Related Experiment Video
Updated: Jan 7, 2026

Identifying Coronary Artery Calcification on Non-gated Computed Tomography Scans
Published on: August 28, 2018
Incremental Value of Non-Gated Chest CT Coronary Artery Calcium Score in Predicting Major Adverse Cardiovascular
Zhaoyuan Xing1, Haoyan Pan1, Huan Ding1
1Liaoning University of Traditional Chinese Medicine, Shenyang, Liaoning, China.
Insights
Adding coronary artery calcium scoring from non-gated chest CT significantly improves prediction of major adverse cardiovascular events (MACE) after percutaneous coronary intervention in acute coronary syndrome patients. Combining CT data with clinical factors further enhances risk stratification accuracy.
Area of Science:
- Cardiology
- Radiology
- Medical Imaging
Background:
- Acute coronary syndrome (ACS) necessitates accurate risk stratification for optimal patient management post-percutaneous coronary intervention (PCI).
- The GRACE score is a widely used tool, but its predictive accuracy for major adverse cardiovascular events (MACE) may be enhanced by incorporating imaging data.
Purpose of the Study:
- To assess the added value of non-gated chest CT coronary artery calcium scoring (CACS) to the GRACE score in predicting MACE after PCI in ACS patients.
- To compare the predictive performance of the GRACE score alone, GRACE score with CACS, and a combined clinical composite model.
Main Methods:
- A retrospective cohort study included 324 ACS patients who underwent PCI and non-gated chest CT.
- Patients were categorized into MACE and non-MACE groups, with a median follow-up of 18.7 months.
- Predictive performance was evaluated using receiver operating characteristic (ROC) curves and survival analysis.
Main Results:
- The combined GRACE score and CACS model showed significantly higher AUC values (training: 0.798, testing: 0.827) compared to the GRACE score alone (training: 0.702, testing: 0.758).
- A model incorporating clinical features alongside GRACE and CACS achieved the highest predictive performance (training AUC: 0.806, testing AUC: 0.857).
- High-risk stratification was identified in patients with GRACE score ≥140 and Agatston score ≥400, exhibiting the highest MACE incidence (94.4%).
Conclusions:
- Non-gated chest CT CACS significantly improves the predictive capability of the GRACE score for MACE following coronary intervention.
- Integrating CACS with clinical indicators further refines the prediction of cardiovascular events.
- This approach offers a robust and reliable tool for clinical risk stratification in ACS patients post-PCI.
Objective:
To evaluate the incremental value of non-gated chest CT coronary artery calcium score in enhancing GRACE score prediction of major adverse cardiovascular events (MACE) after percutaneous coronary intervention (PCI) in patients with acute coronary syndrome (ACS).
Methods:
A retrospective cohort study was conducted on 324 ACS patients undergoing PCI and non-gated chest CT. Patients were divided into MACE (n = 100) and non-MACE (n = 224) groups with a median follow-up of 18.7 months. The predictive performance of the GRACE score, Agatston score, and combined clinical composite model was evaluated using receiver operating characteristic (ROC) curves and survival analysis based on optimal cutoff values.
Results:
Model 3 (GRACE + CACS) demonstrated AUC values of 0.798 and 0.827 in the training and testing cohorts, respectively, significantly outperforming Model 1 (GRACE) (training AUC = 0.702; testing AUC = 0.758). Model 4, incorporating clinical features, demonstrated optimal predictive performance (training set AUC = 0.806; testing set AUC = 0.857). The AUC differences were statistically significant (p < 0.05). Survival curves revealed the highest MACE incidence (94.4%, p < 0.01) in the high-risk combined Ga1 group (GRACE ≥ 140 and Agatston ≥ 400).
Conclusion:
The non-gated chest CT coronary calcification score significantly enhances the predictive value of the GRACE score for major adverse coronary events (MACE) after coronary intervention. When combined with clinical indicators, the predictive power is further improved. Sensitivity analysis confirms the robustness of this finding, providing a reliable tool for clinical risk stratification.
More Related Videos
06:57Author Spotlight: Advancing Cardiovascular Imaging - Introducing the Spatially Weighted Calcium Score for Early Disease Detection
Published on: September 22, 2023
06:16Signal Acquisition, Score Interpretation, and Economics of a Non-Invasive Point-of-Care Test for Coronary Artery Disease
Published on: August 9, 2024
Related Concept Videos
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT
Imaging Studies for Cardiovascular System V: CT
Acute Coronary Syndrome III: Diagnostic Studies
Coronary Artery Disease V: Interprofessional Care
Acute Coronary Syndrome I: Introduction
Acute Coronary Syndrome IV: Interprofessional Care