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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2021
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.
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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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