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从肺部肿瘤的对比增强CT中提取的定量成像特征的不确定性分析

Uncertainty analysis of quantitative imaging features extracted from contrast-enhanced CT in lung tumors.

作者信息

Yang Jinzhong, Zhang Lifei, Fave Xenia J, Fried David V, Stingo Francesco C, Ng Chaan S, Court Laurence E

机构信息

Department of Radiation Physics, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd., Houston, TX 77030, USA.

Department of Radiation Physics, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd., Houston, TX 77030, USA.

出版信息

Comput Med Imaging Graph. 2016 Mar;48:1-8. doi: 10.1016/j.compmedimag.2015.12.001. Epub 2015 Dec 14.

Abstract

PURPOSE

To assess the uncertainty of quantitative imaging features extracted from contrast-enhanced computed tomography (CT) scans of lung cancer patients in terms of the dependency on the time after contrast injection and the feature reproducibility between scans.

METHODS

Eight patients underwent contrast-enhanced CT scans of lung tumors on two sessions 2-7 days apart. Each session included 6 CT scans of the same anatomy taken every 15s, starting 50s after contrast injection. Image features based on intensity histogram, co-occurrence matrix, neighborhood gray-tone difference matrix, run-length matrix, and geometric shape were extracted from the tumor for each scan. Spearman's correlation was used to examine the dependency of features on the time after contrast injection, with values over 0.50 considered time-dependent. Concordance correlation coefficients were calculated to examine the reproducibility of each feature between times of scans after contrast injection and between scanning sessions, with values greater than 0.90 considered reproducible.

RESULTS

The features were found to have little dependency on the time between the contrast injection and the CT scan. Most features were reproducible between times of scans after contrast injection and between scanning sessions. Some features were more reproducible when they were extracted from a CT scan performed at a longer time after contrast injection.

CONCLUSION

The quantitative imaging features tested here are mostly reproducible and show little dependency on the time after contrast injection.

摘要

目的

从对比剂注射后的时间依赖性以及扫描之间的特征可重复性方面,评估从肺癌患者的对比增强计算机断层扫描(CT)图像中提取的定量成像特征的不确定性。

方法

8名患者在间隔2 - 7天的两个时间段接受了肺部肿瘤的对比增强CT扫描。每个时间段包括在对比剂注射后50秒开始,每隔15秒对同一解剖结构进行6次CT扫描。从每次扫描的肿瘤中提取基于强度直方图、共生矩阵、邻域灰度差矩阵、游程矩阵和几何形状的图像特征。使用Spearman相关性检验特征对对比剂注射后时间的依赖性,大于0.50的值被认为具有时间依赖性。计算一致性相关系数以检验对比剂注射后不同扫描时间之间以及扫描时间段之间每个特征的可重复性,大于0.90的值被认为具有可重复性。

结果

发现这些特征对对比剂注射与CT扫描之间的时间依赖性很小。大多数特征在对比剂注射后的扫描时间之间以及扫描时间段之间是可重复的。当从对比剂注射后较长时间进行的CT扫描中提取时,一些特征的可重复性更高。

结论

此处测试的定量成像特征大多具有可重复性,并且对对比剂注射后的时间依赖性很小。

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Preliminary investigation into sources of uncertainty in quantitative imaging features.初步调查定量成像特征中不确定性的来源。
Comput Med Imaging Graph. 2015 Sep;44:54-61. doi: 10.1016/j.compmedimag.2015.04.006. Epub 2015 May 5.

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