Tseng Hsin Wu, Karellas Andrew, Vedantham Srinivasan
Department of Medical Imaging, The University of Arizona, Tucson, AZ, United States of America.
Department of Biomedical Engineering, The University of Arizona, Tucson, AZ, United States of America.
Biomed Phys Eng Express. 2020 Sep 28;6(6). doi: 10.1088/2057-1976/abb834.
The purpose of this study is to quantify the impact of sparse-view acquisition in short-scan trajectories, compared to 360-degrees full-scan acquisition, on image quality measures in dedicated cone-beam breast computed tomography (BCT). Projection data from 30 full-scan (360-degrees; 300 views) BCT exams with calcified lesions were selected from an existing clinical research database. Feldkamp-Davis-Kress (FDK) reconstruction of the full-scan data served as the reference. Projection data corresponding to two short-scan trajectories, 204 and 270-degrees, which correspond to the minimum and maximum angular range achievable in a cone-beam BCT system were selected. Projection data were retrospectively sampled to provide 225, 180, and 168 views for 270-degrees short-scan, and 170 views for 204-degrees short-scan. Short-scans with 180 and 168 views in 270-degrees used non-uniform angular sampling. A fast, iterative, total variation-regularized, statistical reconstruction technique (FIRST) was used for short-scan image reconstruction. Image quality was quantified by variance, signal-difference to noise ratio (SDNR) between adipose and fibroglandular tissues, full-width at half-maximum (FWHM) of calcifications in two orthogonal directions, as well as, bias and root-mean-squared-error (RMSE) computed with respect to the reference full-scan FDK reconstruction. The median values of bias (8.6 × 10-10.3 × 10cm) and RMSE (6.8 × 10-9.8 × 10cm) in the short-scan reconstructions, computed with the full-scan FDK as the reference were close to, but not zero (P < 0.0001, one-sample median test). The FWHM of the calcifications in the short-scan reconstructions did not differ significantly from the reference FDK reconstruction (P > 0.118), except along the superior-inferior direction for the short-scan reconstruction with 168 views in 270-degrees (P = 0.046). The variance and SDNR from short-scan reconstructions were significantly improved compared to the full-scan FDK reconstruction (P < 0.0001). This study demonstrates the feasibility of the short-scan, sparse-view, compressed sensing-based iterative reconstruction. This study indicates that shorter scan times and reduced radiation dose without sacrificing image quality are potentially feasible.
本研究的目的是,与360度全扫描采集相比,量化短扫描轨迹下稀疏视图采集对专用锥束乳腺计算机断层扫描(BCT)图像质量指标的影响。从现有的临床研究数据库中选取了30例含有钙化病变的全扫描(360度;300个视图)BCT检查的投影数据。全扫描数据的菲尔德坎普-戴维斯-克雷斯(FDK)重建作为参考。选取了对应于两条短扫描轨迹(204度和270度)的投影数据,这两条轨迹分别对应锥束BCT系统可实现的最小和最大角度范围。对投影数据进行回顾性采样,为270度短扫描提供225、180和168个视图,为204度短扫描提供170个视图。270度下180和168个视图的短扫描采用非均匀角度采样。使用一种快速、迭代、总变差正则化的统计重建技术(FIRST)进行短扫描图像重建。通过方差、脂肪组织与纤维腺组织之间的信号差异噪声比(SDNR)、钙化在两个正交方向上的半高宽(FWHM),以及相对于参考全扫描FDK重建计算的偏差和均方根误差(RMSE)来量化图像质量。以全扫描FDK为参考计算的短扫描重建中偏差(8.6×10 - 10.3×10厘米)和RMSE(6.8×10 - 9.8×10厘米)的中位数接近但不为零(P < 0.0001,单样本中位数检验)。短扫描重建中钙化的FWHM与参考FDK重建相比无显著差异(P > 0.118),270度下168个视图的短扫描在上下方向除外(P = 0.046)。与全扫描FDK重建相比,短扫描重建的方差和SDNR显著改善(P < 0.0001)。本研究证明了基于稀疏视图、压缩感知的短扫描迭代重建的可行性。本研究表明,在不牺牲图像质量的情况下缩短扫描时间和降低辐射剂量具有潜在的可行性。