ArticleBMC medicine2021
Association between cardiometabolic disease multimorbidity and all-cause mortality in 2 million women and men registered in UK general practices.
Article in BMC medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 57 papers.
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Who cites it
57 citing papers in PubMed, 83 citations in OpenAlex.
- The MetaboHealth Score Enhances Insulin Resistance Metabotyping for Targeted Fat Loss: The PERSON Study.Obesity (Silver Spring, Md.) · 2026Trial
- Sex differences in the gut microbiome and related metabolites: role in cardiometabolic disease.Gut microbes · 2026Review
- A Cross-Nationally Validated Nomogram for Cardiometabolic Multimorbidity in Overweight/Obese Older Adults: CHARLS and HRS Cohorts.Diabetes, obesity & metabolism · 2026Article
- Associations of the atherogenic index of plasma and its modified indices with the incidence and progression of cardiometabolic multimorbidity in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Associations between female sex-specific risk factors and cardiometabolic multimorbidity: evidence from the UK Biobank cohort study.BMC public health · 2026Article
- Effects of adiposity, insulin resistance, and inflammation on cardiometabolic multimorbidity: insights from interaction analyses and metabolic phenotyping in the China health and retirement longitudinal study 2011-2018.Cardiovascular diabetology · 2026Article
- Unraveling 'F' factor: towards a genetic-clinical framework for the musculoskeletal-heart crosstalk in metabolic aging.Cardiovascular diabetology · 2026Article
- Joint association of atherogenic index of plasma (AIP) and body roundness index (BRI) with cardiometabolic multimorbidity in adults in Guangzhou, China.Cardiovascular diabetology · 2026Article
- Associations of eight insulin resistance-related indices and genetic risk with incident cardiometabolic multimorbidity among participants with hypertension: a large prospective cohort study.Cardiovascular diabetology · 2026Observational
- Associations of the hs-CRP/HDL-C ratio with cardiovascular metabolic multimorbidity: a large cross-sectional study.Scientific reports · 2026Article
- Bridging Population Patterns and Individual Prediction: Framework for Prospective Multimorbidity Study.JMIR medical informatics · 2026Article
- Association between body roundness index trajectories and the risk of cardiometabolic multimorbidity in Chinese middle-aged and older adults: Evidence from the China health and retirement longitudinal study.International journal of cardiology. Cardiovascular risk and prevention · 2026Article
- Association between modified cardiometabolic index and cardiometabolic multimorbidity in middle-aged and older adults: evidence from two nationwide cohort studies.Scientific reports · 2026Article
- Association and predictive performance of the ZJU index for incident cardiometabolic multimorbidity in middle-aged and older adults: a 10-year prospective cohort study.Journal of health, population, and nutrition · 2026Article
- Stress hyperglycemia ratio and mortality risk in cardiometabolic multimorbidity: a multicenter retrospective study.BMC cardiovascular disorders · 2026Article
- Association between depression and cardiometabolic multimorbidity: A protocol for a systematic review and meta-analysis.PloS one · 2026Article
- Article
- Social frailty independently predicts 9-year mortality among community-dwelling older adults in Mexico: validation of a brief social frailty index.Frontiers in public health · 2026Article
- Combined associations of the frailty index and CHG index with cardiometabolic multimorbidity: a longitudinal study from the CHARLS cohort.Frontiers in nutrition · 2026Article
- The trajectories of cardiometabolic multimorbidity associate with mortality risk: a study based on Guangdong adult chronic diseases and risk factors cohort.Frontiers in public health · 2026Article
Corrections and comments
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Authors and funding
10 authors at 3 institutions in 2 countries.
Funding
Abstract
backgroundMyocardial infarction (MI), stroke and diabetes share underlying risk factors and commonalities in clinical management. We examined if their combined impact on mortality is proportional, amplified or less than the expected risk separately of each disease and whether the excess risk is explained by their associated comorbidities.
methodsUsing large-scale electronic health records, we identified 2,007,731 eligible patients (51% women) and registered with general practices in the UK and extracted clinical information including diagnosis of myocardial infarction (MI), stroke, diabetes and 53 other long-term conditions before 2005 (study baseline). We used Cox regression to determine the risk of all-cause mortality with age as the underlying time variable and tested for excess risk due to interaction between cardiometabolic conditions.
resultsAt baseline, the mean age was 51 years, and 7% (N = 145,910) have had a cardiometabolic condition. After a 7-year mean follow-up, 146,994 died. The sex-adjusted hazard ratios (HR) (95% confidence interval [CI]) of all-cause mortality by baseline disease status, compared to those without cardiometabolic disease, were MI = 1.51 (1.49-1.52), diabetes = 1.52 (1.51-1.53), stroke = 1.84 (1.82-1.86), MI and diabetes = 2.14 (2.11-2.17), MI and stroke = 2.35 (2.30-2.39), diabetes and stroke = 2.53 (2.50-2.57) and all three = 3.22 (3.15-3.30). Adjusting for other concurrent comorbidities attenuated these estimates, including the risk associated with having all three conditions (HR = 1.81 [95% CI 1.74-1.89]). Excess risks due to interaction between cardiometabolic conditions, particularly when all three conditions were present, were not significantly greater than expected from the individual disease effects.
conclusionMyocardial infarction, stroke and diabetes were associated with excess mortality, without evidence of any amplification of risk in people with all three diseases. The presence of other comorbidities substantially contributed to the excess mortality risks associated with cardiometabolic disease multimorbidity.
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