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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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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. |
format | Online Article Text |
id | pubmed-4226477 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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