Combined association of particulate matter and changes in physical activity on metabolic syndrome and profiles

Abstract Background Sedentary lifestyles and obesity increase the risk of metabolic syndrome (MetS). While physical activity (PA) is beneficial, particulate matter (PM) may worsen metabolic profiles. Given PA's outdoor nature, assessing its combined impact with air pollution is crucial. Current...

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Main Authors: Younggee Jeong, Sung Min Kim, Yun Hwan Oh, Seogsong Jeong, Jaewon Kim, Sun Jae Park, Sangwoo Park, Sang Min Park
Format: Article
Language:English
Published: Springer 2025-04-01
Series:Discover Public Health
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Online Access:https://doi.org/10.1186/s12982-025-00578-7
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author Younggee Jeong
Sung Min Kim
Yun Hwan Oh
Seogsong Jeong
Jaewon Kim
Sun Jae Park
Sangwoo Park
Sang Min Park
author_facet Younggee Jeong
Sung Min Kim
Yun Hwan Oh
Seogsong Jeong
Jaewon Kim
Sun Jae Park
Sangwoo Park
Sang Min Park
author_sort Younggee Jeong
collection DOAJ
description Abstract Background Sedentary lifestyles and obesity increase the risk of metabolic syndrome (MetS). While physical activity (PA) is beneficial, particulate matter (PM) may worsen metabolic profiles. Given PA's outdoor nature, assessing its combined impact with air pollution is crucial. Currently, there is limited research directly comparing the potential harms of air pollution with the benefits of increased PA across various metabolic factors. This study uniquely examines changes in PA in conjunction with PM exposure to address this gap. Methods A cohort study was conducted on 35,220 participants aged 40 or older examining changes in PA and PM exposure. PA was measured in metabolic equivalent tasks minutes per week (MET-min/week) using health examinations from 2010–2011 and 2012–2013. PA change was calculated by subtracting PA values from these observations. PM exposure was estimated using 4-year means. Adjusted odds ratios (aORs) were used to evaluate MetS risk for each PA change category. Results Increased PA generally reduced the risk of MetS and related factors, regardless of PM levels. In high PM groups, lower PA was associated with higher MetS risk (aOR 1.16, 95% CI 1.02–1.32, p-for-trend 0.004), while more PA lowered risk in low-to-moderate PM groups (aOR 0.87, 95% CI 0.80–0.96, p-for-trend < 0.001). Similar associations were observed for metabolic profiles, except for blood pressure. Conclusion Greater PA change appears to be protective against MetS in both low-to-moderate and high PM exposure groups. Findings suggest that maintaining or increasing PA is beneficial for metabolic health, although individuals at hypertension risk should exercise caution.
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spelling doaj-art-d67feee11eea42898994030155cf0b092025-08-20T02:30:20ZengSpringerDiscover Public Health3005-07742025-04-0122111210.1186/s12982-025-00578-7Combined association of particulate matter and changes in physical activity on metabolic syndrome and profilesYounggee Jeong0Sung Min Kim1Yun Hwan Oh2Seogsong Jeong3Jaewon Kim4Sun Jae Park5Sangwoo Park6Sang Min Park7Department of Medicine, College of Medicine, Seoul National UniversityDepartment of Transdisciplinary Medicine, Seoul National University HospitalDepartment of Family Medicine, Chung-Ang University Gwangmyeong Hospital, Chung-Ang University College of MedicineDepartment of Biomedical Informatics, Korea University College of MedicineDepartment of Biomedical Sciences, Seoul National University Graduate SchoolDepartment of Biomedical Sciences, Seoul National University Graduate SchoolDepartment of Biomedical Sciences, Seoul National University Graduate SchoolDepartment of Biomedical Sciences, Seoul National University Graduate SchoolAbstract Background Sedentary lifestyles and obesity increase the risk of metabolic syndrome (MetS). While physical activity (PA) is beneficial, particulate matter (PM) may worsen metabolic profiles. Given PA's outdoor nature, assessing its combined impact with air pollution is crucial. Currently, there is limited research directly comparing the potential harms of air pollution with the benefits of increased PA across various metabolic factors. This study uniquely examines changes in PA in conjunction with PM exposure to address this gap. Methods A cohort study was conducted on 35,220 participants aged 40 or older examining changes in PA and PM exposure. PA was measured in metabolic equivalent tasks minutes per week (MET-min/week) using health examinations from 2010–2011 and 2012–2013. PA change was calculated by subtracting PA values from these observations. PM exposure was estimated using 4-year means. Adjusted odds ratios (aORs) were used to evaluate MetS risk for each PA change category. Results Increased PA generally reduced the risk of MetS and related factors, regardless of PM levels. In high PM groups, lower PA was associated with higher MetS risk (aOR 1.16, 95% CI 1.02–1.32, p-for-trend 0.004), while more PA lowered risk in low-to-moderate PM groups (aOR 0.87, 95% CI 0.80–0.96, p-for-trend < 0.001). Similar associations were observed for metabolic profiles, except for blood pressure. Conclusion Greater PA change appears to be protective against MetS in both low-to-moderate and high PM exposure groups. Findings suggest that maintaining or increasing PA is beneficial for metabolic health, although individuals at hypertension risk should exercise caution.https://doi.org/10.1186/s12982-025-00578-7Particulate matterPhysical activityMetabolic syndromeMetabolic profiles
spellingShingle Younggee Jeong
Sung Min Kim
Yun Hwan Oh
Seogsong Jeong
Jaewon Kim
Sun Jae Park
Sangwoo Park
Sang Min Park
Combined association of particulate matter and changes in physical activity on metabolic syndrome and profiles
Discover Public Health
Particulate matter
Physical activity
Metabolic syndrome
Metabolic profiles
title Combined association of particulate matter and changes in physical activity on metabolic syndrome and profiles
title_full Combined association of particulate matter and changes in physical activity on metabolic syndrome and profiles
title_fullStr Combined association of particulate matter and changes in physical activity on metabolic syndrome and profiles
title_full_unstemmed Combined association of particulate matter and changes in physical activity on metabolic syndrome and profiles
title_short Combined association of particulate matter and changes in physical activity on metabolic syndrome and profiles
title_sort combined association of particulate matter and changes in physical activity on metabolic syndrome and profiles
topic Particulate matter
Physical activity
Metabolic syndrome
Metabolic profiles
url https://doi.org/10.1186/s12982-025-00578-7
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