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Effects of CT dose and nodule characteristics on lung-nodule detectability in a cohort of 90 National Lung Screening Trial patients.

机译:CT剂量和结节特征对90例国家肺筛查患者群肺结节可检测性的影响。

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Lung cancer screening CT is already performed at low dose. There are many techniques to reduce the dose even further, but it is not clear how such techniques will affect nodule detectability. In this work, we used an in-house CAD algorithm to evaluate detectability. 90348 patients and their raw CT data files were drawn from the National Lung Screening Trial (NLST) database. All scans were acquired at ~2 mGy CTDIvol with fixed tube current, 1 mm slice thickness, and B50 reconstruction kernel on a Sensation 64 scanner (Siemens Healthcare). We used the raw CT data to simulate two additional reduced-dose scans for each patient corresponding to 1 mGy (50%) and 0.5 mGy (25%). Radiologists' findings on the NLST reader forms indicated 65 nodules in the cohort, which we subdivided based on LungRADS criteria. For larger category 4 nodules, median sensitivities were 100% at all three dose levels, and mean sensitivity decreased with dose. For smaller nodules meeting the category 2 or 3 criteria, the dose dependence was less obvious. Overall, mean patient-level sensitivity varied from 38.5% at 100% dose to 40.4% at 50% dose, a difference of only 1.9%. However, the false-positive rate quadrupled from 1 per case at 100% dose to 4 per case at 25% dose. Dose reduction affected lung-nodule detectability differently depending on the LungRADS category, and the false-positive rate was very sensitive at sub-screening dose levels. Thus, care should be taken to adapt CAD for the very challenging noise characteristics of screening.
机译:肺癌筛选CT已经在低剂量下进行。还有许多技术进一步减少剂量,但目前尚不清楚这些技术如何影响结节可检测性。在这项工作中,我们使用了内部CAD算法来评估可检测性。 90348患者及其原始CT数据文件来自国家肺部筛选试验(NLST)数据库。所有扫描都在〜2 MGY CTDIVOL中获得固定管电流,1毫米切片厚度和感觉64扫描仪(西门子医疗保健)的B50重建内核。我们使用RAW CT数据来模拟对应于1 MGY(50%)和0.5 MGY(25%)的每位患者的两种额外的减少剂量扫描。辐射学家在NLST读卡器上的调查结果表明,在队列中指出了65个结节,这是根据LUNGRADS标准进行细分的。对于较大的4类结节,所有三种剂量水平的中值敏感性为100%,并且用剂量降低平均敏感性。对于较小的结节,符合2类或3类标准,剂量依赖性不太明显。总体而言,平均患者水平敏感度在100%剂量下的38.5%下变化至40.4%,剂量为40.4%,差异仅为1.9%。然而,每个案例从1%的假阳性率在100%剂量为40%以上的25%剂量。剂量还原对Lung-Nodule可检测性不同,这取决于Lungrad类别,并且假阳性率在次筛选剂量水平上非常敏感。因此,应注意适应CAD以获得筛选的非常具有挑战性的噪声特性。

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