ArticleFrontiers in public health2022
Prevalence of multimorbidity combinations and their association with medical costs and poor health: A population-based study of U.S. adults.
Article in Frontiers in public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers, 1 of them a synthesis that pooled it.
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Who cites it
32 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Impact of nurse practitioners in primary care on patients with chronic diseases in rural and underserved areas: A systematic review.The European journal of general practice · 2026Pooled it
- Life-Stage Differences in the Longitudinal Associations of Multimorbidity Profiles with Economic Burden, Health-Related Quality of Life, and Inpatient Utilization.Healthcare (Basel, Switzerland) · 2026Article
- Polypharmacy burden and incident epilepsy among older adults in the United States.Epilepsia open · 2026Article
- Quality of life and care experiences in a US multi-institutional neuroendocrine tumor cohort.Journal of the National Cancer Institute · 2026Article
- Effect of Comorbidities on Short-Term Postoperative Complications Following total Shoulder Arthroplasty: A TriNetX Study.Journal of the American Academy of Orthopaedic Surgeons. Global research & reviews · 2026Article
- Assessing real-world natural history of indolent systemic mastocytosis: A retrospective matched cohort study.The journal of allergy and clinical immunology. Global · 2026Article
- Investigating the Impact of Transitional Care Model Implementation on Quality of Life and Care Burden in Family Caregivers of Patients With Multiple Chronic Conditions: A Randomized Clinical Trial in Iran.Health science reports · 2026Article
- Biological age acceleration and extrahepatic multimorbidity in U.S. adults with metabolic dysfunction-associated steatotic liver disease: a national cross-sectional study.Clinical and experimental hepatology · 2026Article
- Mapping spatial and social inequities of long COVID across the United States: a retrospective cohort study.Lancet regional health. Americas · 2026Article
- Review
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- Mapping the medical status of patients in a dental school: adapting dental curricula to demographic change - a cross-sectional study.BMC medical education · 2025Article
- Mapping Long COVID: Spatial and Social Inequities Across the United States.medRxiv : the preprint server for health sciences · 2025Article
- Gender differences in self-management activation among patients with multiple chronic diseases: a qualitative study.Archives of public health = Archives belges de sante publique · 2025Article
- Educational disparities in 20-year trajectories of psychological well-being in a national sample.Scientific reports · 2025Article
- Implementation of hospital-initiated complex interventions for adult people with multiple long-term conditions: a scoping review.BMC health services research · 2025Article
- Association of systemic inflammation response index with latent tuberculosis infection and all-cause mortality: a cohort study from NHANES 2011-2012.Frontiers in immunology · 2025Article
- A Narrative Review of Key Risk Factors for Severe Illness Following SARS-CoV-2, Influenza Virus, and Respiratory Syncytial Virus Infection.Infectious diseases and therapy · 2025Review
- "You've Got a Lot to Prove": A Mixed Methods Analysis of How Older Adults and Their Families Navigate Medicaid Enrollment.Social policy & administration · 2024Article
Corrections and comments
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1 author.
Funding
Abstract
Background: Multimorbidity is common, but the prevalence and burden of the specific combinations of coexisting disease has not been systematically examined in the general U.S. adult population. Objective: To identify and estimate the burden of highly prevalent combinations of chronic conditions that are treated among one million or more adults in the United States. Methods: Cross-sectional analysis of U.S. households in the Medical Expenditure Panel Survey (MEPS), 2016-2019, a large nationally-representative sample of the community-dwelling population. Association rule mining was used to identify the most common combinations of 20 chronic conditions that have high relevance, impact, and prevalence in primary care. The main measures and outcomes were annual treated prevalence, total medical expenditures, and perceived poor health. Logistic regression models with poor health as the outcome and each multimorbidity combination as the exposure were used to calculate adjusted odds ratios and 95% confidence intervals. Results: Frequent pattern mining yielded 223 unique combinations of chronic disease, including 74 two-way (dyad), 115 three-way (triad), and 34 four-way combinations that are treated in one million or more U.S. adults. Hypertension-hyperlipidemia was the most common two-way combination occurring in 30.8 million adults. The combination of diabetes-arthritis-cardiovascular disease was associated with the highest median annual medical expenditures ($23,850, interquartile range: $11,593-$44,616), and the combination of diabetes-arthritis-asthma/COPD had the highest age-race-sex adjusted odds ratio of poor self-rated health (adjusted odd ratio: 6.9, 95%CI: 5.4-8.8). Conclusion: This study demonstrates that many multimorbidity combinations are highly prevalent among U.S. adults, yet most research and practice-guidelines remain single disease focused. Highly prevalent and burdensome multimorbidity combinations could be prioritized for evidence-based research on optimal prevention and treatment strategies.
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