ArticleFrontiers in public health2023
Association between composite lifestyle factors and cardiometabolic multimorbidity in Chongqing, China: A cross-sectional exploratory study in people over 45 years and older.
Article in Frontiers in public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 1 of them a synthesis that pooled it.
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Who cites it
15 citing papers in PubMed, 1 synthesis or guideline pooled it, 20 citations in OpenAlex.
- Relationship between body mass index and cardiovascular metabolic multimorbidity: a systematic review and meta-analysis.Frontiers in cardiovascular medicine · 2025Pooled it
- Joint association of atherogenic index of plasma (AIP) and body roundness index (BRI) with cardiometabolic multimorbidity in adults in Guangzhou, China.Cardiovascular diabetology · 2026Article
- Development of a risk assessment model for multimorbidity of diabetes, hypertension, and coronary heart disease with XGBoost in primary care in Shanghai, China: a retrospective study.BMC cardiovascular disorders · 2026Article
- Development and psychometric testing of symptom severity scale in older patients with cardiometabolic multimorbidity.BMC geriatrics · 2025Article
- The correlation between different metabolic scores and the risk of cardiometabolic comorbidities in hypertensive patients.Scientific reports · 2025Article
- Gender-Specific Dietary and Lifestyle Patterns Associated with Cardiometabolic Risk: A Cross-Sectional Analysis.Nutrients · 2025Article
- Dietary and health risk behaviors for metabolic diseases in different age groups: a cross-sectional study in Chongqing, China.BMC public health · 2025Article
- An unsupervised cluster analysis of multimorbidity patterns in older adults in Shenzhen, China.Frontiers in public health · 2025Article
- Development and validation of a predictive model for frailty risk in older adults with cardiovascular-metabolic comorbidities.Frontiers in public health · 2025Article
- Uncovering Diagnostic Correlations Between Traditional Chinese and Western Medicine Using Instrumental Variable Models in Cardiometabolic Patients: Evidence from 1.2 Million Records.Journal of multidisciplinary healthcare · 2025Article
- Association between dietary vitamin A intake and risk of cardiometabolic multimorbidity.Scientific reports · 2024Article
- Nutrient intake and risk of multimorbidity: a prospective cohort study of 25,389 women.BMC public health · 2024Article
- Prevalence of dyslipidemia and associated factors in sedentary occupational population from Shanghai: a cross-sectional study.Archives of public health = Archives belges de sante publique · 2024Article
- Association of adiposity indicators with cardiometabolic multimorbidity risk in hypertensive patients: a large cross-sectional study.Frontiers in endocrinology · 2024Article
- Sex differences in functioning and disability among adults with cardiometabolic multimorbidity using Canadian longitudinal study on aging data: A cross-sectional study.Journal of multimorbidity and comorbidityArticle
Corrections and comments
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Authors and funding
8 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: Modifiable lifestyle factors are considered key to the control of cardiometabolic diseases. This study aimed to explore the association between multiple lifestyle factors and cardiometabolic multimorbidity. Methods: A total of 14,968 participants were included in this cross-sectional exploratory study (mean age 54.33 years, range 45-91; 49.6% male). Pearson's Chi-square test, logistic regression, and latent class analysis were employed. Results: We found that men with 4-5 high-risk lifestyle factors had a 2.54-fold higher risk (95% CI: 1.60-4.04) of developing multimorbidity compared to males with zero high-risk lifestyle factors. In an analysis of dietary behavior, we found that in women compared to men, over-eating (OR = 1.94, Conclusions: This research reveals that the likelihood of cardiometabolic multimorbidity increases as high-risk lifestyle factors accumulate. Taste preferences and unhealthy dietary behaviors were found to be associated with an increased risk of developing cardiometabolic multimorbidity and this association differed between genders. Several common lifestyle and dietary behavior patterns suggest that patients with cardiometabolic multimorbidity may achieve better health outcomes if those with certain high-risk lifestyle patterns are identified and managed.
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