Cargando…
Assessment of periportal fibrosis in Schistosomiasis mansoni patients by proton nuclear magnetic resonance-based metabonomics models
BACKGROUND: The evaluation of periportal fibrosis (PPF) is essential for a prognostic assessment of patients with Schistosomiasis mansoni. The WHO Niamey Protocol defines patterns of fibrosis from abdominal ultrasonography, (1)H-nuclear magnetic resonance (NMR)-based metabonomics has been employed t...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Baishideng Publishing Group Inc
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9099102/ https://www.ncbi.nlm.nih.gov/pubmed/35646266 http://dx.doi.org/10.4254/wjh.v14.i4.719 |
_version_ | 1784706528570245120 |
---|---|
author | Rodrigues, Milena Lima da Luz, Tatiane Priscila Santos Rodrigues Pereira, Caroline Louise Diniz Batista, Andrea Dória Domingues, Ana Lúcia Coutinho Silva, Ricardo Oliveira Lopes, Edmundo Pessoa |
author_facet | Rodrigues, Milena Lima da Luz, Tatiane Priscila Santos Rodrigues Pereira, Caroline Louise Diniz Batista, Andrea Dória Domingues, Ana Lúcia Coutinho Silva, Ricardo Oliveira Lopes, Edmundo Pessoa |
author_sort | Rodrigues, Milena Lima |
collection | PubMed |
description | BACKGROUND: The evaluation of periportal fibrosis (PPF) is essential for a prognostic assessment of patients with Schistosomiasis mansoni. The WHO Niamey Protocol defines patterns of fibrosis from abdominal ultrasonography, (1)H-nuclear magnetic resonance (NMR)-based metabonomics has been employed to assess liver fibrosis in some diseases. AIM: To build (1)H-NMR-based metabonomics models (MM) to discriminate mild from significant periportal PPF and identify differences in the metabolite profiles. METHODS: A prospective cross-sectional study was performed on schistosomiasis patients at a University Hospital in Northeastern Brazil. We evaluated 41 serum samples from 10 patients with mild PPF (C Niamey pattern) and 31 patients with significant PPF (D/E/F Niamey patterns). MM were built using partial least squares-discriminant analysis (PLS-DA) and orthogonal projections to latent structures discriminant analysis (OPLS-DA) formalisms. RESULTS: PLS-DA and OPLS-DA resulted in discrimination between mild and significant PPF groups with R2 and Q2 values of 0.80 and 0.38 and 0.72 and 0.42 for each model, respectively. The OPLS-DA model presented accuracy, sensitivity, and specificity values of 92.7%, 90.3%, and 100% to discriminate significant PPF. The metabolites identified as responsible by discrimination were: N-acetylglucosamines, alanine, glycolaldehyde, carbohydrates, and valine. CONCLUSION: MMs discriminated mild from significant PPF patterns in patients with Schistosomiasis mansoni through identification of differences in serum metabolites profiles. |
format | Online Article Text |
id | pubmed-9099102 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Baishideng Publishing Group Inc |
record_format | MEDLINE/PubMed |
spelling | pubmed-90991022022-05-26 Assessment of periportal fibrosis in Schistosomiasis mansoni patients by proton nuclear magnetic resonance-based metabonomics models Rodrigues, Milena Lima da Luz, Tatiane Priscila Santos Rodrigues Pereira, Caroline Louise Diniz Batista, Andrea Dória Domingues, Ana Lúcia Coutinho Silva, Ricardo Oliveira Lopes, Edmundo Pessoa World J Hepatol Basic Study BACKGROUND: The evaluation of periportal fibrosis (PPF) is essential for a prognostic assessment of patients with Schistosomiasis mansoni. The WHO Niamey Protocol defines patterns of fibrosis from abdominal ultrasonography, (1)H-nuclear magnetic resonance (NMR)-based metabonomics has been employed to assess liver fibrosis in some diseases. AIM: To build (1)H-NMR-based metabonomics models (MM) to discriminate mild from significant periportal PPF and identify differences in the metabolite profiles. METHODS: A prospective cross-sectional study was performed on schistosomiasis patients at a University Hospital in Northeastern Brazil. We evaluated 41 serum samples from 10 patients with mild PPF (C Niamey pattern) and 31 patients with significant PPF (D/E/F Niamey patterns). MM were built using partial least squares-discriminant analysis (PLS-DA) and orthogonal projections to latent structures discriminant analysis (OPLS-DA) formalisms. RESULTS: PLS-DA and OPLS-DA resulted in discrimination between mild and significant PPF groups with R2 and Q2 values of 0.80 and 0.38 and 0.72 and 0.42 for each model, respectively. The OPLS-DA model presented accuracy, sensitivity, and specificity values of 92.7%, 90.3%, and 100% to discriminate significant PPF. The metabolites identified as responsible by discrimination were: N-acetylglucosamines, alanine, glycolaldehyde, carbohydrates, and valine. CONCLUSION: MMs discriminated mild from significant PPF patterns in patients with Schistosomiasis mansoni through identification of differences in serum metabolites profiles. Baishideng Publishing Group Inc 2022-04-27 2022-04-27 /pmc/articles/PMC9099102/ /pubmed/35646266 http://dx.doi.org/10.4254/wjh.v14.i4.719 Text en ©The Author(s) 2022. Published by Baishideng Publishing Group Inc. All rights reserved. https://creativecommons.org/licenses/by-nc/4.0/This article is an open-access article that was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution NonCommercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. |
spellingShingle | Basic Study Rodrigues, Milena Lima da Luz, Tatiane Priscila Santos Rodrigues Pereira, Caroline Louise Diniz Batista, Andrea Dória Domingues, Ana Lúcia Coutinho Silva, Ricardo Oliveira Lopes, Edmundo Pessoa Assessment of periportal fibrosis in Schistosomiasis mansoni patients by proton nuclear magnetic resonance-based metabonomics models |
title | Assessment of periportal fibrosis in Schistosomiasis mansoni patients by proton nuclear magnetic resonance-based metabonomics models |
title_full | Assessment of periportal fibrosis in Schistosomiasis mansoni patients by proton nuclear magnetic resonance-based metabonomics models |
title_fullStr | Assessment of periportal fibrosis in Schistosomiasis mansoni patients by proton nuclear magnetic resonance-based metabonomics models |
title_full_unstemmed | Assessment of periportal fibrosis in Schistosomiasis mansoni patients by proton nuclear magnetic resonance-based metabonomics models |
title_short | Assessment of periportal fibrosis in Schistosomiasis mansoni patients by proton nuclear magnetic resonance-based metabonomics models |
title_sort | assessment of periportal fibrosis in schistosomiasis mansoni patients by proton nuclear magnetic resonance-based metabonomics models |
topic | Basic Study |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9099102/ https://www.ncbi.nlm.nih.gov/pubmed/35646266 http://dx.doi.org/10.4254/wjh.v14.i4.719 |
work_keys_str_mv | AT rodriguesmilenalima assessmentofperiportalfibrosisinschistosomiasismansonipatientsbyprotonnuclearmagneticresonancebasedmetabonomicsmodels AT daluztatianepriscilasantosrodrigues assessmentofperiportalfibrosisinschistosomiasismansonipatientsbyprotonnuclearmagneticresonancebasedmetabonomicsmodels AT pereiracarolinelouisediniz assessmentofperiportalfibrosisinschistosomiasismansonipatientsbyprotonnuclearmagneticresonancebasedmetabonomicsmodels AT batistaandreadoria assessmentofperiportalfibrosisinschistosomiasismansonipatientsbyprotonnuclearmagneticresonancebasedmetabonomicsmodels AT dominguesanaluciacoutinho assessmentofperiportalfibrosisinschistosomiasismansonipatientsbyprotonnuclearmagneticresonancebasedmetabonomicsmodels AT silvaricardooliveira assessmentofperiportalfibrosisinschistosomiasismansonipatientsbyprotonnuclearmagneticresonancebasedmetabonomicsmodels AT lopesedmundopessoa assessmentofperiportalfibrosisinschistosomiasismansonipatientsbyprotonnuclearmagneticresonancebasedmetabonomicsmodels |