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Stand-alone performance of a computer-assisted detection prototype for detection of acute pulmonary embolism: A multi-institutional comparison

机译:计算机辅助检测原型在检测急性肺栓塞方面的独立性能:多机构比较

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Objective: To assess whether the performance of a computer-assisted detection (CAD) algorithm for acute pulmonary embolism (PE) differs in pulmonary CT angiographies acquired at various institutions. Methods: In this retrospective study, we included 40 consecutive scans with and 40 without PE from 3 institutions (n=240) using 64-slice scanners made by different manufacturers (General Electric; Philips; Siemens). CAD markers were classified as true or false positive (FP) using independent evaluation by two readers and consultation of a third chest radiologist in discordant cases. Image quality parameters were subjectively scored using 4/5-point scales. Image noise and vascular enhancement were measured. Statistical analysis was done to correlate image quality of the three institutions with CAD stand-alone performance. Results: Patient groups were comparable with respect to age (p=0.22), accompanying lung disease (p=0.12) and inpatient/outpatient ratio (p=0.67). The sensitivity was 100% (34/34), 97% (37/38) and 92% (33/36), and the specificity was 18% (8/44), 15% (6/41) and 13% (5/39). Neither significantly differed between the institutions (p=0.21 and p=0.820, respectively). The mean number of FP findings (4.5, 6.2 and 3.7) significantly varied (p=0.02 and p=0.03), but median numbers (2, 3 and 3) were comparable. Image quality parameters were significantly associated with the number of FP findings (p<0.05) but not with sensitivity. After correcting for noise and vascular enhancement, the number of FPs did not significantly differ between the three institutions (p=0.43). Conclusions: CAD stand-alone performance is independent of scanner type but strongly related to image quality and thus scanning protocols.
机译:目的:评估在不同机构获得的肺部CT血管造影中,计算机辅助检测(CAD)算法对急性肺栓塞(PE)的性能是否有所不同。方法:在这项回顾性研究中,我们使用了不同制造商(通用电气;飞利浦;西门子)制造的64层扫描仪,对来自3个机构(n = 240)的40次连续扫描和40次无PE扫描。使用两名读者的独立评估并在不和谐的病例中咨询第三位胸部放射科医生,将CAD标记分为真阳性或假阳性(FP)。使用4/5点标度对图像质量参数进行主观评分。测量图像噪声和血管增强。进行了统计分析,以将三个机构的图像质量与CAD独立性能相关联。结果:患者组在年龄(p = 0.22),伴随性肺部疾病(p = 0.12)和住院/门诊患者比例(p = 0.67)方面具有可比性。敏感性为100%(34/34),97%(37/38)和92%(33/36),特异性为18%(8/44),15%(6/41)和13%( 5/39)。各个机构之间均无显着差异(分别为p = 0.21和p = 0.820)。 FP结果的平均数(4.5、6.2和3.7)差异显着(p = 0.02和p = 0.03),但中位数(2、3和3)具有可比性。图像质量参数与FP发现的数量显着相关(p <0.05),但与灵敏度无关。校正噪声和血管增强后,三个机构之间的FP数量没有显着差异(p = 0.43)。结论:CAD独立性能与扫描仪类型无关,但与图像质量以及扫描协议密切相关。

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