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1 Non-Contrast Scan              10+ Actionable Reports

Cardiovascular

Health

CardioMetabolic 

Health

Lung Health

Bone Health

All-in-one AI-CVD

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Research Summary

AI-CVD-HFA

A heart failure risk prediction model based on coronary artery
calcium scans compared with PREVENT-HF

The AI-CVD-HF model introduces a novel imaging-based approach for heart failure (HF) risk prediction by combining AI-derived biomarkers extracted from Coronary Artery Calcium (CAC) scans with basic demographic factors, including age and sex. Compared with the baseline version of the recently developed PREVENT-HF risk score, the model demonstrated superior discrimination and calibration, while maintaining consistent predictive performance across different age groups, sexes, diverse racial and ethnic populations, and an external validation cohort. These findings highlight the model’s strong potential for generalizability and its clinical utility in opportunistic HF risk assessment using routine chest CT scans. Nevertheless, prospective randomized clinical trials and cost-effectiveness analyses are still required before widespread clinical implementation can be recommended.

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Authors

Zahi Fayad

Zahi Fayad

Professor of Radiology and Medicine (Cardiology) at the Icahn School of Medicine at Mount Sinai

Hamed Zarei MD.

Hamed Zarei MD.

HeartLung.AI, Houston, TX, 77021, USA

Morteza Naghavi MD.

Morteza Naghavi MD.

HeartLung.AI, Houston, TX, 77021, USA

Seyed Reza Mirjalili MD.

Seyed Reza Mirjalili MD.

HeartLung.AI, Houston, TX, 77021, USA

Related Publications

AI-CVD-HFA

The Sun-Smart Collection

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©2026 HeartLung Corporation. All Rights Reserved. US Patent Nos US9119590*, US10695022, US11610686, US18167691, US20240115224, and Patents Pending. AI-CVD, AI-CAC, AutoBMD, AutoCAC, AutoChamber and other trademarks shown on this website are protected under intellectual property rights of HeartLung Corporation in the United States.

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