Qasempour Younes, Mohammadi Amirsalar, Rezaei Mostafa, Pouryazadanpanah Parisa, Ziaddini Fatemeh, Borbori Alma, Shiri Isaac, Hajianfar Ghasem, Janati Azam, Ghasemirad Sareh, Abdollahi Hamid
Student Research Committee, School of Allied Medicine, Kerman University of Medical Sciences, Kerman, Iran.
Division of Nuclear Medicine and Molecular Imaging, Geneva University Hospital, Geneva, Switzerland.
J Med Signals Sens. 2020 Nov 11;10(4):275-285. doi: 10.4103/jmss.JMSS_64_19. eCollection 2020 Oct-Dec.
Feature reproducibility is a critical issue in quantitative radiomic studies. The aim of this study is to assess how radiographic radiomic textures behave against changes in phantom materials, their arrangements, and focal spot size.
A phantom with detachable parts was made using wood, sponge, Plexiglas, and rubber. Each material had 1 cm thickness and was imaged for consecutive time. The phantom also was imaged by change in the arrangement of its materials. Imaging was done with two focal spot sizes including 0.6 and 1.2 mm. All images were acquired with a digital radiography machine. Several texture features were extracted from the same size region of interest in all images. To assess reproducibility, coefficient of variation (COV), intraclass correlation coefficient (ICC), and Bland-Altman tests were used.
Results show that 59%, 50%, and 4.5% of all features are most reproducible (COV ≤5%) against change in focal spot size, material arrangements, and phantom's materials, respectively. Results on Bland-Altman analysis showed that there is just a nonreproducible feature against change in the focal spot size. On the ICC results, we observed that the ICCs for more features are >0.90 and there were few features with ICC lower than 0.90.
We showed that radiomic textures are vulnerable against changes in materials, arrangement, and different focal spot sizes. These results suggest that a careful analysis of the effects of these parameters is essential before any radiomic clinical application.
特征可重复性是定量放射组学研究中的一个关键问题。本研究的目的是评估放射影像学的放射组学纹理在体模材料、其排列以及焦点尺寸变化时的表现。
使用木材、海绵、有机玻璃和橡胶制作了一个带有可拆卸部件的体模。每种材料的厚度均为1厘米,并连续进行成像。该体模还通过改变其材料排列进行成像。成像采用两种焦点尺寸,分别为0.6毫米和1.2毫米。所有图像均使用数字射线照相机器采集。从所有图像中相同大小的感兴趣区域提取了多个纹理特征。为评估可重复性,使用了变异系数(COV)、组内相关系数(ICC)和布兰德-奥特曼检验。
结果表明,在焦点尺寸、材料排列和体模材料变化时,所有特征中分别有59%、50%和4.5%的特征具有最高的可重复性(COV≤5%)。布兰德-奥特曼分析结果表明,在焦点尺寸变化时只有一个不可重复的特征。根据ICC结果,我们观察到更多特征的ICC>0.90,只有少数特征的ICC低于0.90。
我们表明放射组学纹理易受材料、排列和不同焦点尺寸变化的影响。这些结果表明,在任何放射组学临床应用之前,仔细分析这些参数的影响至关重要。