ArticleBMC public health2022
Age, sex, residence, and region-specific differences in prevalence and patterns of multimorbidity among older Chinese: evidence from Chinese Longitudinal Healthy Longevity Survey.
Article in BMC public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
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Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it.
- A systematic review and meta-analysis of disease clusters in multimorbidity.Nature communications · 2025Pooled it
- Prevalence and determinants of multimorbidity in older Chinese adults: a nationwide cross-sectional study using CLASS data.BMC geriatrics · 2026Article
- Social determinants of intersectional inequalities in multimorbidity and its burden in China: a multilevel analysis of individual heterogeneity and discriminatory accuracy (MAIHDA).International journal for equity in health · 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
- Article
- Exploring dietary behaviors among healthcare providers: based on association rule mining.Frontiers in public health · 2026Article
- Physical activity, chronic disease, depression, and health-related quality of life among Chinese older adults: a two-wave longitudinal panel study before and during COVID-19.Frontiers in public health · 2026Article
- Multimorbidity quantification from the perspective of precision management: challenges and strategies.Annals of medicine · 2025Review
- Associations between housing type and home conditions with exercise and physical activity among older adults.BMC geriatrics · 2025Article
- Healthy lifestyle, multimorbidity and all-cause mortality among older people: a retrospective cohort study based on CLHLS 2005-2018.BMC geriatrics · 2025Article
- Prevalence, combination patterns, and quality of life factors of multimorbidity among older adults in southern China based on the health ecological model.Journal of global health · 2025Article
- Multimorbidity patterns and influencing factors in older Chinese adults: a national population-based cross-sectional survey.Journal of global health · 2025Article
- Article
- Identification and trajectory of multimorbidity patterns among older people in China: a longitudinal study based on the China health and retirement longitudinal study 2011-2020 data.Frontiers in public health · 2025Article
- Assessment of mutual aid older care needs for older adults with multimorbidity in urban China: a Kano model-based study.Frontiers in public health · 2025Article
- Sociodemographic and clinical factors influencing typhoid fever prevalence and multidrug resistance in Niger State, Nigeria.PloS one · 2025Article
- The diabetes mellitus multimorbidity network in hospitalized patients over 50 years of age in China: data mining of medical records.BMC public health · 2024Article
- Association between tea types and number of teeth: a cross-sectional study of the Chinese Longitudinal Healthy Longevity Survey.BMC public health · 2024Article
- Preferences of patients with multiple chronic diseases for medication in rural areas of an Eastern Province China: a discrete choice experiment.Frontiers in medicine · 2024Article
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Abstract
backgroundMultimorbidity among older adults, which is associated with added functional decline and higher health care utilization and mortality, has become increasingly common with the dramatic acceleration of ageing in China. The purpose of this study was to reveal age, sex, residence, and region- specific prevalence and patterns of multimorbidity among older adults in China.
methodsThis study is based on the 2018 Chinese Longitudinal Health Longevity Survey (CLHLS), the most recent edition of this national survey, and involved analysis of 15,275 participants aged 65 years and older. Multimorbidity was defined as an individual who has two or more chronic diseases or conditions and was divided into two types for analysis: ≥2 (MM2+) and ≥ 3 (MM3+). Fourteen chronic diseases or conditions surveyed were used to assess patterns of multimorbidity through association rule mining.
resultsAmong the 15,275 participants, the largest proportion (39.9%) was 90 years old and over, while the distribution of sex and residence is roughly the same. Overall, the prevalence of multimorbidity was 44.1% for MM2+ and 22.9% for MM3+. The most frequently occurring patterns were two or three combinations between hypertension, cardiovascular diseases and affective disorders. Cardiovascular diseases combined with diabetes or dyslipidemia showed the most predominant association in different age groups. Moreover, the prevalence of the hypertension +diabetes pattern decreased with age. The strongest associations were found for the clustering of hypertension + cardiovascular diseases + respiratory diseases in males, however, among females it was the cardiovascular diseases + diabetes cluster. Cardiovascular diseases + rheumatoid arthritis + visual impairment was observed in urban areas and hypertension + cardiovascular diseases + affective disorders in rural areas. The most distinctive association rule in Northern China was {cardiovascular diseases, hypertension, visual impairment} = > {diabetes}. Respiratory disease was more prevalent in combination with other systemic disorders in Western China, and affective disorders in Southern China.
conclusionsThe prevalence of multimorbidity among older Chinese was substantial, and patterns of multimorbidity varied by age, sex, residence, and region. Future efforts are needed to identify possible prevention strategies and guidelines that consider differences in demographic characteristics of multimorbid patients to promote health in older adults.
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