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CT 纹理分析用于区分浸润性、原位和微浸润性肺腺癌亚型的亚实性结节。

CT-texture analysis of subsolid nodules for differentiating invasive from in-situ and minimally invasive lung adenocarcinoma subtypes.

机构信息

Radiology department, Grenoble Alpes University Teaching Hospital, CS 10217, 38043 Grenoble cedex 9, France.

Radiology department, Grenoble Alpes University Teaching Hospital, CS 10217, 38043 Grenoble cedex 9, France.

出版信息

Diagn Interv Imaging. 2018 May;99(5):291-299. doi: 10.1016/j.diii.2017.12.013. Epub 2018 Feb 22.

Abstract

PURPOSE

The purpose of this study was to evaluate the usefulness of computed tomography-texture analysis (CTTA) in differentiating between in-situ and minimally-invasive from invasive adenocarcinomas in subsolid lung nodules (SSLNs).

MATERIAL AND METHODS

Two radiologists retrospectively reviewed 49 SSLNs in 44 patients. There were 27 men and 17 women with a mean age of 63±7 (SD) years (range: 47-78years). For each SSLN, type (pure ground-glass or part-solid) was assessed by consensus and CTTA was conducted independently by each observer using a filtration-histogram technique. Different filters were used before histogram quantification: no filtration, fine, medium and coarse, followed by histogram quantification using mean intensity, standard deviation (SD), entropy, mean positive pixels (MPP), skewness and kurtosis.

RESULTS

We analyzed 13 pure ground-glass and 36 part-solid nodules corresponding to 16 adenocarcinomas in-situ (AIS), 5 minimally invasive adenocarcinomas (MIA) and 28 invasive adenocarcinomas (IVA). At uni- and multivariate analysis CTTA allowed discriminating between IVAs and AIS/MIA (P<0.05 and P=0.025, respectively) with the following histogram parameters: skewness using fine textures and kurtosis using coarse filtration for pure ground-glass nodules, and SD without filtration for part-solid nodules.

CONCLUSION

CTTA has the potential to differentiate AIS and MIA from IVA among SSLNs. However, our results require further validation on a larger cohort.

摘要

目的

本研究旨在评估 CT 纹理分析(CTTA)在区分肺亚实性结节(SSLNs)中的原位和微浸润性腺癌与浸润性腺癌的作用。

材料和方法

两名放射科医生回顾性分析了 44 名患者的 49 个 SSLN。27 名男性和 17 名女性,平均年龄 63±7(SD)岁(范围:47-78 岁)。对于每个 SSLN,通过共识评估类型(纯磨玻璃或部分实性),并由每位观察者独立使用滤过直方图技术进行 CTTA。在进行直方图定量分析之前,使用不同的滤波器进行过滤:无过滤、细、中、粗,然后使用平均强度、标准差(SD)、熵、阳性像素平均值(MPP)、偏度和峰度进行直方图定量分析。

结果

我们分析了 13 个纯磨玻璃结节和 36 个部分实性结节,这些结节对应 16 个原位腺癌(AIS)、5 个微浸润性腺癌(MIA)和 28 个浸润性腺癌(IVA)。在单变量和多变量分析中,CTTA 允许区分 IVA 和 AIS/MIA(P<0.05 和 P=0.025),以下是使用细纹理的偏度和使用粗过滤的峰度的直方图参数:对于纯磨玻璃结节,以及对于部分实性结节的无过滤 SD。

结论

CTTA 有可能区分 SSLNs 中的 AIS 和 MIA 与 IVA。然而,我们的结果需要在更大的队列中进一步验证。

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