Departments of Imaging and Medicine, Cedars-Sinai Medical Center, 8700 Beverly Boulevard, Taper Building, A238, Los Angeles, CA 90048, USA.
J Cardiovasc Comput Tomogr. 2009 Nov-Dec;3(6):372-82. doi: 10.1016/j.jcct.2009.09.004. Epub 2009 Oct 1.
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).
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.
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).
We developed a fast automated algorithm for quantification of NCP and CP from CCTA, which is in close agreement with expert manual quantification.
本研究旨在开发一种自动算法(APQ),以准确量化冠状动脉 CT 血管造影(CCTA)中的非钙化斑块(NCP)和钙化斑块(CP)。
APQ 确定用于管腔、NCP、CP 和心外膜脂肪的特定扫描衰减阈值,并应用基于知识的冠状动脉分段和建模技术,以在 3D 中定义 NCP 和 CP 成分。我们在 24 例连续双源 CT 扫描中对 29 个斑块进行了 APQ 测试。APQ 结果与手动逐层定义 NCP/CP 获得的体积和由 2 位独立专家交互式调整斑块阈值(ITA)获得的体积进行比较。
APQ 分析时间<2 秒/病变。2 位读者之间手动定量分析具有很强的相关性(NCP 时 r = 0.99,p < 0.0001;CP 时 r = 0.85,p < 0.0001)。APQ 确定的平均 HU 值为中段管腔对比 419 +/- 78,NCP 上阈值 227 +/- 40,CP 下阈值 511 +/- 80。APQ 在 NCP 方面显示出明显较低的绝对值差异(26.7 mm³ vs. 42.1 mm³,p = 0.01)和较低的偏差比 ITA(32.6 mm³ vs 64.4 mm³,p = 0.01)。APQ 与读者之间具有很强的相关性(NCP 时 R = 0.94,p < 0.0001;CP 时 R = 0.88,p < 0.0001;NCP 和 CP 成分时 R = 0.90,p < 0.0001)。
我们开发了一种快速的自动算法,用于从 CCTA 中量化 NCP 和 CP,该算法与专家手动量化非常吻合。