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Published on: August 9, 2024
Novel CAC Dispersion and Density Score to Predict Myocardial Infarction and Cardiovascular Mortality
Gavin Huangfu1,2,3, Abdul R Ihdayhid1,3,4, Simon Kwok5
1Department of Cardiology, Fiona Stanley Hospital, Perth, WA, Australia (G.H., A.R.I., H.S., L.D., G.D.).
Insights
A new Coronary Artery Calcification-Dispersion and Density (CAC-DAD) score improves prediction of major adverse cardiovascular events (MACE) compared to the traditional Agatston score (AS). This novel score identifies high-risk patients, even those with low AS, for intensified preventative therapies.
Area of Science:
- Cardiology
- Medical Imaging
- Artificial Intelligence
Background:
- Coronary artery calcification (CAC) is a strong predictor of major adverse cardiovascular events (MACE).
- Current methods like the Agatston score (AS) do not account for plaque distribution or density.
- A novel Coronary Artery Calcification-Dispersion and Density (CAC-DAD) score aims to improve prognostic value by considering these factors.
Purpose of the Study:
- To investigate if the novel CAC-DAD score offers superior prognostic value for MACE prediction compared to the traditional AS.
- To evaluate the impact of plaque distribution and high-density calcification on cardiovascular risk assessment.
Main Methods:
- A multicenter, retrospective study included 961 patients undergoing cardiac computed tomography.
- Deep learning algorithms were used to calculate the CAC-DAD score, incorporating plaque spatial distribution and density (≥1000 HU).
- Frailty regression analysis assessed the association between CAC scores and MACE over a median follow-up of 30 days.
Main Results:
- The CAC-DAD score (≥2050) identified more MACE (74%) than AS (≥400) (57%; P=0.002).
- Multivariable analysis confirmed CAC-DAD score (HR, 2.57; P=0.002), age, statins, and diabetes as significant MACE predictors.
- Incorporating CAC-DAD into a model with AS and demographics improved the C statistic from 0.61 to 0.66 (P=0.008).
Conclusions:
- The automated CAC-DAD score enhances MACE prediction beyond the traditional AS.
- Patients with high CAC-DAD scores, even with low AS, may require intensified preventative cardiovascular therapies.
Background:
Coronary artery calcification (CAC) provides robust prediction for major adverse cardiovascular events (MACE), but current techniques disregard plaque distribution and protective effects of high CAC density. We investigated whether a novel CAC-dispersion and density (CAC-DAD) score will exhibit superior prognostic value compared with the Agatston score (AS) for MACE prediction.
Methods:
We conducted a multicenter, retrospective, cross-sectional study of 961 patients (median age, 67 years; 61% men) who underwent cardiac computed tomography for cardiovascular or perioperative risk assessment. Blinded analyzers applied deep learning algorithms to noncontrast scans to calculate the CAC-DAD score, which adjusts for the spatial distribution of CAC and assigns a protective weight factor for lesions with ≥1000 Hounsfield units. Associations were assessed using frailty regression.
Results:
Over a median follow-up of 30 (30-460) days, 61 patients experienced MACE (nonfatal myocardial infarction or cardiovascular mortality). An elevated CAC-DAD score (≥2050 based on optimal cutoff) captured more MACE than AS ≥400 (74% versus 57%; P=0.002). Univariable analysis revealed that an elevated CAC-DAD score, AS ≥400 and AS ≥100, age, diabetes, hypertension, and statin use predicted MACE. On multivariable analysis, only the CAC-DAD score (hazard ratio, 2.57 [95% CI, 1.43-4.61]; P=0.002), age, statins, and diabetes remained significant. The inclusion of the CAC-DAD score in a predictive model containing demographic factors and AS improved the C statistic from 0.61 to 0.66 (P=0.008).
Conclusions:
The fully automated CAC-DAD score improves MACE prediction compared with the AS. Patients with a high CAC-DAD score, including those with a low AS, may be at higher risk and warrant intensification of their preventative therapies.
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