ArticleBMC medicine2020
Lifestyle factors and risk of multimorbidity of cancer and cardiometabolic diseases: a multinational cohort study.
Article in BMC medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 200 papers, 7 of them syntheses that pooled it.
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Who cites it
200 citing papers in PubMed, 7 syntheses or guidelines pooled it, 386 citations in OpenAlex.
- Healthful and unhealthful plant-based diets and site-specific cancer risk: a systematic review and meta-analysis of observational studies.European journal of nutrition · 2026Pooled it
- Cancer risk subsequent to cardiovascular disease: a prospective population-based study and meta-analysis.BMC medicine · 2025Pooled it
- Lifestyle scores and their potential to estimate the risk of multiple non-communicable disease-related endpoints: a systematic review.BMC public health · 2025Pooled it
- Use of Preventable Risk Integrated Model on behavioral risk factors: a scoping review and bibliometric analysis.Frontiers in nutrition · 2025Pooled it
- Body mass index and cancer risk among adults with and without cardiometabolic diseases: evidence from the EPIC and UK Biobank prospective cohort studies.BMC medicine · 2023Pooled it
- Association between Adherence to the Mediterranean Diet and Risk of Type 2 Diabetes: An Updated Systematic Review and Dose-Response Meta-Analysis of Prospective Cohort Studies.Advances in nutrition (Bethesda, Md.) · 2022Pooled it
- Inequalities in the progress of multiple chronic conditions: A systematic review of longitudinal studies.PloS one · 2022Pooled it
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- Genetic links between multimorbidity and human aging.GeroScience · 2026Article
- Estimated Cardiorespiratory Fitness and Incident Cardiometabolic Multimorbidity in Older Adults: A Prospective Cohort Study.Mayo Clinic proceedings. Innovations, quality & outcomes · 2026Article
- Prevalence, Incidence, and Impact of Cancer in Atrial Fibrillation: A Systematic Review and Meta-Analysis of 70,000,000 Patients.Health science reports · 2026Review
- Association Between Early Vascular Aging and Cardiometabolic Diseases: A Two-Year Longitudinal Study of the EVasCu Cohort.Journal of clinical medicine · 2026Article
- Individual preferences for the design of a health coaching-based lifestyle promotion program among middle-aged adults in Hong Kong: a discrete choice experiment.Health and quality of life outcomes · 2026Article
- Diet quality and progression from health to chronic disease, multimorbidity and mortality in the UK Biobank.BMC medicine · 2026Article
- Cohort Profile Update: The Doetinchem Cohort Study 1987-2028--capturing four decades of health and disease.International journal of epidemiology · 2026Article
- Impact of a comprehensive healthy lifestyle score on a broad spectrum of cardiometabolic and related diseases and its incremental value for risk prediction based on the UK biobank database.Journal of cardiothoracic surgery · 2026Article
- The Impact of Low Back Pain on the Self-Assessed Health-Related Quality of Life in Colostomy Patients-A Cross-Sectional Study.Journal of clinical medicine · 2026Article
- Unraveling 'F' factor: towards a genetic-clinical framework for the musculoskeletal-heart crosstalk in metabolic aging.Cardiovascular diabetology · 2026Article
- Article
- Physical activity and sitting time as correlates of cardiometabolic multimorbidity risk in U.S. adults: an explainable machine learning classification model using SHAP and LIME.BMC public health · 2026Article
140 more citing papers are in PubMed but not listed here.
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Authors and funding
53 authors at 20 institutions in 10 countries.
Funding
Abstract
backgroundAlthough lifestyle factors have been studied in relation to individual non-communicable diseases (NCDs), their association with development of a subsequent NCD, defined as multimorbidity, has been scarcely investigated. The aim of this study was to investigate associations between five lifestyle factors and incident multimorbidity of cancer and cardiometabolic diseases.
methodsIn this prospective cohort study, 291,778 participants (64% women) from seven European countries, mostly aged 43 to 58 years and free of cancer, cardiovascular disease (CVD), and type 2 diabetes (T2D) at recruitment, were included. Incident multimorbidity of cancer and cardiometabolic diseases was defined as developing subsequently two diseases including first cancer at any site, CVD, and T2D in an individual. Multi-state modelling based on Cox regression was used to compute hazard ratios (HR) and 95% confidence intervals (95% CI) of developing cancer, CVD, or T2D, and subsequent transitions to multimorbidity, in relation to body mass index (BMI), smoking status, alcohol intake, physical activity, adherence to the Mediterranean diet, and their combination as a healthy lifestyle index (HLI) score. Cumulative incidence functions (CIFs) were estimated to compute 10-year absolute risks for transitions from healthy to cancer at any site, CVD (both fatal and non-fatal), or T2D, and to subsequent multimorbidity after each of the three NCDs.
resultsDuring a median follow-up of 11 years, 1910 men and 1334 women developed multimorbidity of cancer and cardiometabolic diseases. A higher HLI, reflecting healthy lifestyles, was strongly inversely associated with multimorbidity, with hazard ratios per 3-unit increment of 0.75 (95% CI, 0.71 to 0.81), 0.84 (0.79 to 0.90), and 0.82 (0.77 to 0.88) after cancer, CVD, and T2D, respectively. After T2D, the 10-year absolute risks of multimorbidity were 40% and 25% for men and women, respectively, with unhealthy lifestyle, and 30% and 18% for men and women with healthy lifestyles.
conclusionPre-diagnostic healthy lifestyle behaviours were strongly inversely associated with the risk of cancer and cardiometabolic diseases, and with the prognosis of these diseases by reducing risk of multimorbidity.
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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.