ArticleJMIR public health and surveillance2023
Contribution of Frailty to Multimorbidity Patterns and Trajectories: Longitudinal Dynamic Cohort Study of Aging People.
Article in JMIR public health and surveillance, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.
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Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it, 18 citations in OpenAlex.
- Identifying clusters of multimorbid disease and differences by age, sex, and socioeconomic status: A systematic review.PloS one · 2025Pooled it
- Frailty and multimorbidity among adults aged 40-69 years in Montenegro: a cross-sectional pilot study.BMJ open · 2025Article
- SANTANA Cohort: Study on Frailty in Institutionalised Older Adults and Its Relationship With Gordon's Functional Health Patterns.Journal of advanced nursing · 2025Article
- Polypharmacy and Potentially Inappropriate Medications in Adults ≥75 Years of Age by Dementia and Frailty Status: The ARIC Study.Mayo Clinic proceedings · 2025Article
- Impact of a Multidomain Outdoor Exercise Intervention on Cardiovascular Health and Functional Capacity for Healthy Aging: A Randomized Controlled Trial (ACTIVA-Senior Study).Healthcare (Basel, Switzerland) · 2025Article
- Using electronic health records to understand multimorbidity in older people: a scoping review.European geriatric medicine · 2025Article
- Charting the Pathways of Cardiometabolic Multimorbidity: A Systematic Review of Clinical Trajectories.Journal of clinical medicine · 2025Review
- The association between multimorbidity patterns and physical frailty among middle-aged and older community-dwelling adults: the mediating role of depressive symptoms.Frontiers in public health · 2025Article
- SARS-CoV-2 Infection Risk by Vaccine Doses and Prior Infections Over 24 Months: ProHEpiC-19 Longitudinal Study.JMIR public health and surveillance · 2024Article
- Investigating Frailty, Polypharmacy, Malnutrition, Chronic Conditions, and Quality of Life in Older Adults: Large Population-Based Study.JMIR public health and surveillance · 2024Article
- Improving Antibiotic Use in Nursing Homes by Infection Prevention and Control and Antibiotic Stewardship (IMAGINE): Protocol for a Before-and-After Intervention and Implementation Study.JMIR research protocols · 2024Article
- Multimorbidity patterns and trajectories in young and middle-aged adults: a large-scale population-based cohort study.Frontiers in public health · 2024Article
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Authors and funding
6 authors at 5 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMultimorbidity and frailty are characteristics of aging that need individualized evaluation, and there is a 2-way causal relationship between them. Thus, considering frailty in analyses of multimorbidity is important for tailoring social and health care to the specific needs of older people.
objectiveThis study aimed to assess how the inclusion of frailty contributes to identifying and characterizing multimorbidity patterns in people aged 65 years or older.
methodsLongitudinal data were drawn from electronic health records through the SIDIAP (Sistema d'Informació pel Desenvolupament de la Investigació a l'Atenció Primària) primary care database for the population aged 65 years or older from 2010 to 2019 in Catalonia, Spain. Frailty and multimorbidity were measured annually using validated tools (eFRAGICAP, a cumulative deficit model; and Swedish National Study of Aging and Care in Kungsholmen [SNAC-K], respectively). Two sets of 11 multimorbidity patterns were obtained using fuzzy c-means. Both considered the chronic conditions of the participants. In addition, one set included age, and the other included frailty. Cox models were used to test their associations with death, nursing home admission, and home care need. Trajectories were defined as the evolution of the patterns over the follow-up period.
resultsThe study included 1,456,052 unique participants (mean follow-up of 7.0 years). Most patterns were similar in both sets in terms of the most prevalent conditions. However, the patterns that considered frailty were better for identifying the population whose main conditions imposed limitations on daily life, with a higher prevalence of frail individuals in patterns like chronic ulcers &peripheral vascular. This set also included a dementia-specific pattern and showed a better fit with the risk of nursing home admission and home care need. On the other hand, the risk of death had a better fit with the set of patterns that did not include frailty. The change in patterns when considering frailty also led to a change in trajectories. On average, participants were in 1.8 patterns during their follow-up, while 45.1% (656,778/1,456,052) remained in the same pattern.
conclusionsOur results suggest that frailty should be considered in addition to chronic diseases when studying multimorbidity patterns in older adults. Multimorbidity patterns and trajectories can help to identify patients with specific needs. The patterns that considered frailty were better for identifying the risk of certain age-related outcomes, such as nursing home admission or home care need, while those considering age were better for identifying the risk of death. Clinical and social intervention guidelines and resource planning can be tailored based on the prevalence of these patterns and trajectories.
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