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Respiratory and cardiac motion correction in dual gated PET/MR imaging

机译:双门PET / MR成像中的呼吸和心脏运动校正

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摘要

Respiratory and cardiac motion in PET/MR imaging leads to reduced quantitative and qualitative image accuracy. Correction methodologies involve the use of double gated acquisitions which lead to low signal-to-noise ratio (SNR) and to issues concerning the combination of cardiac and respiratory frames. The objective of this work is to use a generalized reconstruction by inversion of coupled systems (GRICS) approach, previously used for PET/MR respiratory motion correction, combined with a cardiac phase signal and a reconstruction incorporated PET motion correction approach in order to reconstruct motion free images from dual gated PET acquisitions. The GRICS method consists of formulating parallel MRI in the presence of patient motion as a coupled inverse problem. Its resolution, using a fixed-point method, allows the reconstructed image to be improved using a motion model constructed from the raw MR data and two respiratory belts. GRICS obtained respiratory displacements are interpolated using the cardiac phase derived from an ECG to model simultaneous cardiac and respiratory motion. Three different volunteer datasets (4DMR acquisitions) were used for evaluation. GATE was used to simulate 4DPET datasets corresponding to the acquired 4DMR images. Simulated data were subsequently binned using 16 cardiac phases (M1) vs diastole only (M2), in combination with 8 respiratory amplitude gates. Respiratory and cardiac motion corrected PET images using either M1 or M2 were compared to respiratory only corrected images and evaluated in terms of SNR and contrast improvement. Significant visual improvements were obtained when correcting simultaneously for respiratory and cardiac motion (using 16 cardiac phase or diastole only) compared to respiratory motion only compensation. Results were confirmed by an associated increased SNR and contrast. Results indicate that using GRICS is an efficient tool for respiratory and cardiac motion correction in dual gated PET/MR imaging.
机译:PET / MR成像中的呼吸运动和心脏运动会降低定量和定性的图像准确性。校正方法涉及使用双门采集,这会导致低信噪比(SNR)以及涉及心脏和呼吸框架组合的问题。这项工作的目的是使用以前通过PET / MR呼吸运动校正使用的耦合系统倒置(GRICS)方法进行的广义重建,并结合心脏相位信号和合并重建的PET运动校正方法,以重建运动来自双门PET采集的免费图像。 GRICS方法包括在存在患者运动的情况下将并行MRI公式化为耦合的逆问题。使用定点方法的分辨率可以使用由原始MR数据和两条呼吸带构建的运动模型来改善重建图像。使用从ECG导出的心脏相位对GRICS获得的呼吸位移进行插值,以模拟同时发生的心脏和呼吸运动。使用三个不同的志愿者数据集(获取4DMR)进行评估。 GATE用于模拟与采集的4DMR图像相对应的4DPET数据集。随后使用16个心脏相位(M1)与仅心脏舒张期(M2)结合8个呼吸幅度门来对模拟数据进行分类。将使用M1或M2进行呼吸和心脏运动校正的PET图像与仅通过呼吸校正的图像进行比较,并根据SNR和对比度改善进行评估。与仅进行呼吸运动补偿相比,同时校正呼吸和心脏运动(仅使用16个心脏相位或舒张期)时,视觉效果得到了显着改善。相关的信噪比和对比度提高证实了结果。结果表明,使用GRICS是双门PET / MR成像中呼吸和心脏运动校正的有效工具。

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