Suppr超能文献

管电流对 CT 放射组学特征的影响。

Effect of tube current on computed tomography radiomic features.

机构信息

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

Graduate School of Biomedical Sciences, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA.

出版信息

Sci Rep. 2018 Feb 5;8(1):2354. doi: 10.1038/s41598-018-20713-6.

Abstract

Variability in the x-ray tube current used in computed tomography may affect quantitative features extracted from the images. To investigate these effects, we scanned the Credence Cartridge Radiomics phantom 12 times, varying the tube current from 25 to 300 mA∙s while keeping the other acquisition parameters constant. For each of the scans, we extracted 48 radiomic features from the categories of intensity histogram (n = 10), gray-level run length matrix (n = 11), gray-level co-occurrence matrix (n = 22), and neighborhood gray tone difference matrix (n = 5). To gauge the size of the tube current effects, we scaled the features by the coefficient of variation of the corresponding features extracted from images of non-small cell lung cancer tumors. Variations in the tube current had more effect on features extracted from homogeneous materials (acrylic, sycamore wood) than from materials with more tissue-like textures (cork, rubber particles). Thirty-eight of the 48 features extracted from acrylic were affected by current reductions compared with only 2 of the 48 features extracted from rubber particles. These results indicate that variable x-ray tube current is unlikely to have a large effect on radiomic features extracted from computed tomography images of textured objects such as tumors.

摘要

X 射线管电流的变化可能会影响从图像中提取的定量特征。为了研究这些影响,我们对 Credence Cartridge Radiomics 体模进行了 12 次扫描,在保持其他采集参数不变的情况下,将管电流从 25mA·s 变化到 300mA·s。对于每次扫描,我们从强度直方图(n=10)、灰度游程长度矩阵(n=11)、灰度共生矩阵(n=22)和邻域灰度差矩阵(n=5)这四个类别中提取了 48 个放射组学特征。为了衡量管电流效应的大小,我们将特征除以从非小细胞肺癌肿瘤图像中提取的相应特征的变异系数进行缩放。管电流的变化对均匀材料(亚克力、梧桐木)的特征的影响比对具有更多组织样纹理的材料(软木、橡胶颗粒)的特征的影响更大。与从橡胶颗粒中提取的 48 个特征中的 2 个相比,从亚克力中提取的 38 个特征中的 38 个受到电流降低的影响。这些结果表明,对于从纹理物体(如肿瘤)的计算机断层扫描图像中提取的放射组学特征,可变的 X 射线管电流不太可能产生很大的影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a7e/5799381/4a45af38cd4e/41598_2018_20713_Fig1_HTML.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验