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American Heart Association

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Final ID: MDP430

AI-enabled Cardiac Chambers Volumetry in Coronary Artery Calcium Scans (AI-CAC) vs. ASCVD Pooled Cohorts Equation and PREVENT Risk Scores: The Multi-Ethnic Study of Atherosclerosis

Abstract Body (Do not enter title and authors here): Background: Coronary artery calcium (CAC) scans contain valuable information beyond the Agatston score which is used for coronary artery disease prediction only. We have previously reported AI-enabled cardiac chambers volumetry in CAC scans (AI-CAC) predicts incident atrial fibrillation (AF), heart failure (HF), and stroke in the Multi-Ethnic Study of Atherosclerosis (MESA). Here we compare the distribution of cardiac chambers volumes vs. risk categories of ASCVD pooled cohorts’ equation (PCE) and PREVENTTM risk scores.
Methods: We applied the AutoChamberTM component of AI-CAC to 5830 individuals (52.2% women, age 61.7±10.2 years) without known CVD that were previously obtained for CAC scoring at the baseline examination of MESA. We calculated 10-year estimated risk from the PCE and PREVENT Risk Scores based on 4 categories of risk: <5%, 5-7.5%, 7.5-20%, >20% using baseline risk factors. The PREVENT total CVD base model was used in analysis, which excludes urinary albumin to creatinine ratio and social depravity index. We compared the distribution of the quartiles of left atrial (LA) and left ventricle (LV) volumes to categories of both risk scores. We defined enlarged cardiac chambers as the top quartile of LA (>82.7 cc) and LV (>136.5 cc) volume, which corresponded to 33% and 21.1% incidence of all-CVD events over 10 years (CHD, HF, AF, stroke, CVD deaths), respectively. LA and LV volumes were standardized by adjusting for body surface area (BSA).
Results: A substantial portion of cases categorized by PREVENT as low risk (10-year risk <5%) had enlarged cardiac chambers (Figure 1). In females the lowest category of PREVENT had 10.6% enlarged LA cases and 26.6% enlarged LV volume cases. In males, the lowest category of PREVENT had 13.7% enlarged LA cases and 29.4% enlarged LV volume cases. Similarly, in low risk PCE, females had 12.8% enlarged LA and 24.9% enlarged LV, and males had 12.8% enlarged LA and 24.6% enlarged LV.
Conclusion: In this multi-ethnic longitudinal population study, a substantial portion of cases classified as low-risk by PCE and PREVENT risk scores had enlarged LA and LV volumes detected by AI-CAC, putting them at risk for future HF, AF, and stroke.
  • Naghavi, Morteza  ( HeartLung.AI , Houston , Texas , United States )
  • Yu, Ruilin  ( UCLA , Los Angeles , California , United States )
  • Branch, Andrea  ( Mount Sinai Hospital , New York , New York , United States )
  • Ma, Ning  ( Mount Sinai Hospital , New York , New York , United States )
  • Roy, Sion  ( Lundquist Institute at Harbor UCLA , 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 Hospital , New York , New York , United States )
  • Mcconnell, Michael  ( Stanford University School of Medicine , Stanford , California , United States )
  • Kakadiaris, Ioannis  ( University of Houston , Houston , Texas , United States )
  • Zulueta, Javier  ( Mount Sinai Hospital , New York , New York , United States )
  • Reeves, Anthony  ( Cornell University , Ithaca , New York , United States )
  • Maron, David  ( STANFORD UNIVERSITY , Palo Alto , California , United States )
  • Narula, Jagat  ( Icahn SCHOOL MEDICINE at Mount Sina , New York , New York , United States )
  • Shah, Prediman  ( Cedars-Sinai Medical Center , Los Angeles , California , United States )
  • Williams, Kim  ( University of Louisville Medicine , Louisville , Kentucky , United States )
  • Abela, George  ( Michigan State University , East Lansing , Michigan , United States )
  • Levy, Daniel  ( National Heart, Lung, and Blood Institute, National Institutes of Health , Bethesda , Maryland , United States )
  • Wong, Nathan  ( University of California Irvine , Irvine , California , United States )
  • Atlas, Kyle  ( HeartLung.AI , Houston , Texas , United States )
  • Zhang, Chenyu  ( HeartLung.AI , Houston , Texas , United States )
  • Atlas, Thomas  ( Tustin Teleradiology , Tustin , California , United States )
  • Henschke, Claudia  ( Mount Sinai Hospital , New York , New York , United States )
  • Yankelevitz, David  ( Mount Sinai Hospital , New York , New York , United States )
  • Budoff, Matthew  ( Lundquist Institute at Harbor UCLA , Malibu , California , United States )
  • Fan, Wenjun  ( University of California Irvine , Irvine , California , United States )
  • Author Disclosures:
    Morteza Naghavi: DO have relevant financial relationships ; Ownership Interest:HeartLung.AI:Active (exists now) | Ruilin Yu: DO NOT have relevant financial relationships | Andrea Branch: DO NOT have relevant financial relationships | Ning Ma: No Answer | Sion Roy: DO NOT have relevant financial relationships | Khurram Nasir: DO NOT have relevant financial relationships | Sabee Molloi: DO NOT have relevant financial relationships | Zahi Fayad: No Answer | Michael McConnell: DO have relevant financial relationships ; Employee:Toku Inc.:Active (exists now) ; Advisor:Porter Health:Active (exists now) ; Employee:Identifeye Health:Past (completed) | Ioannis Kakadiaris: No Answer | Javier Zulueta: DO have relevant financial relationships ; Advisor:Heart Lung Technologies:Active (exists now) ; Advisor:Disit Biotech:Active (exists now) ; Advisor:OncoSwab:Active (exists now) ; Advisor:Median Technologies:Active (exists now) | Anthony Reeves: No Answer | David Maron: DO have relevant financial relationships ; Independent Contractor:Abiomed:Active (exists now) ; Consultant:Scilex:Past (completed) ; Consultant:Regeneron:Active (exists now) ; Researcher:Cleerly, Inc:Active (exists now) ; Individual Stocks/Stock Options:Ablative Solutions:Active (exists now) | Jagat Narula: No Answer | Prediman Shah: No Answer | Kim Williams: DO NOT have relevant financial relationships | george Abela: No Answer | Daniel Levy: No Answer | Nathan Wong: No Answer | Kyle Atlas: DO have relevant financial relationships ; Independent Contractor:HeartLung.AI: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) | Thomas Atlas: DO NOT have relevant financial relationships | Claudia Henschke: No Answer | David Yankelevitz: DO have relevant financial relationships ; Individual Stocks/Stock Options:HeartLung:Active (exists now) ; Advisor:Lunglife AI:Active (exists now) ; Advisor:Carestream:Active (exists now) ; Advisor:Median Technology:Active (exists now) ; Advisor:HeartLung:Active (exists now) ; Individual Stocks/Stock Options:Accumetra:Active (exists now) ; Royalties/Patent Beneficiary:General Electric:Active (exists now) | Matthew Budoff: DO have relevant financial relationships ; Researcher:General Electric:Active (exists now) | WENJUN FAN: DO NOT have relevant financial relationships
Meeting Info:

Scientific Sessions 2024

2024

Chicago, Illinois

Session Info:

Predictive Precision: Unlocking Cardiovascular Health with PREVENT Risk Scoring

Saturday, 11/16/2024 , 11:10AM - 12:35PM

Moderated Digital Poster Session

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AI-CVD: Artificial Intelligence-Enabled Opportunistic Screening of Coronary Artery Calcium Computed Tomography Scans for Predicting CVD Events and All-Cause Mortality: The Multi-Ethnic Study of Atherosclerosis (MESA)

Naghavi Morteza, Yu Ruilin, Branch Andrea, Ma Ning, Roy Sion, Nasir Khurram, Molloi Sabee, Fayad Zahi, Mcconnell Michael, Kakadiaris Ioannis, Zulueta Javier, Reeves Anthony, Maron David, Shah Prediman, Williams Kim, Abela George, Levy Daniel, Wong Nathan, Atlas Kyle, Zhang Chenyu, Atlas Thomas, Henschke Claudia, Yankelevitz David, Budoff Matthew, Fan Wenjun

Incorporating AI-enabled Left Atrial Volume Measurement from Coronary Artery Calcium Scans (AI-CAC) to CHA2DS2s-VASc Risk Score Improves Stroke Prediction in the Asymptomatic Population: The Multi-Ethnic Study of Atherosclerosis

Naghavi Morteza, Yu Ruilin, Branch Andrea, Ma Ning, Roy Sion, Nasir Khurram, Molloi Sabee, Fayad Zahi, Mcconnell Michael, Kakadiaris Ioannis, Zulueta Javier, Reeves Anthony, Maron David, Shah Prediman, Williams Kim, Abela George, Levy Daniel, Wong Nathan, Atlas Kyle, Zhang Chenyu, Atlas Thomas, Henschke Claudia, Yankelevitz David, Budoff Matthew, Fan Wenjun

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