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A plasma fatty acid profile associated to type 2 diabetes development: from the CORDIOPREV study
PURPOSE: The prevalence of type 2 diabetes mellitus (T2DM) is increasing worldwide. For this reason, it is essential to identify biomarkers for the early detection of T2DM risk and/or for a better prognosis of T2DM. We aimed to identify a plasma fatty acid (FA) profile associated with T2DM developme...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8854256/ https://www.ncbi.nlm.nih.gov/pubmed/34609622 http://dx.doi.org/10.1007/s00394-021-02676-z |
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author | Villasanta-Gonzalez, Alejandro Alcala-Diaz, Juan Francisco Vals-Delgado, Cristina Arenas, Antonio Pablo Cardelo, Magdalena P. Romero-Cabrera, Juan Luis Rodriguez-Cantalejo, Fernando Delgado-Lista, Javier Malagon, Maria M. Perez-Martinez, Pablo Schulze, Matthias B. Camargo, Antonio Lopez-Miranda, Jose |
author_facet | Villasanta-Gonzalez, Alejandro Alcala-Diaz, Juan Francisco Vals-Delgado, Cristina Arenas, Antonio Pablo Cardelo, Magdalena P. Romero-Cabrera, Juan Luis Rodriguez-Cantalejo, Fernando Delgado-Lista, Javier Malagon, Maria M. Perez-Martinez, Pablo Schulze, Matthias B. Camargo, Antonio Lopez-Miranda, Jose |
author_sort | Villasanta-Gonzalez, Alejandro |
collection | PubMed |
description | PURPOSE: The prevalence of type 2 diabetes mellitus (T2DM) is increasing worldwide. For this reason, it is essential to identify biomarkers for the early detection of T2DM risk and/or for a better prognosis of T2DM. We aimed to identify a plasma fatty acid (FA) profile associated with T2DM development. METHODS: We included 462 coronary heart disease patients from the CORDIOPREV study without T2DM at baseline. Of these, 107 patients developed T2DM according to the American Diabetes Association (ADA) diagnosis criteria after a median follow-up of 60 months. We performed a random classification of patients in a training set, used to build a FA Score, and a Validation set, in which we tested the FA Score. RESULTS: FA selection with the highest prediction power was performed by random survival forest in the Training set, which yielded 4 out of the 24 FA: myristic, petroselinic, α-linolenic and arachidonic acids. We built a FA Score with the selected FA and observed that patients with a higher score presented a greater risk of T2DM development, with an HR of 3.15 (95% CI 2.04–3.37) in the Training set, and an HR of 2.14 (95% CI 1.50–2.84) in the Validation set, per standard deviation (SD) increase. Moreover, patients with a higher FA Score presented lower insulin sensitivity and higher hepatic insulin resistance (p < 0.05). CONCLUSION: Our results suggest that a detrimental FA plasma profile precedes the development of T2DM in patients with coronary heart disease, and that this FA profile can, therefore, be used as a predictive biomarker. CLINICAL TRIALS.GOV.IDENTIFIER: NCT00924937. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00394-021-02676-z. |
format | Online Article Text |
id | pubmed-8854256 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-88542562022-02-23 A plasma fatty acid profile associated to type 2 diabetes development: from the CORDIOPREV study Villasanta-Gonzalez, Alejandro Alcala-Diaz, Juan Francisco Vals-Delgado, Cristina Arenas, Antonio Pablo Cardelo, Magdalena P. Romero-Cabrera, Juan Luis Rodriguez-Cantalejo, Fernando Delgado-Lista, Javier Malagon, Maria M. Perez-Martinez, Pablo Schulze, Matthias B. Camargo, Antonio Lopez-Miranda, Jose Eur J Nutr Original Contribution PURPOSE: The prevalence of type 2 diabetes mellitus (T2DM) is increasing worldwide. For this reason, it is essential to identify biomarkers for the early detection of T2DM risk and/or for a better prognosis of T2DM. We aimed to identify a plasma fatty acid (FA) profile associated with T2DM development. METHODS: We included 462 coronary heart disease patients from the CORDIOPREV study without T2DM at baseline. Of these, 107 patients developed T2DM according to the American Diabetes Association (ADA) diagnosis criteria after a median follow-up of 60 months. We performed a random classification of patients in a training set, used to build a FA Score, and a Validation set, in which we tested the FA Score. RESULTS: FA selection with the highest prediction power was performed by random survival forest in the Training set, which yielded 4 out of the 24 FA: myristic, petroselinic, α-linolenic and arachidonic acids. We built a FA Score with the selected FA and observed that patients with a higher score presented a greater risk of T2DM development, with an HR of 3.15 (95% CI 2.04–3.37) in the Training set, and an HR of 2.14 (95% CI 1.50–2.84) in the Validation set, per standard deviation (SD) increase. Moreover, patients with a higher FA Score presented lower insulin sensitivity and higher hepatic insulin resistance (p < 0.05). CONCLUSION: Our results suggest that a detrimental FA plasma profile precedes the development of T2DM in patients with coronary heart disease, and that this FA profile can, therefore, be used as a predictive biomarker. CLINICAL TRIALS.GOV.IDENTIFIER: NCT00924937. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00394-021-02676-z. Springer Berlin Heidelberg 2021-10-05 2022 /pmc/articles/PMC8854256/ /pubmed/34609622 http://dx.doi.org/10.1007/s00394-021-02676-z Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Contribution Villasanta-Gonzalez, Alejandro Alcala-Diaz, Juan Francisco Vals-Delgado, Cristina Arenas, Antonio Pablo Cardelo, Magdalena P. Romero-Cabrera, Juan Luis Rodriguez-Cantalejo, Fernando Delgado-Lista, Javier Malagon, Maria M. Perez-Martinez, Pablo Schulze, Matthias B. Camargo, Antonio Lopez-Miranda, Jose A plasma fatty acid profile associated to type 2 diabetes development: from the CORDIOPREV study |
title | A plasma fatty acid profile associated to type 2 diabetes development: from the CORDIOPREV study |
title_full | A plasma fatty acid profile associated to type 2 diabetes development: from the CORDIOPREV study |
title_fullStr | A plasma fatty acid profile associated to type 2 diabetes development: from the CORDIOPREV study |
title_full_unstemmed | A plasma fatty acid profile associated to type 2 diabetes development: from the CORDIOPREV study |
title_short | A plasma fatty acid profile associated to type 2 diabetes development: from the CORDIOPREV study |
title_sort | plasma fatty acid profile associated to type 2 diabetes development: from the cordioprev study |
topic | Original Contribution |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8854256/ https://www.ncbi.nlm.nih.gov/pubmed/34609622 http://dx.doi.org/10.1007/s00394-021-02676-z |
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