Combined effect of healthy lifestyles and obesity on cardiometabolic risks in Chinese rural adults

Abstract Background Combined effect of healthy lifestyles and obesity on cardiometabolic risks were unclear in Chinese rural adults. We aimed to assess the above-mentioned issue. Methods This study included 25,123 adults from baseline survey of Henan rural cohort study. We collected information rega...

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Main Authors: Hui Fan, Xingyu Zhang, Chongjian Wang, Chunlei Han
Format: Article
Language:English
Published: BMC 2025-01-01
Series:BMC Public Health
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Online Access:https://doi.org/10.1186/s12889-025-21433-z
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author Hui Fan
Xingyu Zhang
Chongjian Wang
Chunlei Han
author_facet Hui Fan
Xingyu Zhang
Chongjian Wang
Chunlei Han
author_sort Hui Fan
collection DOAJ
description Abstract Background Combined effect of healthy lifestyles and obesity on cardiometabolic risks were unclear in Chinese rural adults. We aimed to assess the above-mentioned issue. Methods This study included 25,123 adults from baseline survey of Henan rural cohort study. We collected information regarding current not smoking, current not drinking, healthy diet, adequate exercise, and healthy sleep. We calculated the number of healthy lifestyle factors for each participant or used the latent class analysis to identify clustering classes of healthy lifestyle. Body mass index (BMI), waist circumference (WC), blood pressure, blood lipid, and fasting blood glucose were measured. Logistic models were applied to assess the combined associations of healthy lifestyles and obesity with cardiometabolic risks. Results 3.8%, 45.8%, and 50.4% of all participants had 0–1, 2–3, and 4–5 healthy factors. The prevalence of obesity defined by BMI and WC was 17.1% and 38.1%, respectively. Compared with participants with obesity who met 0–1 healthy factor, those with obesity who met 4–5 healthy factors have a lower risk of hypertension (odds ratio [OR], 0.41; 95% confidence intervals [95%CI], 0.29–0.58) and dyslipidemia (OR, 0.49; 95%CI, 0.35–0.68) except hyperglycemia (OR, 0.87; 95%CI, 0.53–1.43). Irrespective of the healthy lifestyle scores, compared with participants with normal weight, those with obesity were at higher risk of hypertension, dyslipidemia and hyperglycemia. We obtained similar results when using the latent class analysis or WC to define obesity. Conclusion Our findings indicated that healthy lifestyle did not entirely offset the obesity-related cardiometabolic risks although it brought some benefits.
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spelling doaj-art-b09d7babf0504b46889d78b57485a9692025-01-26T12:56:29ZengBMCBMC Public Health1471-24582025-01-012511810.1186/s12889-025-21433-zCombined effect of healthy lifestyles and obesity on cardiometabolic risks in Chinese rural adultsHui Fan0Xingyu Zhang1Chongjian Wang2Chunlei Han3Department of Epidemiology and Health Statistics, School of Public Health, North Sichuan Medical CollegeSchool of Health and Rehabilitation Science, University of PittsburghDepartment of Epidemiology and Biostatistics, College of Public Health, Zhengzhou UniversitySchool of Public Health, Binzhou Medical UniversityAbstract Background Combined effect of healthy lifestyles and obesity on cardiometabolic risks were unclear in Chinese rural adults. We aimed to assess the above-mentioned issue. Methods This study included 25,123 adults from baseline survey of Henan rural cohort study. We collected information regarding current not smoking, current not drinking, healthy diet, adequate exercise, and healthy sleep. We calculated the number of healthy lifestyle factors for each participant or used the latent class analysis to identify clustering classes of healthy lifestyle. Body mass index (BMI), waist circumference (WC), blood pressure, blood lipid, and fasting blood glucose were measured. Logistic models were applied to assess the combined associations of healthy lifestyles and obesity with cardiometabolic risks. Results 3.8%, 45.8%, and 50.4% of all participants had 0–1, 2–3, and 4–5 healthy factors. The prevalence of obesity defined by BMI and WC was 17.1% and 38.1%, respectively. Compared with participants with obesity who met 0–1 healthy factor, those with obesity who met 4–5 healthy factors have a lower risk of hypertension (odds ratio [OR], 0.41; 95% confidence intervals [95%CI], 0.29–0.58) and dyslipidemia (OR, 0.49; 95%CI, 0.35–0.68) except hyperglycemia (OR, 0.87; 95%CI, 0.53–1.43). Irrespective of the healthy lifestyle scores, compared with participants with normal weight, those with obesity were at higher risk of hypertension, dyslipidemia and hyperglycemia. We obtained similar results when using the latent class analysis or WC to define obesity. Conclusion Our findings indicated that healthy lifestyle did not entirely offset the obesity-related cardiometabolic risks although it brought some benefits.https://doi.org/10.1186/s12889-025-21433-zHealthy lifestyleObesityHypertensionDyslipidemiaHyperglycemia
spellingShingle Hui Fan
Xingyu Zhang
Chongjian Wang
Chunlei Han
Combined effect of healthy lifestyles and obesity on cardiometabolic risks in Chinese rural adults
BMC Public Health
Healthy lifestyle
Obesity
Hypertension
Dyslipidemia
Hyperglycemia
title Combined effect of healthy lifestyles and obesity on cardiometabolic risks in Chinese rural adults
title_full Combined effect of healthy lifestyles and obesity on cardiometabolic risks in Chinese rural adults
title_fullStr Combined effect of healthy lifestyles and obesity on cardiometabolic risks in Chinese rural adults
title_full_unstemmed Combined effect of healthy lifestyles and obesity on cardiometabolic risks in Chinese rural adults
title_short Combined effect of healthy lifestyles and obesity on cardiometabolic risks in Chinese rural adults
title_sort combined effect of healthy lifestyles and obesity on cardiometabolic risks in chinese rural adults
topic Healthy lifestyle
Obesity
Hypertension
Dyslipidemia
Hyperglycemia
url https://doi.org/10.1186/s12889-025-21433-z
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AT xingyuzhang combinedeffectofhealthylifestylesandobesityoncardiometabolicrisksinchineseruraladults
AT chongjianwang combinedeffectofhealthylifestylesandobesityoncardiometabolicrisksinchineseruraladults
AT chunleihan combinedeffectofhealthylifestylesandobesityoncardiometabolicrisksinchineseruraladults