Observational studyJournal of epidemiology and global health2024
Age-specific Multimorbidity Patterns and Burden on All-Cause Mortality and Public Direct Medical Expenditure: A Retrospective Cohort Study.
Observational study in Journal of epidemiology and global health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 2 of them syntheses that pooled it.
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Who cites it
14 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Choosing wisely in neuroradiology: evaluating CT and MR utilization trends in Europe.European radiology · 2026Pooled it
- The impact of depression on mortality among older adult patients with hypertension: a systematic review and meta-analysis.Frontiers in public health · 2025Pooled it
- Integrated Risk Stratification Using Comorbidity Burden, Frailty, and Systemic Inflammation to Predict 30-Day Mortality in Older Emergency Department Patients: A Prospective Cohort Study.Journal of clinical medicine · 2026Article
- Associating Multimorbidity Patterns With Healthcare Utilization and Unmet Healthcare Needs Among Older Koreans Living Alone.Geriatrics & gerontology international · 2026Article
- Between a stone and a hard place-Mortality from conservative management of kidney stone disease: Systematic review of the literature from the European Association of Urology Section of Endourology.Asian journal of urology · 2026Review
- Network-Based, Cross-Sectional Analysis of Drug-Related Problems Reveals a Strong Association of Possible Inappropriate Medication and Clinical Outcomes in Romanian Elderly Nursing Home Residents.Medical sciences (Basel, Switzerland) · 2026Article
- Exploring the association between common genetic deletions and aging: insights from the Canadian Longitudinal Study on Aging.GeroScience · 2026Article
- Association of mitochondrial oxidative capacity with physical fitness in ageing: the Baltimore longitudinal study of ageing.Age and ageing · 2026Article
- Prevalence of potentially inappropriate medication use and its association with hospitalization among older adults with chronic disease in the Amhara region, Ethiopia: a multicenter prospective cohort study.Therapeutic advances in drug safety · 2026Article
- Multimorbidity before, during and after pregnancy among women in low-income and middle-income countries: protocol for a scoping review.BMJ open · 2025Article
- Extrahepatic disease clusters and mortality in people with steatotic liver diseases: a prospective analysis of 64,749 females and 113,587 males in the UK Biobank.BMC medicine · 2025Article
- Age-Related Variations and Seasonal Influences: A Network Analysis of Comorbidities in Asthma Hospitalizations (2013-2023).Journal of clinical medicine · 2025Article
- Identifying multimorbidity risks in older adults: a cross-sectional study using the RGA screening data.Frontiers in public health · 2025Article
- Psychometric Validation of the Cantonese Version of the Patient-Centered Primary Care Instrument for Multimorbid Patients in Hong Kong.Journal of primary care & community healthArticle
Corrections and comments
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveTo evaluate age-specific multimorbidity patterns and morbidity burden on mortality and healthcare expenditure across age groups. PATIENTS AND
methodsRetrospective observational study between January 1, 2009 to December 31, 2017 using electronic health records in Hong Kong: Individuals were stratified by age (< 50, 50-64, 65-79, ≥ 80), and sub-classified by number of morbidities (0, 1, 2, 3, ≥ 4) out of 21 common chronic conditions. Clustering analyses were conducted to identify specific patterns of multimorbidity. Association between the number as well as combinations of morbidities and all-cause mortality and public expenditure was examined.
results4,562,832 individuals with a median follow-up of 7 years were included. Mental disorders were the top morbidities among young individuals, while cardiovascular diseases were prevalent in the elderly. An increased number of morbidities was associated with a greater relative risk for mortality and medical expenditure, and this relationship was stronger among younger patients. Compared to individuals in the same age group without morbidity, the hazard ratios (HR; 95% CI) of all-cause mortality in patients aged < 50 and ≥ 80 with two comorbidities 3.81 (3.60-4.03) and 1.38 (1.36-1.40), respectively, which increased to 14.22 (9.87-20.47) and 2.20 (2.13-2.26), respectively, as the number of morbidities increased to ≥ 4. The stroke-hypertension cluster was shown to be associated with the highest HR of mortality 2.48 (2.43-2.53) among all identified clusters arising from the clustering analysis.
conclusionGiven the stronger association between multimorbidity and all-cause mortality and greater opportunity costs in younger populations, prevention and management of early-onset multimorbidity are warranted. (248 words).
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