ArticleJournal of global health2019
Implications of multimorbidity patterns on health care utilisation and quality of life in middle-income countries: cross-sectional analysis.
Article in Journal of global health, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 47 papers, 3 of them syntheses that pooled it.
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Who cites it
47 citing papers in PubMed, 3 syntheses or guidelines pooled it, 82 citations in OpenAlex.
- Measuring the Quality of Care for Older Adults With Multimorbidity: Results of the MULTIqual Project.The Gerontologist · 2022Pooled it
- Multimorbidity of non-communicable diseases in low-income and middle-income countries: a systematic review and meta-analysis.BMJ open · 2022Pooled it
- Pooled it
- Multimorbidity and health related quality of life in midlife - a longitudinal study from Northern Finland Birth Cohort 1966.Scandinavian journal of primary health care · 2026Article
- Article
- Age-based discrimination and healthcare utilization among older adults in India: a sequential mediation model with rural-urban differences.BMC geriatrics · 2026Article
- Quality of life among women of reproductive age during the accumulation of multiple chronic conditions.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2026Article
- Workplace productivity losses due to multimorbidity: findings from an Australian longitudinal population survey, 2009-21.Journal of public health (Oxford, England) · 2026Article
- [Multimorbidity patterns and associated hospitalization costs among different age groups of patients in a single medical center].Zhejiang da xue xue bao. Yi xue ban = Journal of Zhejiang University. Medical sciences · 2025Article
- The association of cardiometabolic multimorbidity with depression and length of hospitalization: a population-based cross-sectional study among adults in Turkey.BMC public health · 2025Article
- Multimorbidity Management: A Scoping Review of Interventions and Health Outcomes.International journal of environmental research and public health · 2025Article
- Article
- Multimorbidity in India: an analysis of prevalence and patterns of chronicity of diseases among older adults using Study on global AGEing and adult health (SAGE) Wave 2.BMJ public health · 2025Article
- Integrating palliative care into primary care for older people with multimorbid serious illness: a multinational qualitative cross-sectional study in Sub-Saharan Africa.BMJ public health · 2025Article
- Article
- Prevalence, patterns, and determinants of multimorbidity in South Africa: Insights from a nationally representative survey.PLOS global public health · 2025Article
- Trends in prevalence of multimorbidity for chronic diseases in China: serial cross-sectional surveys from 2009 to 2018.The journal of nutrition, health & aging · 2024Article
- Article
- Improving person-centred care for older persons with serious multimorbidity in LMICs.African journal of primary health care & family medicine · 2024Article
- Primary health care challenges: insights from older people with multimorbidity in Malawi - a qualitative study.BMC public health · 2024Article
Corrections and comments
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Authors and funding
8 authors at 7 institutions in 6 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPast studies have demonstrated how single non-communicable diseases (NCDs) affect health care utilisation and quality of life (QoL), but not how different NCD combinations interact to affect these. Our study aims to investigate the prevalence of NCD dyad and triad combinations, and the implications of different NCD dyad combinations on health care utilisation and QoL.
methodsOur study utilised cross-sectional data from the WHO SAGE study to examine the most prevalent NCD combinations in six large middle-income countries (MICs). Subjects were mostly aged 50 years and above, with a smaller proportion aged 18 to 49 years. Multivariable linear regression was applied to investigate which NCD dyads increased or decreased health care utilisation and QoL, compared with subjects with only one NCD.
resultsThe study included 41 557 subjects. Most prevalent NCD combinations differed by subgroups, including age, gender, income, and residence (urban vs rural). Diabetes, stroke, and depression had the largest effect on increasing mean number of outpatient visits, increasing mean number of hospitalisation days, and decreasing mean QoL scores, respectively. Out of the 36 NCD dyads in our study, thirteen, four, and five dyad combinations were associated with higher or lower mean number of outpatient visits, mean number of hospitalisations, or mean QoL scores, respectively, compared with treating separate patients with one NCD each. Dyads of depression were associated with fewer mean outpatient visits, more hospitalisations, and lower mean QoL scores, compared to patients with one NCD. Dyads of hypertension and diabetes were also associated with a reduced mean number of outpatient visits.
conclusionsCertain NCD combinations increase or decrease health care utilisation and QoL substantially more than treating separate patients with one NCD each. Health systems should consider the needs of patients with different multimorbidity patterns to effectively respond to the demands on health care utilisation and to mitigate adverse effects on QoL.
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