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Metabolites and diabetes remission after weight loss
There is marked heterogeneity in the response to weight loss interventions with regards to weight loss amount and metabolic improvement. We sought to identify biomarkers predictive of type 2 diabetes remission and amount of weight loss in individuals with severe obesity enrolled in the Longitudinal...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7904757/ https://www.ncbi.nlm.nih.gov/pubmed/33627633 http://dx.doi.org/10.1038/s41387-021-00151-6 |
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author | Kwee, Lydia Coulter Ilkayeva, Olga Muehlbauer, Michael J. Bihlmeyer, Nathan Wolfe, Bruce Purnell, Jonathan Q. Xavier Pi-Sunyer, F. Chen, Haiying Bahnson, Judy Newgard, Christopher B. Shah, Svati H. Laferrère, Blandine |
author_facet | Kwee, Lydia Coulter Ilkayeva, Olga Muehlbauer, Michael J. Bihlmeyer, Nathan Wolfe, Bruce Purnell, Jonathan Q. Xavier Pi-Sunyer, F. Chen, Haiying Bahnson, Judy Newgard, Christopher B. Shah, Svati H. Laferrère, Blandine |
author_sort | Kwee, Lydia Coulter |
collection | PubMed |
description | There is marked heterogeneity in the response to weight loss interventions with regards to weight loss amount and metabolic improvement. We sought to identify biomarkers predictive of type 2 diabetes remission and amount of weight loss in individuals with severe obesity enrolled in the Longitudinal Assessment of Bariatric Surgery (LABS) and the Look AHEAD (Action for Health in Diabetes) studies. Targeted mass spectrometry-based profiling of 135 metabolites was performed in pre-intervention blood samples using a nested design for diabetes remission over five years (n = 93 LABS, n = 80 Look AHEAD; n = 87 remitters), and for extremes of weight loss at five years (n = 151 LABS; n = 75 with high weight loss). Principal components analysis (PCA) was used for dimensionality reduction, with PCA-derived metabolite factors tested for association with both diabetes remission and weight loss. Metabolic markers were tested for incremental improvement to clinical models, including the DiaRem score. Two metabolite factors were associated with diabetes remission: one primarily composed of branched chain amino acids (BCAA) and tyrosine (odds ratio (95% confidence interval) [OR (95% CI)] = 1.4 [1.0–1.9], p = 0.045), and one with betaine and choline (OR [95% CI] = 0.7 [0.5–0.9], p = 0.02).These results were not significant after adjustment for multiple tests. Inclusion of these two factors in clinical models yielded modest improvements in model fit and performance: in a constructed clinical model, the C-statistic improved from 0.87 to 0.90 (p = 0.02), while the net reclassification index showed improvement in prediction compared to the DiaRem score (NRI = 0.26, p = 0.0013). No metabolite factors associated with weight loss at five years. Baseline levels of metabolites in the BCAA and trimethylamine-N-oxide (TMAO)-microbiome-related pathways are independently and incrementally associated with sustained diabetes remission after weight loss interventions in individuals with severe obesity. These metabolites could serve as clinically useful biomarkers to identify individuals who will benefit the most from weight loss interventions. |
format | Online Article Text |
id | pubmed-7904757 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-79047572021-03-11 Metabolites and diabetes remission after weight loss Kwee, Lydia Coulter Ilkayeva, Olga Muehlbauer, Michael J. Bihlmeyer, Nathan Wolfe, Bruce Purnell, Jonathan Q. Xavier Pi-Sunyer, F. Chen, Haiying Bahnson, Judy Newgard, Christopher B. Shah, Svati H. Laferrère, Blandine Nutr Diabetes Article There is marked heterogeneity in the response to weight loss interventions with regards to weight loss amount and metabolic improvement. We sought to identify biomarkers predictive of type 2 diabetes remission and amount of weight loss in individuals with severe obesity enrolled in the Longitudinal Assessment of Bariatric Surgery (LABS) and the Look AHEAD (Action for Health in Diabetes) studies. Targeted mass spectrometry-based profiling of 135 metabolites was performed in pre-intervention blood samples using a nested design for diabetes remission over five years (n = 93 LABS, n = 80 Look AHEAD; n = 87 remitters), and for extremes of weight loss at five years (n = 151 LABS; n = 75 with high weight loss). Principal components analysis (PCA) was used for dimensionality reduction, with PCA-derived metabolite factors tested for association with both diabetes remission and weight loss. Metabolic markers were tested for incremental improvement to clinical models, including the DiaRem score. Two metabolite factors were associated with diabetes remission: one primarily composed of branched chain amino acids (BCAA) and tyrosine (odds ratio (95% confidence interval) [OR (95% CI)] = 1.4 [1.0–1.9], p = 0.045), and one with betaine and choline (OR [95% CI] = 0.7 [0.5–0.9], p = 0.02).These results were not significant after adjustment for multiple tests. Inclusion of these two factors in clinical models yielded modest improvements in model fit and performance: in a constructed clinical model, the C-statistic improved from 0.87 to 0.90 (p = 0.02), while the net reclassification index showed improvement in prediction compared to the DiaRem score (NRI = 0.26, p = 0.0013). No metabolite factors associated with weight loss at five years. Baseline levels of metabolites in the BCAA and trimethylamine-N-oxide (TMAO)-microbiome-related pathways are independently and incrementally associated with sustained diabetes remission after weight loss interventions in individuals with severe obesity. These metabolites could serve as clinically useful biomarkers to identify individuals who will benefit the most from weight loss interventions. Nature Publishing Group UK 2021-02-24 /pmc/articles/PMC7904757/ /pubmed/33627633 http://dx.doi.org/10.1038/s41387-021-00151-6 Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Kwee, Lydia Coulter Ilkayeva, Olga Muehlbauer, Michael J. Bihlmeyer, Nathan Wolfe, Bruce Purnell, Jonathan Q. Xavier Pi-Sunyer, F. Chen, Haiying Bahnson, Judy Newgard, Christopher B. Shah, Svati H. Laferrère, Blandine Metabolites and diabetes remission after weight loss |
title | Metabolites and diabetes remission after weight loss |
title_full | Metabolites and diabetes remission after weight loss |
title_fullStr | Metabolites and diabetes remission after weight loss |
title_full_unstemmed | Metabolites and diabetes remission after weight loss |
title_short | Metabolites and diabetes remission after weight loss |
title_sort | metabolites and diabetes remission after weight loss |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7904757/ https://www.ncbi.nlm.nih.gov/pubmed/33627633 http://dx.doi.org/10.1038/s41387-021-00151-6 |
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