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Automated 3-dimensional quantification of noncalcified and calcified coronary plaque from coronary CT angiography.

机译:从冠状动脉CT血管造影术对未钙化和钙化的冠状动脉斑块进行自动3维量化。

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INTRODUCTION: We aimed to develop an automated algorithm (APQ) for accurate volumetric quantification of non-calcified (NCP) and calcified plaque (CP) from Coronary CT angiography (CCTA). METHODS: APQ determines scan-specific attenuation thresholds for lumen, NCP, CP and epicardial fat, and applies knowledge-based segmentation and modeling of coronary arteries, to define NCP and CP components in 3D. We tested APQ in 29 plaques for 24 consecutive scans, acquired with dual-source CT scanner. APQ results were compared to volumes obtained by manual slice-by-slice NCP/CP definition and by interactive adjustment of plaque thresholds (ITA) by 2 independent experts. RESULTS: APQ analysis time was <2 sec per lesion. There was strong correlation between the 2 readers for manual quantification (r = 0.99, p < 0.0001 for NCP; r = 0.85, p < 0.0001 for CP). The mean HU determined by APQ was 419 +/- 78 for luminal contrast at mid-lesion, 227 +/- 40 for NCP upper threshold, and 511 +/- 80 for the CP lower threshold. APQ showed a significantly lower absolute difference (26.7 mm(3) vs. 42.1 mm(3), p = 0.01), lower bias than ITA (32.6 mm(3) vs 64.4 mm(3), p = 0.01) for NCP. There was strong correlation between APQ and readers (R = 0.94, p < 0.0001 for NCP volumes; R = 0.88, p < 0.0001, for CP volumes; R = 0.90, p < 0.0001 for NCP and CP composition). CONCLUSIONS: We developed a fast automated algorithm for quantification of NCP and CP from CCTA, which is in close agreement with expert manual quantification.
机译:简介:我们旨在开发一种自动算法(APQ),以对冠状动脉CT血管造影术(CCTA)的非钙化(NCP)和钙化斑块(CP)进行准确的体积定量。方法:APQ确定管腔,NCP,CP和心外膜脂肪的扫描特定衰减阈值,并应用基于知识的冠状动脉分割和建模,以定义3D中的NCP和CP成分。我们使用双源CT扫描仪对29块斑块中的APQ进行了24次连续扫描测试。将APQ结果与通过手动逐片NCP / CP定义以及2位独立专家通过交互调整斑块阈值(ITA)获得的体积进行比较。结果:每个病变的APQ分析时间小于2秒。手动定量的两个阅读器之间有很强的相关性(对于NCP,r = 0.99,p <0.0001;对于CP,r = 0.85,p <0.0001)。由APQ确定的平均HU对于病变中段的腔内对比度为419 +/- 78,对于NCP上阈值为227 +/- 40,对于CP下阈值为511 +/- 80。 APQ显示NCP的绝对差值显着降低(26.7 mm(3)与42.1 mm(3),p = 0.01),偏倚低于ITA(32.6 mm(3)与64.4 mm(3),p = 0.01)。 APQ与阅读器之间有很强的相关性(对于NCP体积,R = 0.94,p <0.0001;对于CP体积,R = 0.88,p <0.0001;对于NCP和CP组成,R = 0.90,p <0.0001)。结论:我们开发了一种快速自动化的算法,用于从CCTA定量NCP和CP,这与专家手动定量法密切相关。

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