ArticleBMC geriatrics2022
Multimorbidity patterns and associated factors in older Chinese: results from the China health and retirement longitudinal study.
Article in BMC geriatrics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers.
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Who cites it
48 citing papers in PubMed.
- Prevalence and determinants of multimorbidity in older Chinese adults: a nationwide cross-sectional study using CLASS data.BMC geriatrics · 2026Article
- Barriers and Facilitators of Exercise Participation Among Community-Dwelling Older Adults with Chronic Conditions: A Qualitative Study Using the COM-B Model and Theoretical Domains Framework.Healthcare (Basel, Switzerland) · 2026Article
- Symptom-specific intervention targets for depression and anxiety among older adults by physical multimorbidity patterns: a simulation-based network analysis.Social psychiatry and psychiatric epidemiology · 2026Article
- Dose-Related Associations Between Physical Activity and Multimorbidity Among Middle-Aged and Older Adults.Journal of prevention (2022) · 2026Article
- Real-world medical and long-term care service utilization patterns among older adults with complex needs in China: a latent class analysis.BMC geriatrics · 2026Article
- Unconventional multi-morbidity patterns in older adults: results from 39,172 Chinese health examination population at primary healthcare centers.BMC geriatrics · 2026Article
- Changes in prevalence and patterns of non-communicable disease multimorbidity across socioeconomic spectra in rural Southwest China.Journal of health, population, and nutrition · 2026Article
- Has volume-based procurement reduced household catastrophic health expenditure in rural patients with chronic disease?-Evidence from CHARLS 2018 and 2020 in China.Health economics review · 2026Article
- Association of multimorbidity and its patterns with incident possible sarcopenia among middle-aged and older adults: findings from a national prospective cohort study in China.BMC musculoskeletal disorders · 2026Article
- Comorbidity patterns of chronic respiratory diseases in older Chinese adults: A repeated cross-sectional study from CHARLS.Medicine · 2026Article
- Association between air pollution exposure and multimorbidity among middle-aged and older adults in China: a cross-sectional study.Scientific reports · 2026Article
- U-shaped association between hemoglobin levels and cardiometabolic multimorbidity in older adults: a large-scale cross-sectional study.BMC geriatrics · 2026Article
- Differential expression of bone metabolism biomarkers in various types of arthritis and their diagnostic performance: a cross-sectional study.BMC musculoskeletal disorders · 2026Article
- Disease spectrum and comorbidity patterns of malignant neoplasms: a multi-center hospital-based retrospective analysis of inpatient insurance claims data.Frontiers in oncology · 2026Article
- Difficulty with taking medications and the future risk of Alzheimer's disease and related dementias: Health and Retirement Study of Americans.American journal of neurodegenerative disease · 2026Article
- Burden and Risk Factors of Neck Pain in China: A Dual-Database Study of GBD 2021 Population-Level Macro-Trends and CHARLS Individual-Level Prospective Cohort Analyses.Journal of pain research · 2026Article
- Association of DRG-based payment reform with inpatient costs and resource use among older adults: an interrupted time series study in a county-level referral hospital in China.Frontiers in public health · 2026Article
- Air pollution exposure and multimorbidity patterns: evidence from a national cohort study in China.BMC public health · 2025Article
- Exploring Risk Factors Related to Low Calf Circumference in Older Adults With Multimorbidity: Cross-Sectional Latent Class Analysis.JMIR aging · 2025Article
- Associations between the risk of LUTS/BPH and the number and class of chronic diseases among middle-aged and elder men.Scientific reports · 2025Article
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4 authors.
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Abstract
backgroundThis study aimed to investigate multimorbidity patterns and their associated factors among elderly population in China.
methodsA total of 10,479 participants aged at least 60 years were drawn from the 2018 wave of the China Health and Retirement Longitudinal Study (CHARLS). Latent class analysis (LCA) was performed to identify distinct multimorbidity classes based on 14 self-reported chronic conditions. The multinomial logit model was used to analyze the associated factors of multimorbidity patterns, focusing on individuals' demographic characteristics, socioeconomic status (SES), and health behaviors.
resultsAmong the 10,479 participants (mean age [SD]: 69.1 [7.1]), 65.6% were identified with multimorbidity. Five multimorbidity clusters were identified by LCA: relatively healthy class (49.8%), vascular class (24.7%), respiratory class (5.6%), stomach-arthritis class (14.5%), and multisystem morbidity class (5.4%). Multinomial logit analysis with the relatively healthy class as the reference showed that participants of older age and female sex were more likely to be in the vascular class and multisystem morbidity class. The probability of being in the vascular class was significantly higher for those with high SES. Ever smoking was associated with a higher probability of being in the respiratory class and multisystem morbidity class. Physical activity was associated with lower odds of being assigned to the vascular class, respiratory class, and multisystem class.
conclusionThe distinct multimorbidity patterns imply that the prevention and care strategy should target a group of diseases instead of a single condition. Prevention interventions should be paid attention to for individuals with risk factors.
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