Deep-learning-based cardiovascular risk stratification using coronary artery calcium scores predicted from retinal photographs

TH Rim, CJ Lee, YC Tham, N Cheung, M Yu… - The Lancet Digital …, 2021 - thelancet.com
Background Coronary artery calcium (CAC) score is a clinically validated marker of
cardiovascular disease risk. We developed and validated a novel cardiovascular risk …

Predicting high coronary artery calcium score from retinal fundus images with deep learning algorithms

J Son, JY Shin, EJ Chun, KH Jung… - … Vision Science & …, 2020 - tvst.arvojournals.org
Purpose: To evaluate high accumulation of coronary artery calcium (CAC) from retinal
fundus images with deep learning technologies as an inexpensive and radiation-free …

Machine learning adds to clinical and CAC assessments in predicting 10-year CHD and CVD deaths

R Nakanishi, PJ Slomka, R Rios, J Betancur… - Cardiovascular …, 2021 - jacc.org
Objectives The aim of this study was to evaluate whether machine learning (ML) of
noncontrast computed tomographic (CT) and clinical variables improves the prediction of …

[HTML][HTML] Prediction of systemic biomarkers from retinal photographs: development and validation of deep-learning algorithms

TH Rim, G Lee, Y Kim, YC Tham, CJ Lee… - The Lancet Digital …, 2020 - thelancet.com
Background The application of deep learning to retinal photographs has yielded promising
results in predicting age, sex, blood pressure, and haematological parameters. However, the …

Association of coronary artery calcium detected by routine ungated CT imaging with cardiovascular outcomes

AW Peng, R Dudum, SS Jain, DJ Maron… - Journal of the American …, 2023 - jacc.org
Background Coronary artery calcium (CAC) is a strong predictor of cardiovascular events
across all racial and ethnic groups. CAC can be quantified on nonelectrocardiography …

Automated coronary calcium scoring using deep learning with multicenter external validation

D Eng, C Chute, N Khandwala, P Rajpurkar… - NPJ digital …, 2021 - nature.com
Coronary artery disease (CAD), the most common manifestation of cardiovascular disease,
remains the most common cause of mortality in the United States. Risk assessment is key for …

Coronary artery calcium improves risk classification in younger populations

ARM Paixao, CR Ayers, A El Sabbagh… - Cardiovascular …, 2015 - jacc.org
Objectives This study sought to assess the effect of coronary artery calcium (CAC) on
coronary heart disease (CHD) risk prediction in a younger population. Background CAC …

Comparing risk scores in the prediction of coronary and cardiovascular deaths: coronary artery calcium consortium

MJ Blaha, SP Whelton, M Al Rifai, Z Dardari… - Cardiovascular …, 2021 - jacc.org
Objectives This study compared risk discrimination for the prediction of coronary heart
disease (CHD) and cardiovascular disease (CVD) deaths for the Pooled Cohort Equations …

When does a calcium score equate to secondary prevention? Insights from the multinational CONFIRM registry

MJ Budoff, A Kinninger, H Gransar, S Achenbach… - Cardiovascular …, 2023 - jacc.org
Background Elevated coronary artery calcium (CAC) scores in subjects without prior
atherosclerotic cardiovascular disease (ASCVD) have been shown to be associated with …

[HTML][HTML] Fully automatic coronary calcium score software empowered by artificial intelligence technology: validation study using three CT cohorts

JG Lee, HS Kim, H Kang, HJ Koo, JW Kang… - Korean Journal of …, 2021 - ncbi.nlm.nih.gov
Objective This study aimed to validate a deep learning-based fully automatic calcium
scoring (coronary artery calcium [CAC] _auto) system using previously published cardiac …