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April 27, 2026British Journal of Radiology0 citationsOpen Access

Coronary artery calcium score - emerging role for opportunistic screening and novel applications

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RPRyan PatelMMMichelle C Williams MBChB

Key Result

Opportunistic screening for coronary artery calcium on thoracic CT, enhanced by AI/ML and photon-counting CT, offers potential to improve cardiovascular risk assessment and early disease detection.

Key Points

  • This review explores the emerging role of coronary artery calcium (CAC) screening via thoracic CT and its implications for cardiovascular risk assessment.
  • Evaluated existing thoracic CT practices including routine and lung cancer screening for CAC detection.
  • Reviewed advancements in artificial intelligence and machine learning for automated CAC analysis.
  • Discussed the potential of photon-counting CT for enhanced imaging and risk stratification.
  • Opportunistic screening for CAC can lead to improved cardiovascular risk assessment and identification of patients for preventative therapies.
  • AI/ML models facilitate rapid and reproducible assessments of CAC, potentially reducing radiologist workload.
  • Advancements in imaging technology like photon-counting CT may enhance detection of CAC and improve patient outcomes.

PICO

P
Population
Coronary artery disease
I
Intervention / Comparator
Opportunistic screening for coronary artery calcium (CAC)

Limitations

  • At present there are no randomised trials that assess the clinical impact of this approach.
  • Lack of randomized trials assessing the clinical impact of opportunistic CAC screening

Abstract

Abstract Coronary artery calcium (CAC) can be identified on thoracic CT performed for a variety of clinical indications, including routine thoracic CT, lung cancer screening CT and attenuation correction CT. Identification of CAC on thoracic CT as part of opportunistic screening can improve the assessment of cardiovascular risk and can identify patients who may benefit from preventative medical therapies. This approach enhances early detection of coronary artery disease within existing healthcare workflows. However, at present there are no randomised trials that assess the clinical impact of this approach. Recently, the development of artificial intelligence/machine learning (AI/ML) models has facilitated the automated identification and quantification of CAC, offering rapid and reproducible assessments. AI/ML models could reduce radiologist workload and provide end-to-end integration into routine clinical practice. Novel technologies such as photon-counting CT offer further potential for CAC detection and risk stratification through the use of high-resolution imaging and spectral imaging with virtual non-contrast images. This review discusses the evidence for opportunistic screening for CAC on thoracic CT and highlights novel applications including AI/ML assessments, CAC as a multi-system biomarker, and the potential for photon counting CT.

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Cite This Study

Patel et al. (2026) conducted a review in Coronary artery disease. Opportunistic screening for coronary artery calcium (CAC) was evaluated. Opportunistic screening for coronary artery calcium on thoracic CT, enhanced by AI/ML and photon-counting CT, offers potential to improve cardiovascular risk assessment and early disease detection.

synapsesocial.com/papers/69eefd15fede9185760d3d54https://doi.org/10.1093/bjr/tqag094
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Artificial Intelligence-Driven Advances in Coronary Calcium Scoring: Expanding Preventive Cardiology2024 · 1 citations
  2. 2Coronary artery calcium scoring in 2026: strengths, limitations, and optimized clinical use2026 · 1 citations
  3. 3Prognostication and clinical opportunities with AI for coronary artery calcium: a scoping review2026
  4. 4Early detection of cardiovascular disease in chest population screening: challenges for a rapidly emerging cardiac CT application2025 · 1 citations
  5. 5Beyond Traditional Risk Calculators: The Expanding Role of Coronary Artery Calcium Scoring in Preventive Cardiology2025 · 2 citations