SynthesisEuropean journal of epidemiology2019
Do replicable profiles of multimorbidity exist? Systematic review and synthesis.
Synthesis in European journal of epidemiology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 130 papers, 6 of them syntheses that pooled it.
What it found
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The trial behind it
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
130 citing papers in PubMed, 6 syntheses or guidelines pooled it, 203 citations in OpenAlex.
- A systematic review and meta-analysis of disease clusters in multimorbidity.Nature communications · 2025Pooled it
- Relationship Between Clusters of Multimorbidity and Dementia Risk: A Systematic Review.International journal of geriatric psychiatry · 2025Pooled it
- Multimorbidity and risk of dementia: A systematic review and meta-analysis of longitudinal cohort studies.The journal of prevention of Alzheimer's disease · 2025Pooled it
- Identifying clusters of multimorbid disease and differences by age, sex, and socioeconomic status: A systematic review.PloS one · 2025Pooled it
- Serum/plasma biomarkers and the progression of cardiometabolic multimorbidity: a systematic review and meta-analysis.Frontiers in public health · 2023Pooled it
- Social determinants of multimorbidity patterns: A systematic review.Frontiers in public health · 2023Pooled it
- [Associations between multimorbidity patterns and depressive symptoms among middle-aged and older adults: a latent class analysis based on CHARLS data].Zhejiang da xue xue bao. Yi xue ban = Journal of Zhejiang University. Medical sciences · 2026Article
- Hidden multistate models to study multimorbidity trajectories.Scientific reports · 2026Article
- Symptom burden in multiple long-term conditions: An AI-supported, mixed-methods concept elicitation study.JRSM open · 2026Article
- A digital marker for stratifying cardiovascular metabolic comorbidities among the middle-aged and elderly adults.PLOS digital health · 2026Article
- Serum uric acid, gout, cardiometabolic diseases, and multimorbidity: a prospective cohort study using multi-state model.npj aging · 2026Article
- The structural roots of multimorbidity: social inequalities, health disparities, and systemic challenges in Southern Spain.International journal for equity in health · 2026Article
- Associations of cumulative exposure and dynamic patterns of the C-reactive protein-triglyceride-glucose index with cardiometabolic multimorbidity in middle-aged and elderly Chinese: a nationwide cohort study.BMC public health · 2026Article
- Heavy drinking amplifies the risk of cardiometabolic multimorbidity attributed to adverse childhood experiences in middle-aged and older Chinese adults.MedScience · 2026Article
- Population-level analysis of chronic disease multimorbidity at older ages across time using mixed graphical models.Archives of public health = Archives belges de sante publique · 2026Article
- Proactive health behaviour intervention strategies for older T2DM patients with multimorbidity: protocol for a cluster randomised controlled trial with hybrid type 2 effectiveness-implementation design.BMC primary care · 2026Article
- Change in loneliness and subsequent cardiometabolic Multimorbidity among middle-aged and older adults: results from two east asian prospective cohorts.Aging clinical and experimental research · 2026Article
- Self-awareness of falls and its influencing factors in older patients with cardiometabolic multimorbidity: a latent profile analysis.Frontiers in public health · 2026Article
- Prevalence, patterns and associated behavioural risk factors of multimorbidity in rural India: Cross-sectional analysis from the Andhra Pradesh Children and Parents Study (APCAPS).PLOS global public health · 2026Article
- Predicting cardiometabolic multimorbidity trajectory in middle-aged and older Chinese adults: insights from the cohort study on global ageing and adult health.Frontiers in medicine · 2026Article
70 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors at 4 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This systematic review aimed to synthesise multimorbidity profiling literature to identify replicable and clinically meaningful groupings of multimorbidity. We searched six electronic databases (Medline, EMBASE, PsycINFO, CINAHL, Scopus, and Web of Science) for articles reporting multimorbidity profiles. The identified profiles were synthesised with multidimensional scaling, stratified by type of statistical analysis used in the derivation of profiles. The 51 studies that met inclusion criteria reported results of 98 separate analyses of multimorbidity profiling, with a total of 407 multimorbidity profiles identified. The statistical techniques used to identify multimorbidity profiles were exploratory factor analysis, cluster analysis of diseases, cluster analysis of people, and latent class analysis. Reporting of methodological details of statistical methods was often incomplete. The discernible groupings of multimorbidity took the form of both discrete categories and continuous dimensions. Mental health conditions and cardio-metabolic conditions grouped along identifiable continua in the synthesised results of all four methods. Discrete groupings of chronic obstructive pulmonary disease with asthma, falls and fractures with sensory deficits and of Parkinson's disease and cognitive decline where partially replicable (identifiable in the results of more than one method), while clustering of musculoskeletal conditions and clustering of reproductive systems were each observed only in one statistical approach. The two most replicable multimorbidity profiles were mental health conditions and cardio-metabolic conditions. Further studies are needed to understand aetiology and evolution of these multimorbidity groupings. Guidelines for strengthening the reporting of multimorbidity profiling studies are proposed.
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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.