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Effects of motion, attenuation, and scatter corrections on gated cardiac SPECT reconstruction

机译:运动,衰减和散射校正对门控心脏spECT重建的影响

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摘要

PURPOSE: In gated cardiac single photon emission computed tomography (SPECT), image reconstruction is often hampered by various degrading factors including depth-dependent spatial blurring, attenuation, scatter, motion blurring, and low data counts. Consequently, there has been significant development in image reconstruction methods for improving the quality of reconstructed images. The goal of this work is to investigate how these degrading factors will impact the reconstructed myocardium when different reconstruction methods are used.METHODS: The authors conduct a comparative study of the effects of these degrading factors on the accuracy of myocardium by several reconstruction algorithms, including (1) a clinical spatiotemporal processing method, (2) maximum likelihood (ML) estimation, (3) 3D maximum a posteriori (MAP) estimation, (4) 3D MAP with posttemporal filtering, and (5) motion-compensated spatiotemporal (4D) reconstruction. To quantify the reconstruction results, the authors use the following measures on different aspects of the myocardium: (1) overall error level in the myocardium, (2) regional accuracy of the left ventricle (LV) wall, (3) uniformity of the LV, (4) accuracy of regional time activity curves by normalized cross-correlation coefficient, and (5) perfusion defect detectability. The authors also assess the effectiveness of degrading corrections in reconstruction by considering an upper bound for each reconstruction method, which represents what would be achieved by each method if the acquired data were free from attenuation and scatter degradations. In the experiments the authors use Monte Carlo simulated cardiac gated SPECT imaging based on the 4D NURBS-based cardiac-torso (NCAT) phantom with different patient geometry and lesion settings, in which the simulated ground truth is known for the purpose of quantitative evaluation.RESULTS: The results demonstrate that use of temporal processing in reconstruction (Methods 1, 4, and 5 above) can greatly improve the reconstructed myocardium in terms of both error level and perfusion defect detection. In low-count gated studies, it can have even greater impact than other degrading factors. Both attenuation and scatter corrections can lead to reduced error levels in the myocardium in all methods; in particular, with 4D the bias can be reduced by as much as four-fold compared to no correction. There is a slight increase in noise level observed with scatter correction. A significant improvement in heart wall appearance is demonstrated in reconstruction results from three sets of clinical acquisitions as correction for degradations is combined with refinement of temporal filtering.CONCLUSIONS: Correction for degrading factors such as resolution, attenuation, scatter, and motion blur can all lead to improved image quality in cardiac gated SPECT reconstruction. However, their effectiveness could also vary with the reconstruction algorithms used. Both attenuation and scatter corrections can effectively reduce the bias level of the reconstructed LV wall, though scatter correction is also observed to increase the variance level. Use of temporal processing in reconstruction can have greater impact on the accuracy of the myocardium than correction of other degrading factors. Overall, use of degrading corrections in 4D reconstruction is shown to be most effective for improving both reconstruction accuracy of the myocardium and detectability of perfusion defects in gated images.
机译:目的:在门控心脏单光子发射计算机断层扫描(SPECT)中,图像重建通常受到各种降级因素的阻碍,这些因素包括与深度有关的空间模糊,衰减,散射,运动模糊和数据量少。因此,在用于改善重构图像的质量的图像重构方法中已经有了重大发展。这项工作的目的是研究当使用不同的重建方法时这些降解因子将如何影响心肌重建。方法:作者通过几种重建算法对这些降解因子对心肌准确性的影响进行了比较研究,包括(1)临床时空处理方法,(2)最大似然(ML)估计,(3)3D最大后验(MAP)估计,(4)具有时后滤波的3D MAP,以及(5)运动补偿的时空(4D) )重建。为了量化重建结果,作者在心肌的不同方面使用了以下措施:(1)心肌的总体错误水平;(2)左心室(LV)壁的区域准确性;(3)LV的均匀性,(4)通过归一化互相关系数的区域时间活动曲线的准确性,以及(5)灌注缺陷的可检测性。作者还通过考虑每种重建方法的上限来评估重建中降级校正的有效性,这代表了如果所获取的数据没有衰减和散射退化,则每种方法都可以实现的目标。在实验中,作者使用了基于基于4D NURBS的心脏躯干(NCAT)体模的Monte Carlo模拟心脏门控SPECT成像,具有不同的患者几何形状和病变设置,其中已知的模拟地面真相用于定量评估。结果:结果表明,在重建过程中使用时间处理(上述方法1、4和5)可以在错误水平和灌注缺陷检测方面极大地改善重建的心肌。在低计数门控研究中,它可能会比其他退化因素产生更大的影响。在所有方法中,衰减校正和散射校正都可以减少心肌中的错误级别。特别是使用4D时,与不进行校正相比,偏差可以减少多达四倍。通过散射校正观察到的噪声水平略有增加。三组临床数据的重建结果证明了心脏壁外观的显着改善,因为对退化的校正与对时间过滤的细化相结合。结论:对诸如分辨率,衰减,散射和运动模糊等退化因素的校正都可以导致在心脏门控SPECT重建中改善图像质量。但是,它们的有效性也可能随所使用的重建算法而变化。衰减和散射校正都可以有效地降低重建的LV墙的偏置水平,尽管也观察到散射校正会增加方差水平。与其他退化因素的校正相比,在重建中使用时间处理可能对心肌的准确性产生更大的影响。总体而言,在4D重建中使用降级校正显示出最有效的方法,可同时改善心肌的重建准确性和门控图像中灌注缺陷的可检测性。

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