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A healthy dietary metabolic signature is associated with a lower risk for type 2 diabetes and coronary artery disease
BACKGROUND: The global burden of cardiovascular disease and type 2 diabetes could be decreased by improving dietary factors, but identification of groups suitable for interventional approaches can be difficult. Reporting of dietary intake is prone to errors, and measuring of metabolites has shown pr...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9022292/ https://www.ncbi.nlm.nih.gov/pubmed/35443726 http://dx.doi.org/10.1186/s12916-022-02326-z |
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author | Smith, Einar Ericson, Ulrika Hellstrand, Sophie Orho-Melander, Marju Nilsson, Peter M. Fernandez, Céline Melander, Olle Ottosson, Filip |
author_facet | Smith, Einar Ericson, Ulrika Hellstrand, Sophie Orho-Melander, Marju Nilsson, Peter M. Fernandez, Céline Melander, Olle Ottosson, Filip |
author_sort | Smith, Einar |
collection | PubMed |
description | BACKGROUND: The global burden of cardiovascular disease and type 2 diabetes could be decreased by improving dietary factors, but identification of groups suitable for interventional approaches can be difficult. Reporting of dietary intake is prone to errors, and measuring of metabolites has shown promise in determining habitual dietary intake. Our aim is to create a metabolic signature that is associated with healthy eating and test if it associates with type 2 diabetes and coronary artery disease risk. METHODS: Using plasma metabolite data consisting of 111 metabolites, partial least square (PLS) regression was used to identify a metabolic signature associated with a health conscious food pattern in the Malmö Offspring Study (MOS, n = 1538). The metabolic signature’s association with dietary intake was validated in the Malmö Diet and Cancer study (MDC, n = 2521). The associations between the diet-associated metabolic signature and incident type 2 diabetes and coronary artery disease (CAD) were tested using Cox regression in MDC and logistic regression in Malmö Preventive Project (MPP, n = 1083). Modelling was conducted unadjusted (model 1), adjusted for potential confounders (model 2) and additionally for potential mediators (model 3). RESULTS: The metabolic signature was associated with lower risk for type 2 diabetes in both MDC (hazard ratio: 0.58, 95% CI 0.52–0.66, per 1 SD increment of the metabolic signature) and MPP (odds ratio: 0.54, 95% CI 0.44–0.65 per 1 SD increment of the metabolic signature) in model 2. The results were attenuated but remained significant in model 3 in both MDC (hazard ratio 0.73, 95% CI 0.63–0.83) and MPP (odds ratio 0.70, 95% CI 0.55–0.88). The diet-associated metabolic signature was also inversely associated with lower risk of CAD in both MDC and MPP in model 1, but the association was non-significant in model 3. CONCLUSIONS: In this proof-of-concept study, we identified a healthy diet-associated metabolic signature, which was inversely associated with future risk for type 2 diabetes and coronary artery disease in two different cohorts. The association with diabetes was independent of traditional risk factors and might illustrate an effect of health conscious dietary intake on cardiometabolic health. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12916-022-02326-z. |
format | Online Article Text |
id | pubmed-9022292 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-90222922022-04-22 A healthy dietary metabolic signature is associated with a lower risk for type 2 diabetes and coronary artery disease Smith, Einar Ericson, Ulrika Hellstrand, Sophie Orho-Melander, Marju Nilsson, Peter M. Fernandez, Céline Melander, Olle Ottosson, Filip BMC Med Research Article BACKGROUND: The global burden of cardiovascular disease and type 2 diabetes could be decreased by improving dietary factors, but identification of groups suitable for interventional approaches can be difficult. Reporting of dietary intake is prone to errors, and measuring of metabolites has shown promise in determining habitual dietary intake. Our aim is to create a metabolic signature that is associated with healthy eating and test if it associates with type 2 diabetes and coronary artery disease risk. METHODS: Using plasma metabolite data consisting of 111 metabolites, partial least square (PLS) regression was used to identify a metabolic signature associated with a health conscious food pattern in the Malmö Offspring Study (MOS, n = 1538). The metabolic signature’s association with dietary intake was validated in the Malmö Diet and Cancer study (MDC, n = 2521). The associations between the diet-associated metabolic signature and incident type 2 diabetes and coronary artery disease (CAD) were tested using Cox regression in MDC and logistic regression in Malmö Preventive Project (MPP, n = 1083). Modelling was conducted unadjusted (model 1), adjusted for potential confounders (model 2) and additionally for potential mediators (model 3). RESULTS: The metabolic signature was associated with lower risk for type 2 diabetes in both MDC (hazard ratio: 0.58, 95% CI 0.52–0.66, per 1 SD increment of the metabolic signature) and MPP (odds ratio: 0.54, 95% CI 0.44–0.65 per 1 SD increment of the metabolic signature) in model 2. The results were attenuated but remained significant in model 3 in both MDC (hazard ratio 0.73, 95% CI 0.63–0.83) and MPP (odds ratio 0.70, 95% CI 0.55–0.88). The diet-associated metabolic signature was also inversely associated with lower risk of CAD in both MDC and MPP in model 1, but the association was non-significant in model 3. CONCLUSIONS: In this proof-of-concept study, we identified a healthy diet-associated metabolic signature, which was inversely associated with future risk for type 2 diabetes and coronary artery disease in two different cohorts. The association with diabetes was independent of traditional risk factors and might illustrate an effect of health conscious dietary intake on cardiometabolic health. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12916-022-02326-z. BioMed Central 2022-04-21 /pmc/articles/PMC9022292/ /pubmed/35443726 http://dx.doi.org/10.1186/s12916-022-02326-z Text en © The Author(s) 2022 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Smith, Einar Ericson, Ulrika Hellstrand, Sophie Orho-Melander, Marju Nilsson, Peter M. Fernandez, Céline Melander, Olle Ottosson, Filip A healthy dietary metabolic signature is associated with a lower risk for type 2 diabetes and coronary artery disease |
title | A healthy dietary metabolic signature is associated with a lower risk for type 2 diabetes and coronary artery disease |
title_full | A healthy dietary metabolic signature is associated with a lower risk for type 2 diabetes and coronary artery disease |
title_fullStr | A healthy dietary metabolic signature is associated with a lower risk for type 2 diabetes and coronary artery disease |
title_full_unstemmed | A healthy dietary metabolic signature is associated with a lower risk for type 2 diabetes and coronary artery disease |
title_short | A healthy dietary metabolic signature is associated with a lower risk for type 2 diabetes and coronary artery disease |
title_sort | healthy dietary metabolic signature is associated with a lower risk for type 2 diabetes and coronary artery disease |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9022292/ https://www.ncbi.nlm.nih.gov/pubmed/35443726 http://dx.doi.org/10.1186/s12916-022-02326-z |
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