Effects of non-stationary blur on texture biomarkers of bone using Ultra-High Resolution CT.

IF 0.4 4区 历史学 Q1 HISTORY PACIFIC HISTORICAL REVIEW Pub Date : 2023-02-01 Epub Date: 2023-04-19 DOI:10.1117/12.2654304
G Shi, F J Quevedo Gonzalez, R E Breighner, J A Carrino, J H Siewerdsen, W Zbijewski
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Abstract

Purpose: To advance the development of radiomic models of bone quality using the recently introduced Ultra-High Resolution CT (UHR CT), we investigate inter-scan reproducibility of trabecular bone texture features to spatially-variant azimuthal and radial blurs associated with focal spot elongation and gantry rotation.

Methods: The UHR CT system features 250×250 μm detector pixels and an x-ray source with a 0.4×0.5 mm focal spot. Visualization of details down to ~150 μm has been reported for this device. A cadaveric femur was imaged on UHR CT at three radial locations within the field-of-view: 0 cm (isocenter), 9 cm from the isocenter, and 18 cm from the isocenter; we expect the non-stationary blurs to worsen with increasing radial displacement. Gray level cooccurrence (GLCM) and gray level run length (GLRLM) texture features were extracted from 237 trabecular regions of interest (ROIs, 5 cm diameter) placed at corresponding locations in the femoral head in scans obtained at the different shifts. We evaluated concordance correlation coefficient (CCC) between texture features at 0 cm (reference) and at 9 cm and 18 cm. We also investigated whether the spatially-variant blurs affect K-means clustering of trabecular bone ROIs based on their texture features.

Results: The average CCCs (against the 0 cm reference) for GLCM and GLRM features were ~0.7 at 9 cm. At 18 cm, the average CCCs were reduced to ~0.17 for GLCM and ~0.26 for GLRM. The non-stationary blurs are incorporated in radiomic features of cancellous bone, leading to inconsistencies in clustering of trabecular ROIs between different radial locations: an intersection-over-union overlap of corresponding (most similar) clusters between 0 cm and 9 cm shift was >70%, but dropped to <60% for the majority of corresponding clusters between 0 cm and 18 cm shift.

Conclusion: Non-stationary CT system blurs reduce inter-scan reproducibility of texture features of trabecular bone in UHR CT, especially for locations >15 cm from the isocenter. Radiomic models of bone quality derived from UHR CT measurements at isocenter might need to be revised before application in peripheral body sites such as the hips.

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超高分辨率 CT 非稳态模糊对骨纹理生物标记的影响
目的:为了利用最近推出的超高分辨率 CT(UHR CT)推进骨质放射模型的开发,我们研究了骨小梁纹理特征对与焦斑拉长和龙门架旋转相关的空间变异方位角和径向模糊的扫描间重现性:UHR CT 系统的探测器像素为 250×250 μm,X 射线源的焦斑为 0.4×0.5 mm。据报道,该设备的可视化细节可达 ~150 μm。UHR CT 在视场内的三个径向位置对尸体股骨进行成像:我们预计非稳态模糊会随着径向位移的增加而加剧。灰度共生(GLCM)和灰度运行长度(GLRLM)纹理特征是从在不同位移下获得的扫描图像中股骨头相应位置的 237 个小梁感兴趣区(ROI,直径 5 厘米)中提取的。我们评估了 0 厘米(参考值)、9 厘米和 18 厘米处纹理特征之间的一致性相关系数 (CCC)。我们还研究了空间变异模糊是否会影响根据纹理特征对小梁骨 ROI 进行 K-means 聚类:结果:在 9 厘米处,GLCM 和 GLRM 特征的平均 CCCs(相对于 0 厘米参考值)约为 0.7。在 18 厘米处,GLCM 和 GLRM 的平均 CCCs 分别降至 ~0.17 和 ~0.26。非稳态模糊包含在松质骨的放射学特征中,导致不同径向位置的骨小梁 ROI 聚类不一致:0 厘米和 9 厘米移位之间的相应(最相似)聚类的交集-重叠-交集重叠率大于 70%,但下降到结论:非静态 CT 系统的模糊降低了 UHR CT 扫描间骨小梁纹理特征的再现性,尤其是在距离等中心 >15 厘米的位置。在应用于髋部等身体外周部位之前,可能需要对根据等中心 UHR CT 测量得出的骨质放射原子模型进行修改。
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期刊介绍: For over 70 years, the Pacific Historical Review has accurately and adeptly covered the history of American expansion to the Pacific and beyond, as well as the post-frontier developments of the 20th-century American West. Recent articles have discussed: •Japanese American Internment •The Establishment of Zion and Bryce National Parks in Utah •Mexican Americans, Testing, and School Policy 1920-1940 •Irish Immigrant Settlements in Nineteenth-Century California and Australia •American Imperialism in Oceania •Native American Labor in the Early Twentieth Century •U.S.-Philippines Relations •Pacific Railroad and Westward Expansion before 1945
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