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首页> 外文期刊>AJR: American Journal of Roentgenology : Including Diagnostic Radiology, Radiation Oncology, Nuclear Medicine, Ultrasonography and Related Basic Sciences >Performance of a previously validated CT colonography computer-aided detection system in a new patient population.
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Performance of a previously validated CT colonography computer-aided detection system in a new patient population.

机译:在新的患者群体中,先前经过验证的CT结肠造影计算机辅助检测系统的性能。

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摘要

OBJECTIVE: A computer-aided detection (CAD) system with high sensitivity in the detection of adenomatous polyps in varied CT colonography (CTC) data sets increases the utility of CAD in the clinical setting. The purpose of this study was to evaluate the standalone performance of an existing CAD system with a new set of CTC data from screening patients at an institution and geographic location different from those at which the CAD system was trained. MATERIALS AND METHODS: CTC data were collected from the records of 104 patients undergoing screening for colorectal neoplasia. Most of the patients were at average risk, had CTC findings suggestive of polyps, and underwent colonoscopy. Patients underwent cathartic bowel preparation, were given an oral contrast agent, and underwent imaging in the prone and supine positions. The patients had 86 adenomas confirmed at same-day optical colonoscopy; 47 of these tumors were 10 mm in diameter or larger, and 39 measured 6-9 mm. The CTC data were analyzed with an existing CAD system for colonography that was trained with previously acquired data. In a previous non-polyp-enriched screening cohort, the standalone performance of the CAD system was 93.3% (28/30) sensitivity for adenomatous polyps 10 mm or larger, 51.1% (47/92) sensitivity for adenomas 6-9 mm, and a mean false-positive rate of 8.6 per patient. Sensitivity comparisons were made with findings in the previous study. RESULTS: The CAD system had per-polyp sensitivities of 91.5% (43/47; 95% CI, 78.7-97.2%; p = 1.0) for adenomas 10 mm or larger and 82.1% (32/39; 65.9-91.9%; p = 0.0009) for adenomas 6-9 mm. The per-patient sensitivities were 97.6% (40/41; 85.6-99.9%; p = 0.6) for patients with adenomas 10 mm or larger and 82.4% (28/34; 64.8-92.6%; p = 0.047) for patients with adenomas 6-9 mm. The mean and median false-positive rates were 9.6 +/- 9.6 and 7.0 per patient, respectively. Common reasons for CAD misses (false-negative findings) were the presence of adherent contrast medium, flat adenomas, and adenomas located on or adjacent to normal colonic folds. In a random sample, 72.5% (29/40) of false-positive findings were attributable to folds or residual feces. CONCLUSION: The CAD system evaluated has a high level of performance in the detection of adenomatous polyps with CTC data from a polyp-enriched cohort different from that used to train the system.
机译:目的:一种具有高灵敏度的计算机辅助检测(CAD)系统,可以在各种CT结肠造影(CTC)数据集中检测腺瘤性息肉,从而提高了CAD在临床环境中的实用性。这项研究的目的是用一组新的CTC数据评估现有CAD系统的独立性能,这些数据来自在与CAD系统不同的机构和地理位置筛查患者。材料与方法:CTC数据是从104名接受结肠直肠癌筛查的患者的记录中收集的。大多数患者处于中等风险,具有提示息肉的CTC发现,并接受了结肠镜检查。对患者进行导肠通便,给予口服造影剂,并在俯卧位和仰卧位进行影像检查。当天光学结肠镜检查证实患者有86例腺瘤。这些肿瘤中有47个直径为10毫米或更大,有39个直径为6-9毫米。使用现有的用于结肠造影的CAD系统对CTC数据进行了分析,并使用先前获取的数据对其进行了训练。在先前的非息肉富集筛查队列中,CAD系统对10毫米或更大的腺瘤性息肉的独立敏感性为93.3%(28/30),对6-9毫米的腺瘤的敏感性为51.1%(47/92),每位患者的平均假阳性率为8.6。敏感性比较与以前的研究结果。结果:对于10毫米或更大的腺瘤,CAD系统对每个息肉的敏感性为91.5%(43/47; 95%CI,78.7-97.2%; p = 1.0)和82.1%(32/39; 65.9-91.9%; 10%)。对于9至9毫米腺瘤,p = 0.0009)。对于10毫米或更大的腺瘤患者,每位患者的敏感性为97.6%(40/41; 85.6-99.9%; p = 0.6),对于10mm或更大的腺瘤患者为82.4%(28/34; 64.8-92.6%; p = 0.047)腺瘤6-9毫米。每位患者的平均假阳性率和中位假阳性率分别为9.6 +/- 9.6和7.0。 CAD遗漏(假阴性结果)的常见原因是存在粘附的造影剂,扁平腺瘤和位于正常结肠褶皱上或附近的腺瘤。在随机样本中,有72.5%(29/40)的假阳性结果归因于褶皱或残留的粪便。结论:所评估的CAD系统在具有丰富息肉研究人群的CTC数据的腺瘤性息肉的检测中具有很高的性能,与培训系统所用的系统不同。

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