Automated calcium scores collected during myocardial perfusion imaging improve identification of obstructive coronary artery disease

被引:15
作者
Dekker, Mirthe [1 ,2 ]
Waissi, Farahnaz [1 ,2 ]
Bank, Ingrid E. M. [3 ]
Lessmann, Nikolas [4 ]
Isgum, Ivana [4 ]
Velthuis, Birgitta K. [5 ]
Scholtens, Asbjorn M. [6 ]
Leenders, Geert E. [7 ]
Pasterkamp, Gerard [8 ]
de Kleijn, Dominique P., V [1 ,9 ]
Timmers, Leo [3 ,7 ]
Mosterd, Arend [10 ]
机构
[1] Univ Med Ctr Utrecht, Dept Vasc Surg, Heidelberglaan 100, NL-3584 CX Utrecht, Netherlands
[2] Amsterdam Univ Med Ctr, Dept Cardiol, Meibergdreef 9, NL-1105 AZ Amsterdam, Netherlands
[3] St Antonius Hosp, Dept Cardiol, Koekoekslaan 1, NL-3435 CM Nieuwegein, Netherlands
[4] Univ Med Ctr Utrecht, Image Sci Inst, Utrecht, Netherlands
[5] Univ Med Ctr Utrecht, Dept Radiol, Utrecht, Netherlands
[6] Meander Med Ctr, Dept Nucl Med, Hoogland, Netherlands
[7] Univ Med Ctr Utrecht, Dept Cardiol, Utrecht, Netherlands
[8] Univ Med Ctr Utrecht, Dept Clin Chem & Hematol, Utrecht, Netherlands
[9] Netherlands Heart Inst, Moreelsepk 1, NL-3511 EP Utrecht, Netherlands
[10] Meander Med Ctr, Dept Cardiol, Maatweg 3, NL-3813 TZ Amersfoort, Netherlands
来源
IJC HEART & VASCULATURE | 2020年 / 26卷
关键词
Coronary artery calcium; Obstructive coronary artery disease; Myocardial perfusion imaging; Deep learning; Cardiovascular imaging; POSITRON-EMISSION-TOMOGRAPHY; ATTENUATION CORRECTION; CARDIOVASCULAR RISK; HYBRID PET/CT; FLOW RESERVE; RB-82; PET/CT; HEART; ATHEROSCLEROSIS; QUANTIFICATION; ANGIOGRAPHY;
D O I
10.1016/j.ijcha.2019.100434
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Myocardial perfusion imaging (MPI) is an accurate noninvasive test for patients with suspected obstructive coronary artery disease (CAD) and coronary artery calcium (CAC) score is known to be a powerful predictor of cardiovascular events. Collection of CAC scores simultaneously with MPI is unexplored. Aim: We aimed to investigate whether automatically derived CAC scores during myocardial perfusion imaging would further improve the diagnostic accuracy of MPI to detect obstructive CAD. Methods: We analyzed 150 consecutive patients without a history of coronary revascularization with suspected obstructive CAD who were referred for 82Rb PET/CT and available coronary angiographic data. Myocardial perfusion was evaluated both semi quantitatively as well as quantitatively according to the European guidelines. CAC scores were automatically derived from the low-dose attenuation correction CT scans using previously developed software based on deep learning. Obstructive CAD was defined as stenosis >70% (or >50% in the left main coronary artery) and/or fractional flow reserve (FFR) <= 0.80. Results: In total 58% of patients had obstructive CAD of which seventy-four percent were male. Addition of CAC scores to MPI and clinical predictors significantly improved the diagnostic accuracy of MPI to detect obstructive CAD. The area under the curve (AUC) increased from 0.87 to 0.91 (p: 0.025). Sensitivity and specificity analysis showed an incremental decrease in false negative tests with our MPI + CAC approach (n = 14 to n = 4), as a consequence an increase in false positive tests was seen (n= 11 to n=28). Conclusion: CAC scores collected simultaneously with MPI improve the detection of obstructive coronary artery disease in patients without a history of coronary revascularization. (C) 2019 Published by Elsevier B.V.
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页数:6
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