ArticleCirculation research2022
Development and Validation of a Long-Term Incident Heart Failure Risk Model.
Article in Circulation research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
10 citing papers in PubMed, 19 citations in OpenAlex.
- Prediction of Heart Failure With Reduced Ejection Fraction With Artificial Intelligence Electrocardiography in Patients With Atrial Fibrillation.Mayo Clinic proceedings. Digital health · 2026Article
- Review
- Large Language Model-informed ECG Dual Attention Network for Heart Failure Risk Prediction.IEEE transactions on big data · 2025Article
- Clusters of multidimensional exercise response patterns and estimated heart failure risk in the Framingham Heart Study.ESC heart failure · 2024Article
- Article
- Deep Learning and Biased Prediction: More Questions Than Answers?Circulation. Heart failure · 2024Article
- New strategies and therapies for the prevention of heart failure in high-risk patients.Clinical cardiology · 2022Review
- Distribution of 10- and 30-Year Predicted Risks for Heart Failure in the US Population: National Health and Nutrition Examination Surveys 2015 to 2018.Circulation. Heart failure · 2022Article
- Long-Term Risk Prediction for Heart Failure, Disparities, and Early Prevention.Circulation research · 2022Article
- Prioritizing the primary prevention of heart failure: Measuring, modifying and monitoring risk.Progress in cardiovascular diseasesReview
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9 authors at 1 institution in 1 country.
Funding
Abstract
backgroundAverage lifetime risk for heart failure (HF) is high but differs significantly across and within sex-race groups. No models for estimating long-term risk for HF exist, which would allow for earlier identification and interventions in high-risk subsets. The authors aim to derive 30-year HF risk equations.
methodsAdults between the ages of 20 to 59 years and free of cardiovascular disease at baseline from 5 population-based cohorts were included. Among 24 838 participants (55% women, 25% Black based on self-report), follow-up consisted of 599 551 person-years. Sex- and race-specific 30-year HF risk equations were derived and validated accounting for competing risk of non-HF death. HF was based on a clinical diagnosis. Model discrimination and calibration were assessed using 10-fold cross-validation. Finally, the model was applied to varying risk factor patterns for systematic examination.
resultsThe rate of incident HF was 4.0 per 1000 person-years. Harrell C statistics were 0.82 (0.80-0.83) and 0.84 (0.82-0.85) in White and Black men and 0.84 (0.82-0.85) and 0.85 (0.83-0.87) in White and Black women, respectively. Hosmer-Lemeshow calibration was acceptable, with χ
conclusionsSex- and race-specific equations for prediction of long-term risk of HF demonstrated high discrimination and adequate calibration.
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Registered trials
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.