ArticleHealth and quality of life outcomes2017
Multimorbidity and health-related quality of life (HRQoL) in a nationally representative population sample: implications of count versus cluster method for defining multimorbidity on HRQoL.
Article in Health and quality of life outcomes, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 43 papers, 2 of them syntheses that pooled it.
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Who cites it
43 citing papers in PubMed, 2 syntheses or guidelines pooled it, 68 citations in OpenAlex.
- Social determinants of multimorbidity patterns: A systematic review.Frontiers in public health · 2023Pooled it
- Self-monitoring of Blood Pressure in Patients With Hypertension-Related Multi-morbidity: Systematic Review and Individual Patient Data Meta-analysis.American journal of hypertension · 2020Pooled it
- Prescription and Non-prescription Medication Pill Burdens and Their Associations with Health-Related Quality of Life in Older Adults: A Cross-Sectional Study.Drugs & aging · 2025Trial
- Prevalence and factors associated with multimorbidity among primary care patients with decreased renal function.PloS one · 2021Trial
- The association between multimorbidity and needs-based quality of life in primary care: a cross-sectional questionnaire study.Scandinavian journal of primary health care · 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
- Impact of multimorbidity on change in quality of life in a multi-ethnic Asian population: a longitudinal study.Health and quality of life outcomes · 2026Article
- Workplace productivity losses due to multimorbidity: findings from an Australian longitudinal population survey, 2009-21.Journal of public health (Oxford, England) · 2026Article
- Clusters of Comorbidities in Multiple Sclerosis and Their Influence on Healthcare Resource Usage.European journal of neurology · 2025Observational
- Prevalence of Multimorbidity Among School-Aged Children in the Yangzhou District of China.Healthcare (Basel, Switzerland) · 2025Article
- Ageing, multimorbidity, and quality of life: a mediation analysis using longitudinal ageing study in India.Frontiers in public health · 2025Article
- 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
- Factors associated with health-related quality of life among community-dwelling older adults: the APPCARE study.Scientific reports · 2024Article
- Learning prevalent patterns of co-morbidities in multichronic patients using population-based healthcare data.Scientific reports · 2024Article
- Multimorbidity clusters in adults 50 years or older with and without a history of cancer: National Health Interview Survey, 2018.BMC geriatrics · 2024Article
- The Relationship Between the Number of Chronic Diseases and Health-Related Quality of Life Among Middle-Aged and Older Adults in Rural Areas of Yunnan Province, China: moderating Effect of Health Lifestyle.Journal of multidisciplinary healthcare · 2024Article
- Socioeconomic inequality in health-related quality of life among Korean adults with chronic disease: an analysis of the Korean Community Health Survey.Epidemiology and health · 2024Article
- Multimorbidity and health-related quality of life amongst Indigenous Australians: A longitudinal analysis.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2024Article
- Quality of life and associated factors among community-dwelling adults with multimorbidity in Shanghai, China: A cross-sectional study.Nursing open · 2023Article
- Determinants of health-related quality of life across the spectrum of connective tissue diseases using latent profile analysis: results from the LEAP cohort.Rheumatology (Oxford, England) · 2023Article
Corrections and comments
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Authors and funding
4 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundNo universally accepted definition of multimorbidity (MM) exists, and implications of different definitions have not been explored. This study examined the performance of the count and cluster definitions of multimorbidity on the sociodemographic profile and health-related quality of life (HRQoL) in a general population.
methodsData were derived from the nationally representative 2007 Australian National Survey of Mental Health and Wellbeing (n = 8841). The HRQoL scores were measured using the Assessment of Quality of Life (AQoL-4D) instrument. The simple count (2+ & 3+ conditions) and hierarchical cluster methods were used to define/identify clusters of multimorbidity. Linear regression was used to assess the associations between HRQoL and multimorbidity as defined by the different methods.
resultsThe assessment of multimorbidity, which was defined using the count method, resulting in the prevalence of 26% (MM2+) and 10.1% (MM3+). Statistically significant clusters identified through hierarchical cluster analysis included heart or circulatory conditions (CVD)/arthritis (cluster-1, 9%) and major depressive disorder (MDD)/anxiety (cluster-2, 4%). A sensitivity analysis suggested that the stability of the clusters resulted from hierarchical clustering. The sociodemographic profiles were similar between MM2+, MM3+ and cluster-1, but were different from cluster-2. HRQoL was negatively associated with MM2+ (β: -0.18, SE: -0.01, p < 0.001), MM3+ (β: -0.23, SE: -0.02, p < 0.001), cluster-1 (β: -0.10, SE: 0.01, p < 0.001) and cluster-2 (β: -0.36, SE: 0.01, p < 0.001).
conclusionsOur findings confirm the existence of an inverse relationship between multimorbidity and HRQoL in the Australian population and indicate that the hierarchical clustering approach is validated when the outcome of interest is HRQoL from this head-to-head comparison. Moreover, a simple count fails to identify if there are specific conditions of interest that are driving poorer HRQoL. Researchers should exercise caution when selecting a definition of multimorbidity because it may significantly influence the study outcomes.
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