ArticlePLoS medicine2021
Estimating and characterizing the burden of multimorbidity in the community: A comprehensive multistep analysis of two large nationwide representative surveys in France.
Article in PLoS medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 2 of them syntheses that pooled it.
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Who cites it
26 citing papers in PubMed, 2 syntheses or guidelines pooled it, 34 citations in OpenAlex.
- Multimorbidity and frailty are associated with poorer SARS-CoV-2-related outcomes: systematic review of population-based studies.Aging clinical and experimental research · 2024Pooled it
- Patient Preferences for Pharmacy Services: A Systematic Review of Studies Based on Discrete Choice Experiments.The patient · 2024Pooled it
- Self-management difficulties in Swedish older adults and associations with sociodemographic factors, number of conditions, depression and health status.Scandinavian journal of primary health care · 2026Article
- The Overweight and Obesity Landscape in France: Data from the French Cohort of the Multi-country IMPACT-O Study.Advances in therapy · 2026Article
- Deterministic Overlapping Multimorbidity Phenotypes for Leakage-Safe EHR Modeling of Incident Cognitive Impairment in All of Us.Journal of interdisciplinary research applied to medicine · 2026Article
- Trends in prevalence and disability burden of main rheumatic and musculoskeletal diseases in France 2008-2022.RMD open · 2026Article
- Observational
- Sex-specific associations of anxiety, insomnia, and their comorbidity with incident obesity in a general-population cohort.European journal of public health · 2026Article
- Healthcare claims and health interview survey data for chronic disease surveillance: agreement and comparative validity of prevalence indicators for 20 chronic conditions in a general population sample in France.European journal of public health · 2025Article
- Contribution of Posttuberculosis Sequelae to Life-Years Lost from Tuberculosis Disease in the United States, 2015-2019.American journal of respiratory and critical care medicine · 2025Article
- Relationship between multimorbidity, SARS-COV-2 infection and long COVID: a cross-sectional population-based French survey.BMC medicine · 2025Article
- Socioeconomic disparities in multimorbidity of chronic diseases in the RaNCD cohort study.Scientific reports · 2025Article
- Article
- Development of Multimorbidity Indexes Based on Common Mental Health Conditions.International journal of public health · 2025Article
- Article
- The importance of including a mental health dimension in a multimorbidity indicator: an analysis of Belgian health survey data.BMC public health · 2024Article
- Metrological performances of the global chronic morbidity indicator of the Minimum European Health Module and implications for chronic disease prevalence and socioeconomic gradient estimations.European journal of public health · 2024Article
- Mental Multimorbidity Among General-Population Adults: Sex-Specific Sociodemographic Profiles of Anxiety, Insomnia, and Eating Disorders.International journal of public health · 2024Article
- Health status, healthcare use and child MMR vaccination coverage in Travellers according to their environmental and living conditions in Nouvelle-Aquitaine, France, 2019-2022.European journal of public health · 2023Article
- Clustering by multiple long-term conditions and social care needs: a cross-sectional study among 10 026 older adults in England.Journal of epidemiology and community health · 2023Article
Corrections and comments
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Authors and funding
3 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundGiven the increasing burden of chronic conditions, multimorbidity is now a priority for healthcare and public health systems worldwide. Appropriate methodological approaches for assessing the phenomenon have not yet been established, resulting in inconsistent and incomplete descriptions. We aimed to estimate and characterize the burden of multimorbidity in the adult population in France in terms of number and type of conditions, type of underlying mechanisms, and analysis of the joint effects for identifying combinations with the most deleterious interaction effects on health status. METHODS AND
findingsWe used a multistep approach to analyze cross-sectional and longitudinal data from 2 large nationwide representative surveys: 2010/2014 waves of the Health, Health Care, and Insurance Survey (ESPS 2010-2014) and Disability Healthcare Household Survey 2008 (HSM 2008), that collected similar data on 61 chronic or recurrent conditions. Adults aged ≥25 years in either ESPS 2010 (14,875) or HSM 2008 (23,348) were considered (participation rates were 65% and 62%, respectively). Longitudinal analyses included 7,438 participants of ESPS 2010 with follow-up for mortality (97%) of whom 3,798 were reinterviewed in 2014 (52%). Mortality, activity limitation, self-reported health, difficulties in activities/instrumental activities of daily living, and Medical Outcomes Study Short-Form 12-Item Health Survey were the health status measures. Multiple regression models were used to estimate the impact of chronic or recurrent conditions and multimorbid associations (dyads, triads, and tetrads) on health status. Etiological pathways explaining associations were investigated, and joint effects and interactions between conditions on health status measures were evaluated using both additive and multiplicative scales. Forty-eight chronic or recurrent conditions had an independent impact on mortality, activity limitations, or perceived heath. Multimorbidity prevalence varied between 30% (1-year time frame) and 39% (lifetime frame), and more markedly according to sex (higher in women), age (with greatest increases in middle-aged), and socioeconomic status (higher in less educated and low-income individuals and manual workers). We identified various multimorbid combinations, mostly involving vasculometabolic and musculoskeletal conditions and mental disorders, which could be explained by direct causation, shared or associated risk factors, or less frequently, confounding or chance. Combinations with the highest health impacts included diseases with complications but also associations of conditions affecting systems involved in locomotion and sensorial functions (impact on activity limitations), and associations including mental disorders (impact on perceived health). The interaction effects of the associated conditions varied on a continuum from subadditive and additive (associations involving cardiometabolic conditions, low back pain, osteoporosis, injury sequelae, depression, and anxiety) to multiplicative and supermultiplicative (associations involving obesity, chronic obstructive pulmonary disease, migraine, and certain osteoarticular pathologies). Study limitations included self-reported information on chronic conditions and the insufficient power of some analyses.
conclusionsMultimorbidity assessments should move beyond simply counting conditions and take into account the variable impacts on health status, etiological pathways, and joint effects of associated conditions. In particular, the multimorbid combinations with substantial health impacts or shared risk factors deserve closer attention. Our findings also suggest that multimorbidity assessment and management may be beneficial already in midlife and probably earlier in disadvantaged groups.
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