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American Heart Association

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Final ID: MP593

Vascular Imaging for ASCVD Risk Stratification: Predictive Value of Carotid Plaque, Coronary Artery Calcium, and Retinal Biomarker (Dr.Noon CVD)

Abstract Body (Do not enter title and authors here): Background
Carotid ultrasound is convenient and widely used for CVD risk assessment. Plaques—especially in the internal carotid artery (ICA) or bulb—predict atherosclerotic cardiovascular disease (ASCVD) events, but plaque burden alone may miss vascular vulnerability or microvascular disease; additional biomarkers are needed to refine risk prediction.
Hypothesis
We hypothesized that coronary artery calcium score (CACS) and a deep learning–based retinal biomarker (Dr.Noon CVD) would each associate with carotid plaque and predict ASCVD events, independently and in combination.
Methods
We analyzed 1,075 high-risk adults from the CMERC-HI cohort with carotid ultrasound, CACS, and Dr.Noon CVD scores. Plaque was defined as any ICA/bulb lesion. ASCVD events (nonfatal or fatal) included stroke, heart failure, and myocardial infarction, and cardiovascular deaths. Age- and sex-adjusted logistic regression assessed associations of plaque with CACS (low: 0; moderate: 1–99; high: 100-400, very high: ≥400) and Dr.Noon CVD (low: <31; moderate: 31-40; high: 41-50; very high: ≥51). For ASCVD event prediction, Cox models compared high and very high vs. low+moderate for CACS and Dr.Noon CVD, and plaque presence vs. absence. Performance was evaluated using hazard ratios (HRs), C-indices, and Kaplan–Meier curves.
Results
Plaque was present in 719 (66.8%) participants. Over 8.8 years (median), 72 ASCVD events occurred. Incidence rates ranged from 0–14.6 per 1,000 PYs (Dr.Noon CVD), 2.6–19.7 per 1,000 PYs (CACS), and 5.6–9.3 per 1,000 PYs (plaque). Each 1-point Dr.Noon CVD increase was associated with plaque (OR 1.06; 95% CI 1.04–1.08; p<0.001). Participants at moderate, high, and very high Dr.Noon CVD risk had ORs of 2.21, 3.71, and 7.01 for plaque (all p<0.001). Similar trends were seen for CACS: moderate, high, and very high categories had ORs of 2.65, 3.91, and 5.17, respectively (all p<0.001). In Cox models, the C-index was 0.680 for Dr.Noon CVD, 0.676 for CACS, and 0.661 for plaque alone. Combining plaque with Dr.Noon CVD or with CACS improved the C-index by Δ +0.060 and +0.038 versus plaque only (both p<0.001). Kaplan–Meier curves confirmed clear risk stratification (log-rank p<0.001).
Conclusion
Dr.Noon CVD and CACS each associate with carotid plaque and predict ASCVD events. The greatest improvement in discrimination occurred when combining Dr.Noon CVD with plaque, underscoring its potential for practical vascular risk stratification.
  • Cho, Jungkyung  ( Mediwhale , Seoul , Korea (the Republic of) )
  • Lee, Chan Joo  ( YONSEI UNIVERSITY , Seoul , Korea (the Republic of) )
  • Chun, Kyeong-hyeon  ( Yonsei University Health System , Seoul , Korea (the Republic of) )
  • Park, Sung Ha  ( YONSEI UNIVERSITY HEALTH SYSTEM , Seoul , Korea (the Republic of) )
  • Park, Junseok  ( Mediwhale , Seoul , Korea (the Republic of) )
  • Nam, Dongjin  ( Severance Hospital , Seoul , Korea (the Republic of) )
  • Thakur, Sahil  ( Mediwhale , Singapore , Singapore )
  • Rukmini, A.v.  ( Mediwhale , Seoul , Korea (the Republic of) )
  • Park, Tae Hyun  ( Mediwhale Inc. , Seoul , Korea (the Republic of) )
  • Seo, Jaewon  ( Mediwhale , Seoul , Korea (the Republic of) )
  • Nusinovici, Simon  ( Mediwhale , Seoul , Korea (the Republic of) )
  • Rim, Tyler Hyungtaek  ( Mediwhale , Seoul , Korea (the Republic of) )
  • Author Disclosures:
    Jungkyung Cho: DO have relevant financial relationships ; Employee:Mediwhale:Active (exists now) | Chan Joo Lee: DO have relevant financial relationships ; Advisor:MediWhale:Active (exists now) | Kyeong-hyeon Chun: No Answer | Sung Ha Park: DO have relevant financial relationships ; Speaker:Viatris:Past (completed) ; Speaker:Handok:Past (completed) ; Individual Stocks/Stock Options:Mediwhale:Active (exists now) ; Consultant:Skylabs:Active (exists now) ; Speaker:Daiichi Sankyo:Past (completed) ; Speaker:Servier:Past (completed) ; Speaker:Celltrion:Past (completed) ; Speaker:Donga:Past (completed) ; Speaker:Daewoong:Past (completed) ; Speaker:Hanmi:Past (completed) ; Speaker:Boryoung:Past (completed) ; Speaker:Organon:Past (completed) | Junseok Park: DO have relevant financial relationships ; Employee:Mediwhale:Past (completed) | Dongjin Nam: DO have relevant financial relationships ; Employee:Mediwhale Inc.:Active (exists now) | Sahil Thakur: DO have relevant financial relationships ; Employee:Mediwhale:Active (exists now) | A.V. Rukmini: No Answer | Tae Hyun Park: DO have relevant financial relationships ; Employee:Mediwhale Inc.:Active (exists now) ; Employee:EverEx Inc.:Past (completed) | Jaewon Seo: No Answer | Simon Nusinovici: No Answer | Tyler Hyungtaek Rim: No Answer
Meeting Info:

Scientific Sessions 2025

2025

New Orleans, Louisiana

Session Info:

From Development to Deployment: Best Practices for Validating AI/ML Models in Healthcare

Saturday, 11/08/2025 , 01:45PM - 02:55PM

Moderated Digital Poster Session

More abstracts from these authors:
Deep Learning-Based Retinal Biomarker Captures Cardiovascular Risk in Hypertensive Abnormal Dippers Beyond Conventional Metrics

Park Junseok, Na Jin Oh, Park Sungha, Thakur Sahil, Cho Jungkyung, Nam Dongjin, Park Tae Hyun, Seo Jaewon, Nusinovici Simon, Rukmini A.v., Rim Tyler

Retinal Vascular and Renal Biomarkers Predict Systemic Cardiovascular and Kidney Disease in the Brazilian Multilabel Ophthalmological Dataset (BRSET)

Thakur Sahil, Seo Jaewon, Park Tae Hyun, Kim Hyeonmin, Arora Vinay, Nusinovici Simon, Rim Tyler, Rastogi Sparsh, Modi Khushboo, Rukmini A.v., Kim Sunwoong, Seo Wonyoung, Park Junseok, Nam Dongjin, Cho Jungkyung

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