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Identifying Coronary Artery Calcification on Non-gated Computed Tomography Scans
Published on: August 28, 2018
Prognostic Value of a Coronary Computed Tomography Angiography-Derived Ischemia Algorithm: Comparison Against Hybrid
Teemu Maaniitty1,2, Sarah Bär1,3, Takeru Nabeta4
1Turku PET Centre Turku University Hospital and University of Turku Turku Finland.
Background:
Artificial intelligence-guided quantitative computed tomography ischemia (AI-QCTischemia) is a novel machine-learning method for predicting myocardial ischemia from coronary computed tomography angiography (CCTA). This observational cohort study aimed to compare the long-term prognostic value of AI-QCTischemia with hybrid CCTA/positron emission tomography (PET) myocardial perfusion imaging in suspected coronary artery disease (CAD).
Methods:
Symptomatic patients with suspected CAD underwent CCTA with selective downstream PET to detect ischemic CAD. Blinded reanalysis of CCTA images was done using the AI-QCTischemia algorithm, providing a binary result (normal versus abnormal).
Results:
In the full analysis set (n=2271), hybrid CCTA/PET imaging was successful in 94% of the patients and AI-QCTischemia evaluation was feasible in 83%, resulting in a per-protocol set of 1772 patients (19% with ischemic CAD on hybrid CCTA/PET and 25% with abnormal AI-QCTischemia). There was moderate-to-substantial agreement between the methods (Cohen's κ=0.61). During a median follow-up of 7.0 years, 177 (10%) patients experienced the composite end point of all-cause death, myocardial infarction, or unstable angina. Ischemic CAD on hybrid CCTA/PET was predictive of the composite end point (hazard ratio [HR], 2.35 [95% CI, 1.62-3.40]; P<0.001), after adjustment for clinical variables and early (6-month) myocardial revascularization. Similarly, an abnormal (ischemic) AI-QCTischemia result was independently predictive of adverse outcomes (adjusted HR, 1.98 [95% CI, 1.39-2.80]; P<0.001). The adjusted models, including either hybrid CCTA/PET or AI-QCTischemia, demonstrated similar discriminative ability (C-index 0.734 versus 0.729; P=0.53).
Conclusions:
The AI-QCTischemia algorithm demonstrated long-term prognostic value comparable to hybrid CCTA/PET perfusion imaging in suspected CAD.
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