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小动物光子计数锥形束 CT 在临床前放射研究平台上,以提高辐射剂量计算的准确性。

Small animal photon counting cone-beam CT on a preclinical radiation research platform to improve radiation dose calculation accuracy.

机构信息

innovative Technology of Radiotherapy Computations and Hardware (iTORCH) Laboratory, Department of Radiation Oncology, University of Texas Southwestern Medical Center, Dallas, TX, United States of America.

Division of Diagnostic Imaging Physics, Department of Radiology, Massachusetts General Hospital, 55 Fruit Street, Boston, MA, United States of America.

出版信息

Phys Med Biol. 2022 Sep 26;67(19). doi: 10.1088/1361-6560/ac9176.

Abstract

Cone beam CT (CBCT) in preclinical small animal irradiation platforms provides essential information for image guidance and radiation dose calculation for experiment planning. This project developed a photon-counting detector (PCD)-based multi(3)-energy (ME-)CBCT on a small animal irradiator to improve the accuracy of material differentiation and hence dose calculation, and compared to conventional flat panel detector (FPD)-based CBCT.We constructed a mechanical structure to mount a PCD to an existing preclinical irradiator platform and built a data acquisition pipeline to acquire x-ray projection data with a 100 kVp x-ray beam using three different energy thresholds in a single gantry rotation. We implemented an energy threshold optimization scheme to determine optimal thresholds to balance signal-to-noise ratios (SNRs) among energy channels. Pixel-based detector response calibration was performed to remove ring artifacts in reconstructed CBCT images. Feldkamp-Davis-Kress method was employed to reconstruct CBCT images and a total-variance regularization-based optimization model was used to decompose CBCT images into bone and water material images. We compared dose calculation results using PCD-based ME-CBCT with that of FPD-based CBCT.The optimal nominal energy thresholds were determined as 26, 56, and 90 keV, under which SNRs in a selected region-of-interest in the water region were 6.11, 5.91 and 5.93 in the three energy channels, respectively. Compared with dose calculation results using FPD-based CBCT, using PCD-based ME-CBCT reduced the mean relative error from 49.5% to 16.4% in bone regions and from 7.5% to 6.9% in soft tissue regions.PCD-based ME-CBCT is beneficial in improving radiation dose calculation accuracy in experiment planning of preclinical small animal irradiation researches.

摘要

锥形束 CT(CBCT)在临床前小动物照射平台中提供了图像引导和辐射剂量计算的重要信息,有助于实验计划。本项目在小动物照射器上开发了一种基于光子计数探测器(PCD)的多(3)能(ME)-CBCT,以提高材料区分的准确性,从而提高剂量计算的准确性,并与传统的平板探测器(FPD)-基于 CBCT。我们构建了一个机械结构,将 PCD 安装到现有的临床前照射器平台上,并构建了一个数据采集管道,以便在单个旋转架中使用三个不同的能量阈值采集 100 kVp X 射线束的 X 射线投影数据。我们实施了能量阈值优化方案,以确定平衡能量通道之间信噪比(SNR)的最佳阈值。进行了基于像素的探测器响应校准,以消除重建 CBCT 图像中的环形伪影。采用 Feldkamp-Davis-Kress 方法重建 CBCT 图像,并使用基于全变差正则化的优化模型将 CBCT 图像分解为骨和水材料图像。我们比较了基于 PCD 的 ME-CBCT 和基于 FPD 的 CBCT 的剂量计算结果。确定了最佳标称能量阈值为 26、56 和 90 keV,在这三个能量通道中,所选水区域感兴趣区域中的 SNR 分别为 6.11、5.91 和 5.93。与基于 FPD 的 CBCT 的剂量计算结果相比,在骨区域中,使用基于 PCD 的 ME-CBCT 将平均相对误差从 49.5%降低到 16.4%,在软组织区域中从 7.5%降低到 6.9%。基于 PCD 的 ME-CBCT 有利于提高临床前小动物照射研究实验计划中辐射剂量计算的准确性。

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