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首页> 外文期刊>Medical Physics >Registration of central paths and colonic polyps between supine and prone scans in computed tomography colonography: pilot study.
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Registration of central paths and colonic polyps between supine and prone scans in computed tomography colonography: pilot study.

机译:在计算机断层扫描结肠造影中仰卧和俯卧扫描之间的中心路径和结肠息肉的配准:初步研究。

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Computed tomography colonography (CTC) is a minimally invasive method that allows the evaluation of the colon wall from CT sections of the abdomen/pelvis. The primary goal of CTC is to detect colonic polyps, precursors to colorectal cancer. Because imperfect cleansing and distension can cause portions of the colon wall to be collapsed, covered with water, and/or covered with retained stool, patients are scanned in both prone and supine positions. We believe that both reading efficiency and computer aided detection (CAD) of CTC images can be improved by accurate registration of data from the supine and prone positions. We developed a two-stage approach that first registers the colonic central paths using a heuristic and automated algorithm and then matches polyps or polyp candidates (CAD hits) by a statistical approach. We evaluated the registration algorithm on 24 patient cases. After path registration, the mean misalignment distance between prone and supine identical anatomic landmarks was reduced from 47.08 to 12.66 mm, a 73% improvement. The polyp registration algorithm was specifically evaluated using eight patient cases for which radiologists identified polyps separately for both supine and prone data sets, and then manually registered corresponding pairs. The algorithm correctly matched 78% of these pairs without user input. The algorithm was also applied to the 30 highest-scoring CAD hits in the prone and supine scans and showed a success rate of 50% in automatically registering corresponding polyp pairs. Finally, we computed the average number of CAD hits that need to be manually compared in order to find the correct matches among the top 30 CAD hits. With polyp registration, the average number of comparisons was 1.78 per polyp, as opposed to 4.28 comparisons without polyp registration.
机译:计算机断层扫描结肠造影(CTC)是一种微创方法,可从腹部/骨盆的CT切片评估结肠壁。 CTC的主要目标是检测结肠息肉,即结肠直肠癌的前体。由于不完全清洁和膨胀会导致部分结肠壁塌陷,被水覆盖和/或被保留的粪便覆盖,因此,应在俯卧位和仰卧位对患者进行扫描。我们认为,通过准确地记录仰卧位和俯卧位的数据,可以提高CTC图像的读取效率和计算机辅助检测(CAD)。我们开发了一种两阶段方法,该方法首先使用启发式自动算法注册结肠中心路径,然后通过统计方法匹配息肉或息肉候选者(CAD命中)。我们评估了24例患者的注册算法。路径配准后,俯卧和仰卧相同解剖学界标之间的平均错位距离从47.08减少到12.66 mm,提高了73%。息肉配准算法是使用八名患者案例专门评估的,放射科医生针对仰卧和俯卧数据集分别识别出息肉,然后手动注册相应的配对。该算法无需用户输入即可正确匹配其中78%的配对。该算法还应用于俯卧和仰卧扫描中得分最高的30个CAD命中,并且在自动注册相应的息肉对中显示出50%的成功率。最后,我们计算了需要手动比较的CAD命中平均数,以便在前30个CAD命中中找到正确的匹配项。使用息肉注册时,每个息肉的平均比较数为1.78,而未使用息肉注册的平均比较数为4.28。

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