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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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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. |
format | Online Article Text |
id | pubmed-5538707 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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