ArticleFrontiers in public health2024
Multimorbidity patterns and trajectories in young and middle-aged adults: a large-scale population-based cohort study.
Article in Frontiers in public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 3 of them syntheses that pooled it.
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Who cites it
21 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Patterns of multimorbidity, their outcomes and analytical methods for their determination: a systematic review.BMC public health · 2026Pooled it
- A systematic review and meta-analysis of disease clusters in multimorbidity.Nature communications · 2025Pooled it
- Identifying clusters of multimorbid disease and differences by age, sex, and socioeconomic status: A systematic review.PloS one · 2025Pooled 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
- Association Between the Presence of Multimorbidity and Sociodemographic Factors and Health Care Utilization in the Adult Population of Serbia: A National Health Survey.Healthcare (Basel, Switzerland) · 2026Article
- The Role of Advanced Practice Nurses in the Care of Multimorbid and Complex Chronically Ill Young and Middle-Aged Adults in Hospital Settings-Perspectives on Experience of APNs: A Qualitative Study.Healthcare (Basel, Switzerland) · 2026Article
- The changing patient profile: A retrospective study of trends in perioperative bleeding management and challenges in surgical care.Surgery in practice and science · 2026Article
- Comorbidity patterns of chronic respiratory diseases in older Chinese adults: A repeated cross-sectional study from CHARLS.Medicine · 2026Article
- The development of a situation-specific theory of dynamic interactions for multimorbid dyads in Chinese family culture.International journal of nursing sciences · 2026Article
- Frailty progression: The role of multimorbidity configurations in frailty transitions and predicting mortality risk among older adults.BMC medicine · 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
- Multimorbidity in Focus: Emerging Patterns, Medication Appropriateness and Clinical Innovation.Journal of clinical medicine · 2025Article
- Longitudinal Trajectories of Multimorbidity and Psychosocial Resilience Resources in Midlife and Older Adults: Findings From the Health and Retirement Study.Journal of aging and health · 2025Article
- Primary Care Utilization and Prehospital Emergency Demand Among Patients with Multimorbidity in Spain.Nursing reports (Pavia, Italy) · 2025Article
- Article
- Sequential Patterns and Transition Timelines of Chronic Disease Comorbidities in Obesity: Evidence from the ELSA database.Research square · 2025Article
- Multimorbidity clusters: translating research evidence into actionable interventions.European geriatric medicine · 2025Article
- Electronic Health Records: A Gateway to AI-Driven Multimorbidity Solutions-A Comprehensive Systematic Review.Journal of clinical medicine · 2025Review
- Charting the Pathways of Cardiometabolic Multimorbidity: A Systematic Review of Clinical Trajectories.Journal of clinical medicine · 2025Review
- Utilization of Municipal Healthcare Services Among High-Cost Older Patients in Norwegian Somatic Hospitals: A Cross-Sectional Registry Study.Health services insights · 2025Article
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Authors and funding
11 authors.
Funding
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Abstract
Introduction: The presence of multiple chronic conditions, also referred to as multimorbidity, is a common finding in adults. Epidemiologic research can help identify groups of individuals with similar clinical profiles who could benefit from similar interventions. Many cross-sectional studies have revealed the existence of different multimorbidity patterns. Most of these studies were focused on the older population. However, multimorbidity patterns begin to form at a young age and can evolve over time following distinct multimorbidity trajectories with different impact on health. In this study, we aimed to identify multimorbidity patterns and trajectories in adults 18-65 years old. Methods: We conducted a retrospective longitudinal epidemiologic study in the EpiChron Cohort, which includes all inhabitants of Aragón (Spain) registered as users of the Spanish National Health System, linking, at the patient level, information from electronic health records from both primary and specialised care. We included all 293,923 patients 18-65 years old with multimorbidity in 2011. We used cluster analysis at baseline (2011) and in 2015 and 2019 to identify multimorbidity patterns at four and eight years of follow-up, and we then created alluvial plots to visualise multimorbidity trajectories. We performed age- and sex-adjusted logistic regression analysis to study the association of each pattern with four- and eight-year mortality. Results: We identified three multimorbidity patterns at baseline, named Discussion: Well-known preventable cardiovascular risk factors were key elements in most patterns, highlighting the role of hypertension and obesity as risk factors for higher mortality. Two out of every three patients had a cardiovascular profile with chronic conditions like diabetes and obesity that are linked to low-grade systemic chronic inflammation. More studies are encouraged to better characterise the relatively large portion of the population with an unspecific disease pattern and to help design and implement effective and comprehensive strategies towards healthier ageing.
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