Optimization of the acceleration of compressed sensing in whole-heart contrast-free coronary magnetic resonance angiography.

IF 6.1 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS
Weiwei Wang, Longyan Zhang, Guangzong Su, Feng Xiong, Yang Wu, Ke Yu, Qiaodan Yi, Peng Sun
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引用次数: 0

Abstract

Background: This study aims to identify optimal acceleration factors (AFs) for compressed sensing (CS) technology to enhance its clinical application for suspected coronary artery disease (CAD) in whole-heart non-contrast coronary magnetic resonance angiography (CMRA).

Methods: Two hundred and seventeen individuals with suspected CAD underwent whole-heart non-contrast CMRA on a 1.5T CMR scanner with CS AFs of 2, 4, and 6 (CS2, CS4, and CS6). Two radiologists independently and blindly scored the image quality. The overall image scores, coronary artery segment scores, signal-to-noise ratios (SNR), contrast-to-noise ratios (CNR), and scan times were compared. The scores for the left anterior descending coronary artery (LAD), left circumflex coronary artery (LCX), and right coronary artery (RCA) were assessed. Of the 217 patients, 37 (37/217, 17.1%) underwent x-ray coronary angiography (CAG). The images from CS2, CS4, and CS6 were evaluated by two radiologists blinded to CAG results to identify significant luminal narrowing. Sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and accuracy were calculated.

Results: The CS2 group exhibited higher overall scores, coronary artery segment scores, SNR, and CNR, but longer scan times compared to the CS4 and CS6 groups (overall score: 24.5 vs 22.0 vs 21.0, p < 0.001; SNR: 127 vs 112 vs 99, p < 0.001; CNRcor-fat: 118 vs 101 vs 84, p < 0.001; CNRcor-myo: 69.7 vs 62.8 vs 53.5, p < 0.001; scan time: 884 ± 308 s vs 473 ± 163 s vs 331 ± 146 s, p < 0.001). Proximal and middle segments received higher scores compared to their corresponding distal segments, and the RCA exhibited higher image quality than LAD and LCX in all groups (p < 0.05). In the subgroup analysis, 19 (19/37, 51.3%) were diagnosed with CAD by CAG. The sensitivity, specificity, PPV, NPV, and accuracy were as follows: CS2 (94.7%, 88.9%, 90.0%, 94.1%, and 91.9%), CS4 (89.5%, 94.4%, 94.4%, 89.5%, and 91.9%), and CS6 (89.5%, 66.7%, 73.9%, 85.7%, and 78.4%), respectively, in patient-based analysis.

Conclusion: Image quality showed a decreasing trend with increasing CS AFs, while scan time decreased in non-contrast CMRA. A scanning protocol using CS4 provided high-quality images with relatively short scan times and showed potential for detecting significant coronary stenosis, making it an optimal protocol for coronary magnetic resonance imaging.

全心无对比冠状动脉磁共振血管造影压缩感知加速的优化。
背景:本研究旨在确定压缩感知(CS)技术的最佳加速因子(AFs),以提高其在全心非对比冠状动脉磁共振血管造影(CMRA)中对疑似冠状动脉疾病(CAD)的临床应用。方法:217例疑似CAD患者在1.5 t CMR扫描仪上进行全心非对比CMRA, CS AFs分别为2、4和6 (CS2、CS4和CS6)。两名放射科医生独立、盲目地对图像质量进行评分。比较整体图像评分、冠状动脉段评分、信噪比(SNR)、噪声对比比(CNR)和扫描时间。评估左前降支(LAD)、左旋支(LCX)、右冠状动脉(RCA)评分。在217例患者中,37例(17.1%)行x线冠状动脉造影(CAG)。由两名不知道CAG结果的放射科医生评估CS2、CS4和CS6的图像,以确定明显的管腔狭窄。计算敏感性、特异性、阳性预测值(PPV)、阴性预测值(NPV)和准确性。结果:CS2组总体评分、冠状动脉段评分、信噪比、CNR均高于CS4、CS6组,但扫描时间较CS4、CS6组长(总分:24.50 vs 22.00 vs 21.00, p)。结论:随着CS AFs的增加,图像质量呈下降趋势,而非对比CMRA扫描时间减少。使用CS4的扫描方案以相对较短的扫描时间提供高质量的图像,并显示出检测显着冠状动脉狭窄的潜力,使其成为冠状动脉磁共振成像的最佳方案。
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来源期刊
CiteScore
10.90
自引率
12.50%
发文量
61
审稿时长
6-12 weeks
期刊介绍: Journal of Cardiovascular Magnetic Resonance (JCMR) publishes high-quality articles on all aspects of basic, translational and clinical research on the design, development, manufacture, and evaluation of cardiovascular magnetic resonance (CMR) methods applied to the cardiovascular system. Topical areas include, but are not limited to: New applications of magnetic resonance to improve the diagnostic strategies, risk stratification, characterization and management of diseases affecting the cardiovascular system. New methods to enhance or accelerate image acquisition and data analysis. Results of multicenter, or larger single-center studies that provide insight into the utility of CMR. Basic biological perceptions derived by CMR methods.
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