Näppi Janne, Okamura Akihiko, Frimmel Hans, Dachman Abraham, Yoshida Hiroyuki
Department of Radiology, The University of Chicago, 5841 S Maryland Ave, MC 2026, Chicago, IL 60637, USA.
Acad Radiol. 2005 Jun;12(6):695-707. doi: 10.1016/j.acra.2004.12.026.
Radiologists often compare the supine and prone data sets of a patient to confirm potential polyp findings in computed tomographic (CT) colonography (CTC). We developed a new automated method that uses region-based supine-prone correspondence for the reduction of false-positive (FP) polyp candidates in computer-aided detection (CAD) for CTC.
Up to six anatomic landmarks are established by use of the extracted region of the colonic lumen. A region-growing scheme with distance calculations is used to divide the colonic lumen into overlapping segments that match in the supine and prone data sets. Polyp candidates detected by means of a CAD scheme are eliminated in colonic segments that have sufficient diagnostic quality and contain polyp candidates in only one of the data sets of a patient. The method was evaluated with 121 CTC cases, including 42 polyps of 5 mm or greater in 28 patients, obtained by use of single- and multidetector CT scanners with standard pre-colonoscopy cleansing.
Complete or partial correspondence was established in 71% of cases. Based on a leave-one-patient-out evaluation, application of the method reduced 19% of FP results reported by our CAD scheme at a 90.5% by-polyp detection sensitivity, without loss of any true-positive results. The resulting CAD scheme yielded 2.4 FP results per patient, on average, with the use of the correspondence method, whereas it yielded 3.0 FP results per patient without the use of the method.
The correspondence method is potentially useful for improving the specificity of CAD in CTC.
放射科医生常常比较患者的仰卧位和俯卧位数据集,以在计算机断层扫描(CT)结肠成像(CTC)中确认潜在的息肉发现。我们开发了一种新的自动化方法,该方法使用基于区域的仰卧位与俯卧位对应关系来减少CTC计算机辅助检测(CAD)中假阳性(FP)息肉候选的数量。
通过使用结肠腔的提取区域建立多达六个解剖标志。采用带有距离计算的区域生长方案将结肠腔划分为在仰卧位和俯卧位数据集中匹配的重叠段。在具有足够诊断质量且仅在患者的一个数据集中包含息肉候选的结肠段中,消除通过CAD方案检测到的息肉候选。该方法用121例CTC病例进行评估,包括28例患者中的42个5毫米或更大的息肉,这些病例是通过使用单探测器和多探测器CT扫描仪并进行标准结肠镜检查前清洁获得的。
71%的病例建立了完全或部分对应关系。基于留一患者法评估,该方法的应用在息肉检测敏感性为90.5%的情况下,减少了我们CAD方案报告的19%的FP结果,且没有丢失任何真阳性结果。使用对应方法时,最终的CAD方案平均每位患者产生2.4个FP结果,而不使用该方法时平均每位患者产生3.0个FP结果。
对应方法对于提高CTC中CAD的特异性可能是有用的。