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多中心定量肺研究中 CT 衰减的站点间和时间比较的参考标准和统计模型。

Reference standard and statistical model for intersite and temporal comparisons of CT attenuation in a multicenter quantitative lung study.

机构信息

Department of Radiology, University of Iowa Carver College of Medicine, Iowa City, IA, USA.

出版信息

Med Phys. 2012 Sep;39(9):5757-67. doi: 10.1118/1.4747342.

Abstract

PURPOSE

The purpose of this study was to detect and analyze anomalies between a large number of computed tomography (CT) scanners, tracked over time, utilized to collect human pulmonary CT data for a national multicenter study: chronic obstructive pulmonary disease genetic epidemiology study (COPDGene).

METHODS

A custom designed CT reference standard "Test Object" has been developed to evaluate the relevant differences in CT attenuation between CT scanners in COPDGene. The materials used in the Test Object to assess CT scanner accuracy and precision included lung equivalent foam (-856 HU), internal air (-1000 HU), water (0 HU), and acrylic (120 HU). Nineteen examples of the Test Object were manufactured. Initially, all Test Objects were scanned on the same CT scanner before the Test Objects were sent to the 20 specific sites and 42 individual CT scanners that were used in the study. The Test Objects were scanned over 17 months while the COPDGene study continued to recruit subjects. A mixed linear effect statistical analysis of the CT scans on the 19 Test Objects was performed. The statistical model reflected influence of reconstruction kernels, tube current, individual Test Objects, CT scanner models, and temporal consistency on CT attenuation.

RESULTS

Depending on the Test Object material, there were significant differences between reconstruction kernels, tube current, individual Test Objects, CT scanner models, and temporal consistency. The two Test Object materials of most interest were lung equivalent foam and internal air. With lung equivalent foam, there were significant (p < 0.05) differences between the Siemens B31 (-856.6, ±0.82; mean ± SE) and the GE Standard (-856.6 ± 0.83) reconstruction kernel relative to the Siemens B35 reference standard (-852.5 ± 1.4). Comparing lung equivalent foam attenuation there were also significant differences between CT scanner models (p < 0.01), tube current (p < 0.005), and in temporal consistency (p < 0.005) at individual sites. However, there were no significant effects measurable using different examples of the Test Objects at the various sites compared to the reference scans of the 19 Test Objects. For internal air, significant (p < 0.005) differences were found between all reconstruction kernels (Siemens B31, GE Standard, and Phillips B) compared to the reference standard. There were significant differences between CT models (p < 0.005), and tube current (p < 0.005). There were no significant effects measurable using different examples of the Test Objects at the various sites compared to the reference scans of the 19 Test Objects. Differences, across scanners, between external air and internal air measures in this simple (relative to the in vivo lung) test object varied by as much as 15 HU.

CONCLUSIONS

The authors conclude that the Test Object designed for this study was able to detect significant effects regarding individual CT scanners that altered the CT attenuation measurements relevant to the study that are used to determine lung density. Through an understanding of individual scanners, the Test Object analysis can be used to detect anomalies in an individual CT scanner and to statistically model out scanner differences and individual scanner changes over time in a large multicenter trial.

摘要

目的

本研究旨在检测和分析大量随时间推移而跟踪的计算机断层扫描(CT)扫描仪之间的异常,这些扫描仪用于为一项全国多中心研究收集人类肺部 CT 数据:慢性阻塞性肺疾病遗传流行病学研究(COPDGene)。

方法

专门设计了一个 CT 参考标准“测试对象”,用于评估 COPDGene 中 CT 扫描仪之间 CT 衰减的相关差异。用于评估 CT 扫描仪准确性和精度的测试对象材料包括肺等效泡沫(-856 HU)、内部空气(-1000 HU)、水(0 HU)和丙烯酸(120 HU)。共制造了 19 个测试对象。最初,所有测试对象都在同一种 CT 扫描仪上进行扫描,然后将测试对象发送到参与研究的 20 个特定地点和 42 个单独的 CT 扫描仪。在 COPDGene 研究继续招募受试者的 17 个月期间,对测试对象进行了扫描。对 19 个测试对象的 CT 扫描进行了混合线性效应统计分析。统计模型反映了重建核、管电流、单个测试对象、CT 扫描仪型号和时间一致性对 CT 衰减的影响。

结果

根据测试对象的材料,重建核、管电流、单个测试对象、CT 扫描仪型号和时间一致性之间存在显著差异。最受关注的两种测试对象材料是肺等效泡沫和内部空气。对于肺等效泡沫,西门子 B31(-856.6,±0.82;平均值±SE)和通用电气标准(-856.6±0.83)重建核相对于西门子 B35 参考标准(-852.5±1.4)存在显著差异(p<0.05)。比较肺等效泡沫衰减,在 CT 扫描仪模型(p<0.01)、管电流(p<0.005)和各站点的时间一致性(p<0.005)之间也存在显著差异。然而,与 19 个测试对象的参考扫描相比,在各个站点使用不同的测试对象样本没有可测量的显著影响。对于内部空气,与参考标准相比,所有重建核(西门子 B31、通用电气标准和菲利普斯 B)之间均发现有显著差异(p<0.005)。CT 模型(p<0.005)和管电流(p<0.005)之间存在显著差异。与 19 个测试对象的参考扫描相比,在各个站点使用不同的测试对象样本没有可测量的显著影响。在这个简单(相对于体内肺)测试对象中,外部空气和内部空气之间的测量值在不同的扫描仪之间存在高达 15 HU 的差异。

结论

作者得出结论,为这项研究设计的测试对象能够检测到与研究相关的 CT 衰减测量值有关的个体 CT 扫描仪的显著影响,这些测量值用于确定肺密度。通过了解各个扫描仪,测试对象分析可用于检测单个 CT 扫描仪中的异常,并在大型多中心试验中统计模型化扫描仪差异和个体扫描仪随时间的变化。

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