Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA.
Department of Medicine, Lundquist Institute at Harbor-UCLA, Torrance, California, USA.
Med Phys. 2022 Sep;49(9):5763-5772. doi: 10.1002/mp.15855. Epub 2022 Jul 22.
Coronary artery calcium (CAC) scoring with CT has been studied as a risk stratification tool for cardiovascular disease. However, concerns remain from the radiation dose, economic expense, and incidental findings associated with this exam. Dual energy chest X-ray (DE CXR) has been proposed as an alternative, but validation of this technique remains limited. The purpose of this work was twofold: first, to estimate the sensitivity and specificity of DE CXR using simulation of patient datasets in a CAC screening cohort; second, to assess if sensitivity and specificity could be improved using a lateral instead of an anteroposterior (AP) orientation.
We started from a cohort of 73 CAC scoring CT exams after exclusions for metal wires, data truncation, or with age outside 40-75 years. The fraction of CT CAC scores in the validation set of 0, 1-99, 100-299, and 300+ were 36, 25, 14, and 26%, respectively. CT datasets were decomposed on a voxel-by-voxel basis into mixtures of water and calcium according to CT number. DE CXR images were simulated using polyenergetic forward projection with scatter estimated from Monte Carlo. We assumed a technique of 60 and 120 kVp for the dual energy acquisition. The tube current was scaled such that the estimated radiation dose from DE CXR was 10 times less than CAC scoring CT. Patient motion was not simulated. Two readers read the validation set in a blinded, randomized fashion, and estimated the amount of CAC in each DE CXR image using a semiquantitative 4-point scale. Although patients present on a spectrum of CAC severity, in the primary analysis, sensitivity and specificity were calculated by dichotomizing patients into two categories of CT CAC (Agatston) scores of either 0-99 or 100+.
From the lateral orientation, average sensitivity between two readers was 69% (range, 69-69%), specificity was 85% (range, 84-86%), and area under the curve (AUC) was 0.81 (range, 0.80-0.81). From the AP orientation, average sensitivity was 35% (range, 31-38%), average specificity was 70% (range, 66-73%), and AUC was 0.54 (range, 0.53-0.55). Reader DE CXR scores agreed within 1 point of the 4-point scale on 97% of ratings from the lateral orientation and 80% from the AP orientation. From the lateral orientation, AUC increased when considering higher CT CAC score thresholds as disease positive; for thresholds of 1+, 300+, and 1000+, average AUC was 0.72, 0.81, and 0.92, respectively. From the AP orientation, AUC was 0.57, 0.55, and 0.61, respectively.
DE CXR for CAC scoring may have higher diagnostic accuracy when acquired from the lateral orientation. The sensitivity and specificity of lateral DE CXR, when combined with its modest cost and radiation dose, suggest a possible role for this technique in screening coronary calcium in lower risk individuals. These estimates of diagnostic accuracy are derived from simulation of patient datasets and have not been corroborated with experimental or clinical images.
冠状动脉钙(CAC)评分的 CT 检查已被研究作为心血管疾病的风险分层工具。然而,人们仍然担心与该检查相关的辐射剂量、经济费用和偶然发现。双能胸部 X 线(DE CXR)已被提议作为替代方法,但该技术的验证仍然有限。这项工作的目的有两个:第一,使用 CAC 筛查队列中的患者数据集模拟来估计 DE CXR 的灵敏度和特异性;第二,评估是否可以使用侧位而不是前后位(AP)方向来提高灵敏度和特异性。
我们从排除了金属丝、数据截断或年龄在 40-75 岁之外的 73 例 CAC 评分 CT 检查的队列开始。验证集中 CT CAC 评分的分数分别为 0、1-99、100-299 和 300+,分别为 36%、25%、14%和 26%。根据 CT 数,通过体素对 CT 数据集进行水和钙的混合分解。使用蒙特卡罗法估计的散射,使用多能前向投影模拟 DE CXR 图像。我们假设双能采集的技术为 60 和 120 kVp。管电流被缩放,使得 DE CXR 的估计辐射剂量比 CAC 评分 CT 少 10 倍。未模拟患者运动。两名读者以盲法、随机方式阅读验证集,并使用半定量 4 分制估计每个 DE CXR 图像中的 CAC 量。尽管患者存在 CAC 严重程度的差异,但在主要分析中,通过将患者分为 CT CAC(Agatston)评分分别为 0-99 或 100+的两类,计算了灵敏度和特异性。
从侧位方向,两名读者的平均灵敏度分别为 69%(范围,69%-69%),特异性分别为 85%(范围,84%-86%),曲线下面积(AUC)分别为 0.81(范围,0.80-0.81)。从前位方向,平均灵敏度为 35%(范围,31%-38%),平均特异性为 70%(范围,66%-73%),AUC 为 0.54(范围,0.53-0.55)。97%的侧位方向评分和 80%的 AP 方向评分读者 DE CXR 评分与 4 分制评分相差 1 分。从前位方向,当将更高的 CT CAC 评分阈值视为疾病阳性时,AUC 增加;阈值为 1+、300+和 1000+时,平均 AUC 分别为 0.72、0.81 和 0.92。从前位方向,AUC 分别为 0.57、0.55 和 0.61。
当从侧位方向采集时,DE CXR 用于 CAC 评分可能具有更高的诊断准确性。侧位 DE CXR 的灵敏度和特异性,结合其适度的成本和辐射剂量,表明该技术在低风险个体中筛查冠状动脉钙可能具有一定作用。这些诊断准确性的估计是从患者数据集的模拟中得出的,尚未与实验或临床图像相印证。