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首页> 外文期刊>Journal of computer assisted tomography >The use of computer-aided detection for the assessment of pulmonary arterial filling defects at computed tomographic angiography.
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The use of computer-aided detection for the assessment of pulmonary arterial filling defects at computed tomographic angiography.

机译:在计算机断层血管造影术中使用计算机辅助检测评估肺动脉充盈缺损。

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PURPOSE: To validate a computer-aided detection (CAD) tool for the detection of pulmonary arterial filling defects at computed tomographic pulmonary angiography (CTPA) and to assess its benefit for readers of different levels of experience. METHODS: One hundred consecutive CTPA studies were retrospectively evaluated by a chest radiologist for presence of emboli, serving as the reference standard. Subsequently, examinations were analyzed using commercially available second-generation CAD software (ImageChecker CT, version 2.1; R2 Technology, Inc., Sunnyvale, Calif). The staff radiologist assessed all CAD marks and classified them as true positive or false positive (FP), and any unmarked emboli were classified as false negative. Computer-aided detection software was also evaluated on a case basis compared with the reference standard.For the second part of the study, the 100 CTPAs were reviewed by 3 additional readers of different levels of experience, both without and with CAD, and findings correlated with the reference standard. RESULTS: Twenty-one studies (21%) were positive for pulmonary embolism. Of these, 18 were true positive on a case basis, and 3 were false negative. Of the 79 negative studies, 16 were true negative with no CAD marks, and the remaining 63 were FP. On a case basis, CAD sensitivity was 86%, specificity was 20%, negative predictive value was 84%, and positive predictive value (PPV) was 22%.Overall, the CAD software yielded 318 marks, identifying 64 of 93 emboli with an additional 254 FP marks. On a mark basis, sensitivity was 69%, and PPV was 20%.Computer-aided detection did not influence the most experienced reader (a chest fellow). Although CAD improved the subjective confidence of the second-year resident in some cases, it had no influence on overall interpretation or accuracy. Computer-aided detection improved accuracy only for the most inexperienced reader, helping this reader to identify 9 emboli not initially appreciated. CONCLUSIONS: Computer-aided detection specificity and PPV are poor due to expected FP marks, although, often, these can be easily dismissed. However, CAD software may play an important role as a second reader for residents or inexperienced readers.
机译:目的:验证一种计算机辅助检测(CAD)工具,以在计算机断层扫描肺血管造影(CTPA)上检测肺动脉充盈缺损,并评估其对不同经验水平读者的益处。方法:由胸部放射科医生回顾性评估了连续的100项CTPA研究,以作为参考标准。随后,使用市售的第二代CAD软件(ImageChecker CT,版本2.1; R2 Technology,Inc.,Sunnyvale,CA)对检查进行分析。放射线工作人员评估了所有CAD标记并将其分类为真阳性或假阳性(FP),所有未标记的栓子均分类为假阴性。还对计算机辅助检测软件与参考标准进行了案例评估。在研究的第二部分中,另外3名具有不同经验水平的读者(不使用CAD和使用CAD)对100个CTPA进行了审查,并将发现相关与参考标准。结果:二十一项研究(21%)为肺栓塞阳性。其中,有18例病例为真阳性,有3例为假阴性。在79项阴性研究中,有16项是真正的阴性,没有CAD标记,其余63项是FP。根据案例,CAD敏感性为86%,特异性为20%,阴性预测值为84%,阳性预测值(PPV)为22%。总体而言,CAD软件产生了318个标记,在93个栓子中鉴定出64个另外254个FP标记。以分数为基础,敏感度为69%,PPV为20%。计算机辅助检测不会影响最有经验的阅读器(胸部研究员)。尽管CAD在某些情况下提高了二年级学生的主观信心,但它对总体解释或准确性没有影响。计算机辅助检测仅针对最没有经验的阅读器提高了准确性,从而帮助该阅读器识别了最初不被欣赏的9个栓子。结论:由于预期的FP标记,计算机辅助的检测特异性和PPV较差,尽管通常可以很容易地将其消除。但是,对于居民或经验不足的读者,CAD软件可能扮演着重要的角色,作为第二读者。

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