ArticlePloS one2021
Multimorbidity patterns and their relationship to mortality in the US older adult population.
Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 65 papers, 3 of them syntheses that pooled it.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
65 citing papers in PubMed, 3 syntheses or guidelines pooled it, 112 citations in OpenAlex.
- Patterns of multimorbidity, their outcomes and analytical methods for their determination: a systematic review.BMC public health · 2026Pooled it
- The effects of community interventions on unplanned healthcare use in patients with multimorbidity: a systematic review.Journal of the Royal Society of Medicine · 2024Pooled it
- Social determinants of multimorbidity patterns: A systematic review.Frontiers in public health · 2023Pooled it
- Effect of the orthogeriatric co-management on older hip fracture patients with multimorbidity: a post-hoc exploratory subgroup analysis of a non-randomised controlled trial.Journal of orthopaedic surgery and research · 2024Trial
- Life's Simple 7, depressive symptoms, cognitive performance, and their associations with all-cause mortality among middle-aged urban adults.GeroScience · 2026Article
- Multimorbidity as a predictor of mortality in companion dogs.GeroScience · 2026Article
- Common Medical Comorbidities, Demographic Factors and Levels of Plasma Biomarkers of Alzheimer's Disease and Neurodegeneration in Black/African American Older Adults.Biomolecules · 2026Article
- Relevance of Kidney-Metabolic Multimorbidity Pattern to Metabolic Health and Mortality Among Elderly Inpatients in China.Food science & nutrition · 2026Article
- Multimorbidity Patterns and Obesity Among Americans Turning Forty.American journal of health promotion : AJHP · 2026Article
- Association of multimorbidity with mortality risk in Chinese senior adults: a population-based cohort study.BMC geriatrics · 2026Article
- Frailty progression: The role of multimorbidity configurations in frailty transitions and predicting mortality risk among older adults.BMC medicine · 2026Article
- Does Family Doctor Contracting Improve the Health of the Elderly: An Empirical Study from Beijing, China.Journal of multidisciplinary healthcare · 2026Article
- Association Between Socioeconomic Status and Mortality Risk in CKM Stage 0-3 Patients: Analysis of Inflammatory Mediation.Cardiology research and practice · 2026Article
- Multimorbidity profile among cancer-related hospitalization events in younger and older patients: a large-scale nationwide cross-sectional study.Lancet regional health. Americas · 2026Article
- Middle-age healthcare spending and utilization at the intersection of comorbidities, functional limitation, and race/ethnicity.Innovation in aging · 2026Article
- Multimorbidity, disease clusters and risk of all-cause and cause-specific mortality: a population-based prospective cohort study.Scientific reports · 2025Article
- Making Community-Based Palliative Care Eligibility Determinations: Palliative Care Team Member Perspectives on Access to Information and Algorithm Use.The American journal of hospice & palliative care · 2025Article
- Racial and Ethnic Differences in Diabetes Care Quality in A National Sample of Cancer Survivors Relative to Non-Cancer Controls.Journal of racial and ethnic health disparities · 2025Article
- Mortality and morbidity after transcatheter aortic valve implantation compared to an age- and sex-matched control population: a population-based study from the SWEDEHEART registry.European heart journal. Quality of care & clinical outcomes · 2025Article
- Multimorbidity patterns and premature mortality in a prospective cohort: effect modifications by socioeconomic status and healthy lifestyles.BMC public health · 2025Article
5 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
8 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundUnderstanding patterns of multimorbidity in the US older adult population and their relationship with mortality is important for reducing healthcare utilization and improving health. Previous investigations measured multimorbidity as counts of conditions rather than specific combination of conditions.
methodsThis cross-sectional study with longitudinal mortality follow-up employed latent class analysis (LCA) to develop clinically meaningful subgroups of participants aged 50 and older with different combinations of 13 chronic conditions from the National Health Interview Survey 2002-2014. Mortality linkage with National Death Index was performed through December 2015 for 166,126 participants. Survival analyses were conducted to assess the relationships between LCA classes and all-cause mortality and cause specific mortalities.
resultsLCA identified five multimorbidity groups with primary characteristics: "healthy" (51.5%), "age-associated chronic conditions" (33.6%), "respiratory conditions" (7.3%), "cognitively impaired" (4.3%) and "complex cardiometabolic" (3.2%). Covariate-adjusted survival analysis indicated "complex cardiometabolic" class had the highest mortality with a Hazard Ratio (HR) of 5.30, 99.5% CI [4.52, 6.22]; followed by "cognitively impaired" class (3.34 [2.93, 3.81]); "respiratory condition" class (2.14 [1.87, 2.46]); and "age-associated chronic conditions" class (1.81 [1.66, 1.98]). Patterns of multimorbidity classes were strongly associated with the primary underlying cause of death. The "cognitively impaired" class reported similar number of conditions compared to the "respiratory condition" class but had significantly higher mortality (3.8 vs 3.7 conditions, HR = 1.56 [1.32, 1.85]).
conclusionWe demonstrated that LCA method is effective in classifying clinically meaningful multimorbidity subgroup. Specific combinations of conditions including cognitive impairment and depressive symptoms have a substantial detrimental impact on the mortality of older adults. The numbers of chronic conditions experienced by older adults is not always proportional to mortality risk. Our findings provide valuable information for identifying high risk older adults with multimorbidity to facilitate early intervention to treat chronic conditions and reduce mortality.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.