ArticleGlobal heart2023
Cardiometabolic Multimorbidity Associated with Moderate and Severe Disabilities: Results from the Study on Global AGEing and Adult Health (SAGE) Wave 2 in Ghana and South Africa.
Article in Global heart, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers, 1 of them a synthesis that pooled it.
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Who cites it
29 citing papers in PubMed, 1 synthesis or guideline pooled it, 21 citations in OpenAlex.
- Aging trends, challenges, and policy framework within the Ghanaian context: a systematic review.BMC public health · 2026Pooled it
- Disability inclusion as a missing pillar of Africa's non-communicable disease response.BMJ global health · 2026Article
- Subjective Perceptions and Conceptualisations of Ageing and Disability in Ghana: An Exploratory Sequential Mixed-Methods Study.Public health challenges · 2026Article
- Cardiometabolic multimorbidity and atrial fibrillation: insights from traditional statistical and artificial intelligence approaches.BMC cardiovascular disorders · 2026Article
- Association of the C-reactive protein-triglyceride-glucose (CTI) index and its central obesity-modified derivatives with incident cardiometabolic multimorbidity: results from two prospective cohorts in China and England.Cardiovascular diabetology · 2026Article
- Effects of adiposity, insulin resistance, and inflammation on cardiometabolic multimorbidity: insights from interaction analyses and metabolic phenotyping in the China health and retirement longitudinal study 2011-2018.Cardiovascular diabetology · 2026Article
- Article
- Unraveling 'F' factor: towards a genetic-clinical framework for the musculoskeletal-heart crosstalk in metabolic aging.Cardiovascular diabetology · 2026Article
- Serum uric acid and the trajectory of cardiometabolic multimorbidity: a prospective study conducted with data from the UK Biobank.Nutrition journal · 2026Article
- Functional limitation and cardiometabolic health: a cross-sectional exploration in adults aged 30 and older in rural Punjab, India.BMC public health · 2026Article
- Association between body roundness index trajectories and the risk of cardiometabolic multimorbidity in Chinese middle-aged and older adults: Evidence from the China health and retirement longitudinal study.International journal of cardiology. Cardiovascular risk and prevention · 2026Article
- Stress hyperglycemia ratio and mortality risk in cardiometabolic multimorbidity: a multicenter retrospective study.BMC cardiovascular disorders · 2026Article
- Combined associations of the frailty index and CHG index with cardiometabolic multimorbidity: a longitudinal study from the CHARLS cohort.Frontiers in nutrition · 2026Article
- The association between HbA1c/HDL-C ratio and cardiometabolic multimorbidity among middle-aged and older adults: data from two national prospective cohorts in the United Kingdom and United States.Frontiers in nutrition · 2026Article
- The trajectories of cardiometabolic multimorbidity associate with mortality risk: a study based on Guangdong adult chronic diseases and risk factors cohort.Frontiers in public health · 2026Article
- Sleep duration, sleep quality, and daytime napping in relation to incident cardiometabolic multimorbidity across three national aging cohorts: a prospective, interpretable machine learning study.Frontiers in nutrition · 2026Article
- The impact of sensory impairment on cardiometabolic multimorbidity in middle-aged and older adults: the mediating role of depressive symptoms.European journal of medical research · 2025Article
- Impact of changes in leisure activities on incident disability among older adults: a nationwide cohort study.Journal of global health · 2025Article
- Article
- Prevalence of Alzheimer's Disease and Cardiometabolic Multimorbidity in Older Adults Aged 60 and above in a Large-Scale Representative Sample in Türkiye: A Nationwide Population-Based Cross-Sectional Study.Journal of epidemiology and global health · 2025Article
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8 authors at 4 institutions in 4 countries.
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Abstract
Background: Integrated management of cardiometabolic diseases is crucial in improving the quality of life of older persons. The objective of the study was to identify clusters of cardiometabolic multimorbidity associated with moderate and severe disabilities in Ghana and South Africa. Methods: Data were from the World Health Organization (WHO) study on global AGEing and adult health (SAGE) Wave-2 (2015) conducted in Ghana and South Africa. We analysed the clustering of cardiometabolic diseases including angina, stroke, diabetes, obesity, and hypertension with unrelated conditions such as asthma, chronic lung disease, arthritis, cataracts, and depression. The WHO Disability Assessment Instrument version 2.0 was used to assess functional disability. We used latent class analysis to calculate the multimorbidity classes and disability severity levels. Ordinal logistic regression was used to identify the clusters of multimorbidity associated with moderate and severe disabilities. Results: Data from 4,190 adults aged over 50 years were analysed. The prevalence of moderate and severe disabilities was 27.0% and 8.9% respectively. Four latent classes of multimorbidity were identified. These included a relatively healthy group with minimal cardiometabolic multimorbidity (63.5%), general and abdominal obesity (20.5%), hypertension, abdominal obesity, diabetes, cataracts, and arthritis (10.0%), and angina, chronic lung disease, asthma, and depression (6.0%). Compared to the participants with minimal cardiometabolic multimorbidity, the odds of moderate and severe disabilities were higher among participants with multimorbidity comprising hypertension, abdominal obesity, diabetes, cataract and arthritis [aOR = 3.0; 95% CI 1.6 to 5.6], and those with angina, chronic lung disease, asthma and depression [aOR = 2.7; 95% CI 1.6 to 4.5]. Conclusions: Cardiometabolic diseases among older persons in Ghana and South Africa cluster in distinct multimorbidity patterns that are significant predictors of functional disabilities. This evidence may be useful for defining disability prevention strategies and long-term care for older persons living with or at risk of cardiometabolic multimorbidity in sub-Saharan Africa.
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