ArticleCMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne2025
Refining PREVENT prediction models for 10-year risk of cardiovascular disease using measures of anxiety and depression.
Article in CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 2 of them syntheses that pooled it.
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Who cites it
7 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Characteristics of Cardiovascular Disease Prediction Models Considering Mental Disorders: A Systematic Review.Journal of the American Heart Association · 2026Pooled it
- Depression and cardiovascular disease: mind the gap in the guidelines.European heart journal · 2025Pooled it
- Beyond AUC: Questioning the clinical interpretation of "superior" discrimination in cardiovascular health scores.International journal of cardiology. Cardiovascular risk and prevention · 2026Article
- Validation and Recalibration of PCE, China-PAR, and PREVENT Models for Estimating ASCVD Risk in China.JACC. Asia · 2026Article
- Review
- Anxiety and depression in patients with hepatobiliary and pancreatic malignancies: Influence of disease stage and psychosocial factors.World journal of psychiatry · 2025Article
- Depressive state on cardiac remodeling and left ventricular function in chronic heart failure: A retrospective study.World journal of psychiatry · 2025Article
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Authors and funding
5 authors.
Funding
Abstract
backgroundAnxiety and depression are associated with cardiovascular disease (CVD). We aimed to investigate whether adding measures of anxiety and depression to the American Heart Association Predicting Risk of Cardiovascular Disease Events (PREVENT) predictors improves the prediction of CVD risk.
methodsWe developed and internally validated risk prediction models using 60% and 40% of the cohort data from the UK Biobank, respectively. Mental health predictors included baseline depressive symptom score and self-reported and record-based history of anxiety and depression diagnoses before the baseline. We identified CVD events using hospital admission and death certificate data over a 10-year period from baseline. We determined incremental predictive values by adding the mental health predictors to the PREVENT predictors using Harrell's C-indices, sensitivity, specificity, and net reclassification improvement indices. We used a threshold of 10-year risk of incident CVD of greater than 5%.
resultsOf the 502 366 UK Biobank participants, we included 195 489 in the derivation set and 130 326 in the validation set. In the validation set, the inclusion of all mental health measures, except self-reported anxiety, produced a very modest increase in the C-index and specificity while sensitivity remained unchanged. Among these mental health predictors, depressive symptom score produced the greatest improvements in both C-index (difference of 0.005, 95% confidence interval 0.004-0.006) and specificity (difference of 0.89%). Depressive symptom score showed similar small improvements in female and male validation sets.
interpretationOur findings suggest that the inclusion of measures of depression and anxiety in PREVENT would have little additional effect on the risk classification of CVD at the population level and may not be worthwhile.
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