, Silva, Ronaldo Dionísio, Batista, Andrea Dória, Domingues, Ana Lúcia Coutinho, Lopes, Edmundo Pessoa de Almeida, Silva, Ricardo Oliveira
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5538707/
https://www.ncbi.nlm.nih.gov/pubmed/28763497
http://dx.doi.org/10.1371/journal.pone.0182196
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author Gouveia, Liana Ribeiro
Santos, Joelma Carvalho
Silva, Ronaldo Dionísio
Batista, Andrea Dória
Domingues, Ana Lúcia Coutinho
Lopes, Edmundo Pessoa de Almeida
Silva, Ricardo Oliveira
author_facet Gouveia, Liana Ribeiro
Santos, Joelma Carvalho
Silva, Ronaldo Dionísio
Batista, Andrea Dória
Domingues, Ana Lúcia Coutinho
Lopes, Edmundo Pessoa de Almeida
Silva, Ricardo Oliveira
author_sort Gouveia, Liana Ribeiro
collection PubMed
description BACKGROUND: Diagnosis of liver involvement due to schistosomiasis in asymptomatic patients from endemic areas previously diagnosed with chronic hepatitis B (HBV) or C (HCV) and periportal fibrosis is challenging. H-1 Nuclear Magnetic Resonance (NMR)-based metabonomics strategy is a powerful tool for providing a profile of endogenous metabolites of low molecular weight in biofluids in a non-invasive way. The aim of this study was to diagnose periportal fibrosis due to schistosomiasis mansoni in patients with chronic HBV or HCV infection through NMR-based metabonomics models. METHODOLOGY/PRINCIPAL FINDINGS: The study included 40 patients divided into two groups: (i) 18 coinfected patients with schistosomiasis mansoni and HBV or HCV; and (ii) 22 HBV or HCV monoinfected patients. The serum samples were analyzed through H-1 NMR spectroscopy and the models were based on Principal Component Analysis (PCA) and Partial Least Squares—Discriminant Analysis (PLS-DA). Ultrasonography examination was used to ascertain the diagnosis of periportal fibrosis. Exploratory analysis showed a clear separation between coinfected and monoinfected samples. The supervised model built from PLS-DA showed accuracy, R(2) and Q(2) values equal to 100%, 98.1% and 97.5%, respectively. According to the variable importance in the projection plot, lactate serum levels were higher in the coinfected group, while the signals attributed to HDL serum cholesterol were more intense in the monoinfected group. CONCLUSIONS/SIGNIFICANCE: The metabonomics models constructed in this study are promising as an alternative tool for diagnosis of periportal fibrosis by schistosomiasis in patients with chronic HBV or HCV infection from endemic areas for Schistosoma mansoni.
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spelling pubmed-55387072017-08-07 Diagnosis of coinfection by schistosomiasis and viral hepatitis B or C using (1)H NMR-based metabonomics Gouveia, Liana Ribeiro Santos, Joelma Carvalho Silva, Ronaldo Dionísio Batista, Andrea Dória Domingues, Ana Lúcia Coutinho Lopes, Edmundo Pessoa de Almeida Silva, Ricardo Oliveira PLoS One Research Article BACKGROUND: Diagnosis of liver involvement due to schistosomiasis in asymptomatic patients from endemic areas previously diagnosed with chronic hepatitis B (HBV) or C (HCV) and periportal fibrosis is challenging. H-1 Nuclear Magnetic Resonance (NMR)-based metabonomics strategy is a powerful tool for providing a profile of endogenous metabolites of low molecular weight in biofluids in a non-invasive way. The aim of this study was to diagnose periportal fibrosis due to schistosomiasis mansoni in patients with chronic HBV or HCV infection through NMR-based metabonomics models. METHODOLOGY/PRINCIPAL FINDINGS: The study included 40 patients divided into two groups: (i) 18 coinfected patients with schistosomiasis mansoni and HBV or HCV; and (ii) 22 HBV or HCV monoinfected patients. The serum samples were analyzed through H-1 NMR spectroscopy and the models were based on Principal Component Analysis (PCA) and Partial Least Squares—Discriminant Analysis (PLS-DA). Ultrasonography examination was used to ascertain the diagnosis of periportal fibrosis. Exploratory analysis showed a clear separation between coinfected and monoinfected samples. The supervised model built from PLS-DA showed accuracy, R(2) and Q(2) values equal to 100%, 98.1% and 97.5%, respectively. According to the variable importance in the projection plot, lactate serum levels were higher in the coinfected group, while the signals attributed to HDL serum cholesterol were more intense in the monoinfected group. CONCLUSIONS/SIGNIFICANCE: The metabonomics models constructed in this study are promising as an alternative tool for diagnosis of periportal fibrosis by schistosomiasis in patients with chronic HBV or HCV infection from endemic areas for Schistosoma mansoni. Public Library of Science 2017-08-01 /pmc/articles/PMC5538707/ /pubmed/28763497 http://dx.doi.org/10.1371/journal.pone.0182196 Text en © 2017 Gouveia et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Gouveia, Liana Ribeiro
Santos, Joelma Carvalho
Silva, Ronaldo Dionísio
Batista, Andrea Dória
Domingues, Ana Lúcia Coutinho
Lopes, Edmundo Pessoa de Almeida
Silva, Ricardo Oliveira
Diagnosis of coinfection by schistosomiasis and viral hepatitis B or C using (1)H NMR-based metabonomics
title Diagnosis of coinfection by schistosomiasis and viral hepatitis B or C using (1)H NMR-based metabonomics
title_full Diagnosis of coinfection by schistosomiasis and viral hepatitis B or C using (1)H NMR-based metabonomics
title_fullStr Diagnosis of coinfection by schistosomiasis and viral hepatitis B or C using (1)H NMR-based metabonomics
title_full_unstemmed Diagnosis of coinfection by schistosomiasis and viral hepatitis B or C using (1)H NMR-based metabonomics
title_short Diagnosis of coinfection by schistosomiasis and viral hepatitis B or C using (1)H NMR-based metabonomics
title_sort diagnosis of coinfection by schistosomiasis and viral hepatitis b or c using (1)h nmr-based metabonomics
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5538707/
https://www.ncbi.nlm.nih.gov/pubmed/28763497
http://dx.doi.org/10.1371/journal.pone.0182196
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