The effect of cumulative exposure to unhealthy behavioral lifestyles on incident primary dyslipidemia: a prospective study from the Chinese government employee cohort

While specific unhealthy behavioral lifestyles link to primary dyslipidemia (PD), cumulative effects remain unknown. We quantified the association with incidence of PD with cumulative exposure clustering of lifestyles. Eleven thousand eight hundred forty-three government staff enrolled (2018–2020) and followed (2019–2021). PD was defined per Chinese guidelines. Behaviors and personal characteristics were collected by a questionnaire. Lifestyle score was calculated using cigarette smoking, alcohol consumption, unhealthy diet, unhealthy physical exercise, BMI ≥ 24 Kg/m2, sedentary behavior, and poor sleep quality. Cox proportional hazard models were used to explore the associations, and the Population Attributable Fraction (PAF) for the association of PD with lifestyle score was calculated. The dose-response relationship was evaluated using the restricted cubic splines method. The incidence density of PD was 78/1000 person-years. Compared with participants with 0 unhealthy behavioral lifestyles, the HR of PD was 3.18 (95% CI: 1.63–6.22, p = 0.008) for those with at least 6 unhealthy behavioral lifestyles, with a PAF of the cumulative exposure of unhealthy lifestyle was 33.03% (95% CI:1.58–66.81%). Additionally, the combination of unhealthy diet, unhealthy physical exercise, sedentary behavior, and poor sleep quality was the most dominant form. Notably, there was a monotonically increasing (J-shaped) relationship between unhealthy lifestyles and the risk of PD (P = 0.034). Cumulative exposure to unhealthy lifestyles, particularly the combination of poor diet, physical inactivity, sedentariness, and poor sleep, is a major, dose-dependent risk factor for PD in Chinese governmental employees. Public health interventions should prioritize this high-risk cluster to alleviate the substantial disease burden, over one-third of which is attributable to these modifiable factors.

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Publication Details

Journal
Lipids in Health and Disease
Published
2025-12-08
DOI
https://doi.org/10.1186/s12944-025-02801-5
Primary Topic
Nutritional Studies and Diet
Type
article
Field-Weighted Citation Impact
0.00

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article

The effect of cumulative exposure to unhealthy behavioral lifestyles on incident primary dyslipidemia: a prospective study from the Chinese government employee cohort

Xiuqin Hong, Yilu Li, Jun He, Shuiyuan Xiao et al.
Lipids in Health and Disease
Nutritional Studies and Diet
article

The effect of cumulative exposure to unhealthy behavioral lifestyles on incident primary dyslipidemia: a prospective study from the Chinese government employee cohort

Xiuqin Hong, Yilu Li, Jun He, Shuiyuan Xiao, Ling Li, Chengcheng Zhang, Dan Luo, Jingya Li, Feiyun Ouyang
article en

Abstract

While specific unhealthy behavioral lifestyles link to primary dyslipidemia (PD), cumulative effects remain unknown. We quantified the association with incidence of PD with cumulative exposure clustering of lifestyles. Eleven thousand eight hundred forty-three government staff enrolled (2018–2020) and followed (2019–2021). PD was defined per Chinese guidelines. Behaviors and personal characteristics were collected by a questionnaire. Lifestyle score was calculated using cigarette smoking, alcohol consumption, unhealthy diet, unhealthy physical exercise, BMI ≥ 24 Kg/m2, sedentary behavior, and poor sleep quality. Cox proportional hazard models were used to explore the associations, and the Population Attributable Fraction (PAF) for the association of PD with lifestyle score was calculated. The dose-response relationship was evaluated using the restricted cubic splines method. The incidence density of PD was 78/1000 person-years. Compared with participants with 0 unhealthy behavioral lifestyles, the HR of PD was 3.18 (95% CI: 1.63–6.22, p = 0.008) for those with at least 6 unhealthy behavioral lifestyles, with a PAF of the cumulative exposure of unhealthy lifestyle was 33.03% (95% CI:1.58–66.81%). Additionally, the combination of unhealthy diet, unhealthy physical exercise, sedentary behavior, and poor sleep quality was the most dominant form. Notably, there was a monotonically increasing (J-shaped) relationship between unhealthy lifestyles and the risk of PD (P = 0.034). Cumulative exposure to unhealthy lifestyles, particularly the combination of poor diet, physical inactivity, sedentariness, and poor sleep, is a major, dose-dependent risk factor for PD in Chinese governmental employees. Public health interventions should prioritize this high-risk cluster to alleviate the substantial disease burden, over one-third of which is attributable to these modifiable factors.

Lipids in Health and DiseaseVol. 24(1)
University of Massachusetts Lowell (US), Central South University (CN), Hunan Normal University (CN), Yale University (US), Second Xiangya Hospital of Central South University (CN), Xiangya Hospital Central South University (CN)
Health Commission of Hunan Province, Key Research and Development Program of Hunan Province of China
Openalex Percentile: Top 50%
Nutritional Studies and Diet
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