ArticleCardiovascular diabetology2024
Lifestyle factors and their relative contributions to longitudinal progression of cardio-renal-metabolic multimorbidity: a prospective cohort study.
Article in Cardiovascular diabetology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 59 papers.
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Who cites it
59 citing papers in PubMed.
- MetaboHealth and Metabolic Vulnerability Index as Risk Factors for Cardio-Renal-Metabolic Multimorbidity: A Large-Scale Prospective Cohort Study.Diabetes, obesity & metabolism · 2026Article
- Lifestyle Adherence and Metabolic Control in Adults with Type 2 Diabetes: Development of a Lifestyle Compliance Index.Diagnostics (Basel, Switzerland) · 2026Article
- Association between body roundness index and progression of cardio-renal-metabolic diseases using multistate models.GeroScience · 2026Article
- Composite C-reactive protein-triglyceride-glucose adiposity indices and incident cardiovascular-liver-metabolic multimorbidity: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Associations between lifestyle, genetic liability for severe mental illness and risk of incident somatic illnesses.Translational psychiatry · 2026Article
- Associations of Healthy Lifestyle With All-Cause and Cardiovascular Disease Mortality in Individuals With Cardiovascular-Kidney-Metabolic Syndrome: Two Prospective Cohort Studies.Clinical cardiology · 2026Article
- Healthy lifestyle and related metabolomic signatures associated with decreased risk and delayed progression of type 2 diabetes mellitus transitions: a large prospective cohort study.Acta diabetologica · 2026Article
- Association of Smoking, Smoking Cessation, and Genetic Susceptibility With Chronic Kidney Disease Risk.Kidney medicine · 2026Article
- Association between Alcohol Consumption and All-Cause Mortality in Patients Undergoing Hemodialysis: A Survival Analysis from the DIET-HD Cohort.Clinical journal of the American Society of Nephrology : CJASN · 2026Article
- Life-course body size trajectories and the progression of cardio-renal-metabolic multimorbidity: a prospective UK biobank study.Nutrition & metabolism · 2026Article
- Associations of the atherogenic index of plasma and its modified indices with the incidence and progression of cardiovascular-liver-metabolic multimorbidity: a prospective cohort study from UK Biobank.Cardiovascular diabetology · 2026Article
- Device-measured and self-reported physical activity and the trajectory of cardio-renal-metabolic multimorbidity: a prospective cohort study in UK Biobank.BMC public health · 2026Article
- Accelerometer-derived "weekend warrior" physical activity pattern and trajectory of cardio-renal-metabolic multimorbidity: a multi-state analysis in the UK Biobank.BMC public health · 2026Article
- Associations of nine insulin resistance-related indices with the incidence and progression of cardiovascular-liver-metabolic multimorbidity: a large prospective cohort study.Cardiovascular diabetology · 2026Article
- Experiences of Nature Through Immersive Virtual Reality Among People with Type 2 Diabetes Mellitus.International journal of environmental research and public health · 2026Article
- Synergistic effects of insulin resistance and revascularization completeness on prognosis in patients with coronary artery calcification.Cardiovascular diabetology · 2026Observational
- Occupational heat exposure and chronic kidney disease risk under climate warming: a retrospective cohort study of petrochemical workers with mechanistic insights.Environmental health : a global access science source · 2026Article
- Frailty predicts the onset and dynamic progression of cardio-renal-metabolic multimorbidity: a multistate modeling analysis from the UK Biobank.Diabetology & metabolic syndrome · 2026Article
- Atherogenic Index of Plasma Predicts the Onset and Progression of Cardio-Renal-Metabolic Multimorbidity: Evidence From a Nationwide Prospective Cohort Study.Journal of diabetes · 2026Article
- A Comprehensive Analysis of the Impact of Nutrient Intakes on the Stages and Mortality of Cardiovascular-Kidney-Metabolic Syndrome.Food science & nutrition · 2026Article
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9 authors.
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Abstract
backgroundThe role of lifestyle factors and their relative contributions to the development and mortality of cardio-renal-metabolic multimorbidity (CRMM) remains unclear.
methodsA study was conducted with 357,554 UK Biobank participants. CRMM was defined as the coexistence of two or three cardio-renal-metabolic diseases (CRMDs), including cardiovascular disease (CVD), type 2 diabetes (T2D) and chronic kidney disease (CKD). The prospective study examined the associations of individual and combined lifestyle scores (diet, alcohol consumption, smoking, physical activity, sedentary behavior, sleep duration and social connection) with longitudinal progression from healthy to first cardio-renal-metabolic disease (FCRMD), then to CRMM, and ultimately to death, using a multistate model. Subsequently, quantile G-computation was employed to assess the relative contribution of each lifestyle factor.
resultsDuring a median follow-up of 13.62 years, lifestyle played crucial role in all transitions from healthy to FCRMD, then to CRMM, and ultimately to death. The hazard ratios (95% CIs) per score increase were 0.91 (0.90, 0.91) and 0.90 (0.89, 0.91) for healthy to FCRMD, and for FCRMD to CRMM, and 0.84 (0.83, 0.86), 0.87 (0.86, 0.89), and 0.90 (0.88, 0.93) for mortality risk from healthy, FCRMD, and CRMM, respectively. Among the seven factors, smoking status contributed to high proportions for the whole disease progression, accounting for 19.88-38.10%. High-risk diet contributed the largest proportion to the risk of transition from FCRMD to CRMM, with 22.53%. Less-frequent social connection contributed the largest proportion to the risk of transition from FCRMD to death, with 28.81%. When we further consider the disease-specific transitions, we find that lifestyle scores had slightly stronger associations with development to T2D than to CVD or CKD.
conclusionsOur study indicates that a healthy lifestyle may have a protective effect throughout the longitudinal progression of CRMM, informing more effective management and treatment. Smoking status, diet, and social connection played pivotal roles in specific disease transitions.
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