Exposome-wide ranking of modifiable risk factors for cardiometabolic disease traits

Abstract The present study assessed the temporal associations of ~ 300 lifestyle exposures with nine cardiometabolic traits to identify exposures/exposure groups that might inform lifestyle interventions for the reduction of cardiometabolic disease risk. The analyses were undertaken in a longitudina...

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Published in:Scientific Reports
Main Authors: Alaitz Poveda, Hugo Pomares-Millan, Yan Chen, Azra Kurbasic, Chirag J. Patel, Frida Renström, Göran Hallmans, Ingegerd Johansson, Paul W. Franks
Format: Article in Journal/Newspaper
Language:English
Published: Nature Portfolio 2022
Subjects:
R
Q
Online Access:https://doi.org/10.1038/s41598-022-08050-1
https://doaj.org/article/e3d9715821e4496c9edb2c7a5851b0dc
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spelling ftdoajarticles:oai:doaj.org/article:e3d9715821e4496c9edb2c7a5851b0dc 2023-05-15T17:44:44+02:00 Exposome-wide ranking of modifiable risk factors for cardiometabolic disease traits Alaitz Poveda Hugo Pomares-Millan Yan Chen Azra Kurbasic Chirag J. Patel Frida Renström Göran Hallmans Ingegerd Johansson Paul W. Franks 2022-03-01T00:00:00Z https://doi.org/10.1038/s41598-022-08050-1 https://doaj.org/article/e3d9715821e4496c9edb2c7a5851b0dc EN eng Nature Portfolio https://doi.org/10.1038/s41598-022-08050-1 https://doaj.org/toc/2045-2322 doi:10.1038/s41598-022-08050-1 2045-2322 https://doaj.org/article/e3d9715821e4496c9edb2c7a5851b0dc Scientific Reports, Vol 12, Iss 1, Pp 1-10 (2022) Medicine R Science Q article 2022 ftdoajarticles https://doi.org/10.1038/s41598-022-08050-1 2022-12-31T15:40:37Z Abstract The present study assessed the temporal associations of ~ 300 lifestyle exposures with nine cardiometabolic traits to identify exposures/exposure groups that might inform lifestyle interventions for the reduction of cardiometabolic disease risk. The analyses were undertaken in a longitudinal sample comprising > 31,000 adults living in northern Sweden. Linear mixed models were used to assess the average associations of lifestyle exposures and linear regression models were used to test associations with 10-year change in the cardiometabolic traits. ‘Physical activity’ and ‘General Health’ were the exposure categories containing the highest number of ‘tentative signals’ in analyses assessing the average association of lifestyle variables, while ‘Tobacco use’ was the top category for the 10-year change association analyses. Eleven modifiable variables showed a consistent average association among the majority of cardiometabolic traits. These variables belonged to the domains: (i) Smoking, (ii) Beverage (filtered coffee), (iii) physical activity, (iv) alcohol intake, and (v) specific variables related to Nordic lifestyle (hunting/fishing during leisure time and boiled coffee consumption). We used an agnostic, data-driven approach to assess a wide range of established and novel risk factors for cardiometabolic disease. Our findings highlight key variables, along with their respective effect estimates, that might be prioritised for subsequent prediction models and lifestyle interventions. Article in Journal/Newspaper Northern Sweden Directory of Open Access Journals: DOAJ Articles Scientific Reports 12 1
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Alaitz Poveda
Hugo Pomares-Millan
Yan Chen
Azra Kurbasic
Chirag J. Patel
Frida Renström
Göran Hallmans
Ingegerd Johansson
Paul W. Franks
Exposome-wide ranking of modifiable risk factors for cardiometabolic disease traits
topic_facet Medicine
R
Science
Q
description Abstract The present study assessed the temporal associations of ~ 300 lifestyle exposures with nine cardiometabolic traits to identify exposures/exposure groups that might inform lifestyle interventions for the reduction of cardiometabolic disease risk. The analyses were undertaken in a longitudinal sample comprising > 31,000 adults living in northern Sweden. Linear mixed models were used to assess the average associations of lifestyle exposures and linear regression models were used to test associations with 10-year change in the cardiometabolic traits. ‘Physical activity’ and ‘General Health’ were the exposure categories containing the highest number of ‘tentative signals’ in analyses assessing the average association of lifestyle variables, while ‘Tobacco use’ was the top category for the 10-year change association analyses. Eleven modifiable variables showed a consistent average association among the majority of cardiometabolic traits. These variables belonged to the domains: (i) Smoking, (ii) Beverage (filtered coffee), (iii) physical activity, (iv) alcohol intake, and (v) specific variables related to Nordic lifestyle (hunting/fishing during leisure time and boiled coffee consumption). We used an agnostic, data-driven approach to assess a wide range of established and novel risk factors for cardiometabolic disease. Our findings highlight key variables, along with their respective effect estimates, that might be prioritised for subsequent prediction models and lifestyle interventions.
format Article in Journal/Newspaper
author Alaitz Poveda
Hugo Pomares-Millan
Yan Chen
Azra Kurbasic
Chirag J. Patel
Frida Renström
Göran Hallmans
Ingegerd Johansson
Paul W. Franks
author_facet Alaitz Poveda
Hugo Pomares-Millan
Yan Chen
Azra Kurbasic
Chirag J. Patel
Frida Renström
Göran Hallmans
Ingegerd Johansson
Paul W. Franks
author_sort Alaitz Poveda
title Exposome-wide ranking of modifiable risk factors for cardiometabolic disease traits
title_short Exposome-wide ranking of modifiable risk factors for cardiometabolic disease traits
title_full Exposome-wide ranking of modifiable risk factors for cardiometabolic disease traits
title_fullStr Exposome-wide ranking of modifiable risk factors for cardiometabolic disease traits
title_full_unstemmed Exposome-wide ranking of modifiable risk factors for cardiometabolic disease traits
title_sort exposome-wide ranking of modifiable risk factors for cardiometabolic disease traits
publisher Nature Portfolio
publishDate 2022
url https://doi.org/10.1038/s41598-022-08050-1
https://doaj.org/article/e3d9715821e4496c9edb2c7a5851b0dc
genre Northern Sweden
genre_facet Northern Sweden
op_source Scientific Reports, Vol 12, Iss 1, Pp 1-10 (2022)
op_relation https://doi.org/10.1038/s41598-022-08050-1
https://doaj.org/toc/2045-2322
doi:10.1038/s41598-022-08050-1
2045-2322
https://doaj.org/article/e3d9715821e4496c9edb2c7a5851b0dc
op_doi https://doi.org/10.1038/s41598-022-08050-1
container_title Scientific Reports
container_volume 12
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