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American Heart Association

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Final ID: MP560

AI-driven Measurement of Myosteatosis in Coronary Artery Calcium Scans Predicts Atrial Fibrillation and Heart Failure. An AI-CVD Study within the Multi-Ethnic Study of Atherosclerosis (MESA)

Abstract Body (Do not enter title and authors here): Introduction: New innovations in AI allow opportunistic detection of non-coronary features on coronary artery calcium (CAC) scans, enabling screening for a range of conditions, and improved cardiovascular disease (CVD) prediction. Myosteatosis, excessive fat infiltration into skeletal muscle, is increasingly recognized as a marker of systemic metabolic dysfunction and can be quantified in CT using the mean attenuation of skeletal muscle. We evaluated AI-measured myosteatosis in thoracic skeletal muscle for predicting future atrial fibrillation (AF), heart failure (HF), and total CVD.
Methods: We used baseline CAC scans and 15-year follow-up data from 5,489 asymptomatic participants (47.8% male) in the Multi-Ethnic Study of Atherosclerosis (MESA). Myosteatosis was operationally defined as the lowest quartile of thoracic skeletal muscle mean attenuation (males<33 Hounsfield Units (HU) and females<27 HU). Hazard ratios [HR] for bottom vs top quartile of mean muscle CT density were evaluated using proportional hazards regression models adjusted for CVD risk factors, inflammatory markers, and social determinants of health.
Results: Myosteatosis was associated with worse outcomes in both sexes: HRs in males were 4.59 (95% CI, 3.52–5.99) for AF, 8.46 (4.61–15.52) for HF, and 3.56 (2.89–4.37) for total CVD, with corresponding HRs in females of 4.68 (3.48–6.29), 8.01 (3.62–17.72), and 4.37 (3.42–5.57), respectively. After full adjustment, associations remained significant for HF (1.93 [1.31–2.82]), AF (1.78 [1.26–2.50]), and total CVD (1.44 [1.09–1.91]) in males, and for AF (1.69 [1.17–2.45]) and total CVD (1.75 [1.29–2.39]) in females. Individuals in the top quartile of CAC (>89.5 HU) who also had myosteatosis had greater 15-year incidence of AF (45.4%) and HF (21.8%) than those in either group alone (CAC, AF: 29%, HF: 9.5%; myosteatosis, AF: 20.9%, HF: 5.3%).
Conclusion: Thoracic skeletal myosteatosis in CAC scans is an independent predictor of AF, HF, and total CVD over 15 years. Improving clinical outcomes through the detection of myosteatosis, and other opportunistic findings in CAC scans as part of the AI-CVD initiative, merits further investigation.
  • Naghavi, Morteza  ( HeartLung Technologies , Houston , Texas , United States )
  • Wong, Nathan  ( University of California, Irvine , Irvine , California , United States )
  • Vliegenthart, Rozemarijn  ( University Medical Center Groningen , Groningen , Netherlands )
  • Mcconnell, Michael  ( Stanford University , Palo Alto , California , United States )
  • Maron, David  ( STANFORD UNIVERSITY , Palo Alto , California , United States )
  • Branch, Andrea  ( Mount Sinai Hospital , New York , New York , United States )
  • Kloner, Robert  ( Huntington Medical Research Inst. , Pasadena , California , United States )
  • Mechanick, Jeffrey  ( icahn school of med at mount siani , New York , New York , United States )
  • Ma, Ning  ( Mount Sinai Hospital , New York , New York , United States )
  • Yip, Rowena  ( Icahn School of Med at Mt Sinai , New York , New York , United States )
  • Fan, Wenjun  ( University of California Irvine , Irvine , California , United States )
  • Azimi, Amir  ( HeartLung Technologies , Houston , Texas , United States )
  • Roy, Sion  ( UCLA Harbor , Malibu , California , United States )
  • Nasir, Khurram  ( Houston Methodist , Houston , Texas , United States )
  • Molloi, Sabee  ( University of California, Irvine , Irvine , California , United States )
  • Fayad, Zahi  ( MOUNT SINAI MEDICAL CENTER , New York , New York , United States )
  • Kakadiaris, Ioannis  ( UNIVERSITY OF HOUSTON , Houston , Texas , United States )
  • Abela, George  ( MICHIGAN STATE UNIV , East Lansing , Michigan , United States )
  • Narula, Jagat  ( UTHealth Houston , Houston , Texas , United States )
  • Williams, Kim  ( University of Louisville Medicine , Louisville , Kentucky , United States )
  • Shah, Prediman  ( Cedars-Sinai Medical Center , Los Angeles , California , United States )
  • Benjamin, Emelia  ( Boston University School Medicine , Brookline , Massachusetts , United States )
  • Atlas, Kyle  ( HeartLung Technologies , Houston , Texas , United States )
  • Levy, Daniel  ( NHLBI-FRAMINGHAM HEART STUDY , Newton Highlands , Massachusetts , United States )
  • Zhang, Chenyu  ( HeartLung Technologies , Houston , Texas , United States )
  • Reeves, Anthony  ( Cornell University , Ithaca , New York , United States )
  • Atlas, Thomas  ( Tustin Teleradiology , Tustin , California , United States )
  • Yankelevitz, David  ( Mount Sinai Hospital , New York , New York , United States )
  • Mirjalili, Seyed Reza  ( HeartLung.ai , Yazd , Iran (the Islamic Republic of) )
  • Henschke, Claudia  ( Mount Sinai Hospital , New York , New York , United States )
  • Author Disclosures:
    Morteza Naghavi: DO have relevant financial relationships ; Ownership Interest:HeartLung.AI:Active (exists now) | Nathan Wong: DO have relevant financial relationships ; Research Funding (PI or named investigator):Amgen, Novartis, Ionis:Active (exists now) ; Consultant:Ionis:Past (completed) ; Speaker:Novartis:Past (completed) ; Consultant:Heart Lung, Amgen, Novartis:Active (exists now) ; Research Funding (PI or named investigator):Novo Nordisk, Regeneron:Past (completed) | Rozemarijn Vliegenthart: DO have relevant financial relationships ; Research Funding (PI or named investigator):Siemens Healthineers:Active (exists now) ; Speaker:Wiley:Past (completed) ; Speaker:Bayer Healthcare:Active (exists now) ; Speaker:Siemens Healthineers:Active (exists now) | Michael McConnell: DO have relevant financial relationships ; Employee:Toku:Active (exists now) ; Advisor:Galenband:Active (exists now) ; Advisor:Porter Health:Active (exists now) | David Maron: DO have relevant financial relationships ; Advisor:New Amsterdam:Past (completed) ; Individual Stocks/Stock Options:Ablative Solutions:Active (exists now) ; Consultant:Inno Med:Past (completed) ; Consultant:Scilex:Past (completed) ; Independent Contractor:J&J:Active (exists now) ; Consultant:Regeneron:Past (completed) ; Consultant:Hearlflow:Active (exists now) ; Research Funding (PI or named investigator):Omada Health:Active (exists now) ; Research Funding (PI or named investigator):Cleerly:Active (exists now) | Andrea Branch: DO NOT have relevant financial relationships | Robert Kloner: DO have relevant financial relationships ; Consultant:Hoskinson Health Clinic:Active (exists now) | Jeffrey mechanick: DO have relevant financial relationships ; Advisor:Abbott Nutrition:Active (exists now) ; Speaker:Merck:Active (exists now) ; Speaker:Abbott Nutrition:Active (exists now) ; Advisor:Twin Health:Active (exists now) | Ning Ma: No Answer | Rowena Yip: No Answer | WENJUN FAN: DO NOT have relevant financial relationships | Amir Azimi: No Answer | Sion Roy: DO NOT have relevant financial relationships | Khurram Nasir: No Answer | Sabee Molloi: DO NOT have relevant financial relationships | Zahi Fayad: DO NOT have relevant financial relationships | Ioannis Kakadiaris: No Answer | George Abela: DO NOT have relevant financial relationships | Jagat Narula: DO NOT have relevant financial relationships | Kim Williams: DO NOT have relevant financial relationships | Prediman Shah: No Answer | Emelia Benjamin: DO NOT have relevant financial relationships | Kyle Atlas: No Answer | Daniel Levy: DO have relevant financial relationships ; Other (please indicate in the box next to the company name):Elsevier Publishing:Active (exists now) | Chenyu Zhang: DO have relevant financial relationships ; Employee:HeartLung Corporation:Active (exists now) ; Individual Stocks/Stock Options:HeartLung Corporation:Active (exists now) | Anthony Reeves: DO have relevant financial relationships ; Individual Stocks/Stock Options:HeartLung Technologies:Active (exists now) | Thomas Atlas: No Answer | David Yankelevitz: DO have relevant financial relationships ; Royalties/Patent Beneficiary:General Electric:Active (exists now) ; Individual Stocks/Stock Options:Accumetra:Active (exists now) ; Advisor:Lunglife AI:Active (exists now) ; Advisor:Carestream:Active (exists now) ; Advisor:Median Technology:Active (exists now) ; Individual Stocks/Stock Options:HeartLung:Active (exists now) | Seyed Reza Mirjalili: DO have relevant financial relationships ; Researcher:HeartLung:Active (exists now) | Claudia Henschke: No Answer
Meeting Info:

Scientific Sessions 2025

2025

New Orleans, Louisiana

Session Info:

Artificial Intelligence in Imaging and Multimodal Biomarkers: Advancing Precision Diagnostics and Prognostics

Saturday, 11/08/2025 , 09:15AM - 10:25AM

Moderated Digital Poster Session

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