Cargando…
Aqueous Metabolite Trends for the Progression of Nonalcoholic Fatty Liver Disease in Female Bariatric Surgery Patients by Targeted (1)H-NMR Metabolomics
Determining biomarkers and better characterizing the biochemical progression of nonalcoholic fatty liver disease (NAFLD) remains a clinical challenge. A targeted (1)H-NMR study of serum, combined with clinical variables, detected and localized biomarkers to stages of NAFLD in morbidly obese females....
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8619318/ https://www.ncbi.nlm.nih.gov/pubmed/34822395 http://dx.doi.org/10.3390/metabo11110737 |
_version_ | 1784604962281488384 |
---|---|
author | Robinson, Emma J. Taddeo, Matthew C. Chu, Xin Shi, Weixing Wood, Craig Still, Christopher Rovnyak, Virginia G. Rovnyak, David |
author_facet | Robinson, Emma J. Taddeo, Matthew C. Chu, Xin Shi, Weixing Wood, Craig Still, Christopher Rovnyak, Virginia G. Rovnyak, David |
author_sort | Robinson, Emma J. |
collection | PubMed |
description | Determining biomarkers and better characterizing the biochemical progression of nonalcoholic fatty liver disease (NAFLD) remains a clinical challenge. A targeted (1)H-NMR study of serum, combined with clinical variables, detected and localized biomarkers to stages of NAFLD in morbidly obese females. Pre-surgery serum samples from 100 middle-aged, morbidly obese female subjects, grouped on gold-standard liver wedge biopsies (non-NAFLD; steatosis; and fibrosis) were collected, extracted, and analyzed in aqueous (D(2)O) buffer ((1)H, 600 MHz). Profiled concentrations were subjected to exploratory statistical analysis. Metabolites varying significantly between the non-NAFLD and steatosis groups included the ketone bodies 3-hydroxybutyrate (↓; p = 0.035) and acetone (↓; p = 0.012), and also alanine (↑; p = 0.004) and a putative pyruvate signal (↑; p = 0.003). In contrast, the steatosis and fibrosis groups were characterized by 2-hydroxyisovalerate (↑; p = 0.023), betaine (↓; p = 0.008), hypoxanthine (↓; p = 0.003), taurine (↓; p = 0.001), 2-hydroxybutyrate (↑; p = 0.045), 3-hydroxyisobutyrate (↑; p = 0.046), and increasing medium chain fatty acids. Exploratory classification models with and without clinical variables exhibited overall success rates ca. 75–85%. In the study conditions, inhibition of fatty acid oxidation and disruption of the hepatic urea cycle are supported as early features of NAFLD that continue in fibrosis. In fibrosis, markers support inflammation, hepatocyte damage, and decreased liver function. Complementarity of NMR concentrations and clinical information in classification models is shown. A broader hypothesis that standard-of-care sera can yield metabolomic information is supported. |
format | Online Article Text |
id | pubmed-8619318 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-86193182021-11-27 Aqueous Metabolite Trends for the Progression of Nonalcoholic Fatty Liver Disease in Female Bariatric Surgery Patients by Targeted (1)H-NMR Metabolomics Robinson, Emma J. Taddeo, Matthew C. Chu, Xin Shi, Weixing Wood, Craig Still, Christopher Rovnyak, Virginia G. Rovnyak, David Metabolites Article Determining biomarkers and better characterizing the biochemical progression of nonalcoholic fatty liver disease (NAFLD) remains a clinical challenge. A targeted (1)H-NMR study of serum, combined with clinical variables, detected and localized biomarkers to stages of NAFLD in morbidly obese females. Pre-surgery serum samples from 100 middle-aged, morbidly obese female subjects, grouped on gold-standard liver wedge biopsies (non-NAFLD; steatosis; and fibrosis) were collected, extracted, and analyzed in aqueous (D(2)O) buffer ((1)H, 600 MHz). Profiled concentrations were subjected to exploratory statistical analysis. Metabolites varying significantly between the non-NAFLD and steatosis groups included the ketone bodies 3-hydroxybutyrate (↓; p = 0.035) and acetone (↓; p = 0.012), and also alanine (↑; p = 0.004) and a putative pyruvate signal (↑; p = 0.003). In contrast, the steatosis and fibrosis groups were characterized by 2-hydroxyisovalerate (↑; p = 0.023), betaine (↓; p = 0.008), hypoxanthine (↓; p = 0.003), taurine (↓; p = 0.001), 2-hydroxybutyrate (↑; p = 0.045), 3-hydroxyisobutyrate (↑; p = 0.046), and increasing medium chain fatty acids. Exploratory classification models with and without clinical variables exhibited overall success rates ca. 75–85%. In the study conditions, inhibition of fatty acid oxidation and disruption of the hepatic urea cycle are supported as early features of NAFLD that continue in fibrosis. In fibrosis, markers support inflammation, hepatocyte damage, and decreased liver function. Complementarity of NMR concentrations and clinical information in classification models is shown. A broader hypothesis that standard-of-care sera can yield metabolomic information is supported. MDPI 2021-10-27 /pmc/articles/PMC8619318/ /pubmed/34822395 http://dx.doi.org/10.3390/metabo11110737 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Robinson, Emma J. Taddeo, Matthew C. Chu, Xin Shi, Weixing Wood, Craig Still, Christopher Rovnyak, Virginia G. Rovnyak, David Aqueous Metabolite Trends for the Progression of Nonalcoholic Fatty Liver Disease in Female Bariatric Surgery Patients by Targeted (1)H-NMR Metabolomics |
title | Aqueous Metabolite Trends for the Progression of Nonalcoholic Fatty Liver Disease in Female Bariatric Surgery Patients by Targeted (1)H-NMR Metabolomics |
title_full | Aqueous Metabolite Trends for the Progression of Nonalcoholic Fatty Liver Disease in Female Bariatric Surgery Patients by Targeted (1)H-NMR Metabolomics |
title_fullStr | Aqueous Metabolite Trends for the Progression of Nonalcoholic Fatty Liver Disease in Female Bariatric Surgery Patients by Targeted (1)H-NMR Metabolomics |
title_full_unstemmed | Aqueous Metabolite Trends for the Progression of Nonalcoholic Fatty Liver Disease in Female Bariatric Surgery Patients by Targeted (1)H-NMR Metabolomics |
title_short | Aqueous Metabolite Trends for the Progression of Nonalcoholic Fatty Liver Disease in Female Bariatric Surgery Patients by Targeted (1)H-NMR Metabolomics |
title_sort | aqueous metabolite trends for the progression of nonalcoholic fatty liver disease in female bariatric surgery patients by targeted (1)h-nmr metabolomics |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8619318/ https://www.ncbi.nlm.nih.gov/pubmed/34822395 http://dx.doi.org/10.3390/metabo11110737 |
work_keys_str_mv | AT robinsonemmaj aqueousmetabolitetrendsfortheprogressionofnonalcoholicfattyliverdiseaseinfemalebariatricsurgerypatientsbytargeted1hnmrmetabolomics AT taddeomatthewc aqueousmetabolitetrendsfortheprogressionofnonalcoholicfattyliverdiseaseinfemalebariatricsurgerypatientsbytargeted1hnmrmetabolomics AT chuxin aqueousmetabolitetrendsfortheprogressionofnonalcoholicfattyliverdiseaseinfemalebariatricsurgerypatientsbytargeted1hnmrmetabolomics AT shiweixing aqueousmetabolitetrendsfortheprogressionofnonalcoholicfattyliverdiseaseinfemalebariatricsurgerypatientsbytargeted1hnmrmetabolomics AT woodcraig aqueousmetabolitetrendsfortheprogressionofnonalcoholicfattyliverdiseaseinfemalebariatricsurgerypatientsbytargeted1hnmrmetabolomics AT stillchristopher aqueousmetabolitetrendsfortheprogressionofnonalcoholicfattyliverdiseaseinfemalebariatricsurgerypatientsbytargeted1hnmrmetabolomics AT rovnyakvirginiag aqueousmetabolitetrendsfortheprogressionofnonalcoholicfattyliverdiseaseinfemalebariatricsurgerypatientsbytargeted1hnmrmetabolomics AT rovnyakdavid aqueousmetabolitetrendsfortheprogressionofnonalcoholicfattyliverdiseaseinfemalebariatricsurgerypatientsbytargeted1hnmrmetabolomics |