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Prediction of Glycated Hemoglobin Levels at 3 Months after Metabolic Surgery Based on the 7-Day Plasma Metabolic Profile

Metabolic surgery has been shown to provide better glycemic control for type 2 diabetes than conventional therapies. Still, the outcomes of the surgery are variable, and prognostic markers reflecting the metabolic changes by the surgery are yet to be established. NMR-based plasma metabolomics follow...

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Autores principales: Kwon, Hyuk Nam, Lee, Yeon Ji, Kang, Ju-Hee, Choi, Ji-ho, An, Yong Jin, Kang, Sunmi, Lee, Dae Hyun, Suh, Young Ju, Heo, Yoonseok, Park, Sunghyouk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4226477/
https://www.ncbi.nlm.nih.gov/pubmed/25384027
http://dx.doi.org/10.1371/journal.pone.0109609
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author Kwon, Hyuk Nam
Lee, Yeon Ji
Kang, Ju-Hee
Choi, Ji-ho
An, Yong Jin
Kang, Sunmi
Lee, Dae Hyun
Suh, Young Ju
Heo, Yoonseok
Park, Sunghyouk
author_facet Kwon, Hyuk Nam
Lee, Yeon Ji
Kang, Ju-Hee
Choi, Ji-ho
An, Yong Jin
Kang, Sunmi
Lee, Dae Hyun
Suh, Young Ju
Heo, Yoonseok
Park, Sunghyouk
author_sort Kwon, Hyuk Nam
collection PubMed
description Metabolic surgery has been shown to provide better glycemic control for type 2 diabetes than conventional therapies. Still, the outcomes of the surgery are variable, and prognostic markers reflecting the metabolic changes by the surgery are yet to be established. NMR-based plasma metabolomics followed by multivariate regression was used to test the correlation between the metabolomic profile at 7-days after surgery and glycated hemoglobin (HbA1c) levels at 3-months (and up to 12 months with less patients), and to identify the relevant markers. Metabolomic profiles at 7-days could differentiate the patients according to the HbA1c improvement status at 3-months. The HbA1c values were predicted based on the metabolomics profile with partial least square regression, and found to be correlated with the observed values. Metabolite analysis suggested that 3-Hydroxybutyrate (3-HB) and glucose contributes to this prediction, and the [3-HB]/[glucose] exhibited a modest to good correlation with the HbA1c level at 3-months. The prediction of 3-month HbA1c using 7-day metabolomic profile and the suggested new criterion [3-HB]/[glucose] could augment current prognostic modalities and help clinicians decide if drug therapy is necessary.
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spelling pubmed-42264772014-11-13 Prediction of Glycated Hemoglobin Levels at 3 Months after Metabolic Surgery Based on the 7-Day Plasma Metabolic Profile Kwon, Hyuk Nam Lee, Yeon Ji Kang, Ju-Hee Choi, Ji-ho An, Yong Jin Kang, Sunmi Lee, Dae Hyun Suh, Young Ju Heo, Yoonseok Park, Sunghyouk PLoS One Research Article Metabolic surgery has been shown to provide better glycemic control for type 2 diabetes than conventional therapies. Still, the outcomes of the surgery are variable, and prognostic markers reflecting the metabolic changes by the surgery are yet to be established. NMR-based plasma metabolomics followed by multivariate regression was used to test the correlation between the metabolomic profile at 7-days after surgery and glycated hemoglobin (HbA1c) levels at 3-months (and up to 12 months with less patients), and to identify the relevant markers. Metabolomic profiles at 7-days could differentiate the patients according to the HbA1c improvement status at 3-months. The HbA1c values were predicted based on the metabolomics profile with partial least square regression, and found to be correlated with the observed values. Metabolite analysis suggested that 3-Hydroxybutyrate (3-HB) and glucose contributes to this prediction, and the [3-HB]/[glucose] exhibited a modest to good correlation with the HbA1c level at 3-months. The prediction of 3-month HbA1c using 7-day metabolomic profile and the suggested new criterion [3-HB]/[glucose] could augment current prognostic modalities and help clinicians decide if drug therapy is necessary. Public Library of Science 2014-11-10 /pmc/articles/PMC4226477/ /pubmed/25384027 http://dx.doi.org/10.1371/journal.pone.0109609 Text en © 2014 Kwon 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Kwon, Hyuk Nam
Lee, Yeon Ji
Kang, Ju-Hee
Choi, Ji-ho
An, Yong Jin
Kang, Sunmi
Lee, Dae Hyun
Suh, Young Ju
Heo, Yoonseok
Park, Sunghyouk
Prediction of Glycated Hemoglobin Levels at 3 Months after Metabolic Surgery Based on the 7-Day Plasma Metabolic Profile
title Prediction of Glycated Hemoglobin Levels at 3 Months after Metabolic Surgery Based on the 7-Day Plasma Metabolic Profile
title_full Prediction of Glycated Hemoglobin Levels at 3 Months after Metabolic Surgery Based on the 7-Day Plasma Metabolic Profile
title_fullStr Prediction of Glycated Hemoglobin Levels at 3 Months after Metabolic Surgery Based on the 7-Day Plasma Metabolic Profile
title_full_unstemmed Prediction of Glycated Hemoglobin Levels at 3 Months after Metabolic Surgery Based on the 7-Day Plasma Metabolic Profile
title_short Prediction of Glycated Hemoglobin Levels at 3 Months after Metabolic Surgery Based on the 7-Day Plasma Metabolic Profile
title_sort prediction of glycated hemoglobin levels at 3 months after metabolic surgery based on the 7-day plasma metabolic profile
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4226477/
https://www.ncbi.nlm.nih.gov/pubmed/25384027
http://dx.doi.org/10.1371/journal.pone.0109609
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