Miranda Alan, Staelens Steven, Stroobants Sigrid, Verhaeghe Jeroen
Molecular Imaging Center Antwerp, University of Antwerp, Universiteitsplein 1, 2610 Antwerp, Belgium.
Phys Med Biol. 2017 Mar 7;62(5):1744-1758. doi: 10.1088/1361-6560/aa5a46. Epub 2017 Jan 19.
Preclinical positron emission tomography (PET) imaging in small animals is generally performed under anesthesia to immobilize the animal during scanning. More recently, for rat brain PET studies, methods to perform scans of unrestrained awake rats are being developed in order to avoid the unwanted effects of anesthesia on the brain response. Here, we investigate the use of a projected structure stereo camera to track the motion of the rat head during the PET scan. The motion information is then used to correct the PET data. The stereo camera calculates a 3D point cloud representation of the scene and the tracking is performed by point cloud matching using the iterative closest point algorithm. The main advantage of the proposed motion tracking is that no intervention, e.g. for marker attachment, is needed. A manually moved microDerenzo phantom experiment and 3 awake rat [F]FDG experiments were performed to evaluate the proposed tracking method. The tracking accuracy was 0.33 mm rms. After motion correction image reconstruction, the microDerenzo phantom was recovered albeit with some loss of resolution. The reconstructed FWHM of the 2.5 and 3 mm rods increased with 0.94 and 0.51 mm respectively in comparison with the motion-free case. In the rat experiments, the average tracking success rate was 64.7%. The correlation of relative brain regional [F]FDG uptake between the anesthesia and awake scan reconstructions was increased from on average 0.291 (not significant) before correction to 0.909 (p < 0.0001) after motion correction. Markerless motion tracking using structured light can be successfully used for tracking of the rat head for motion correction in awake rat PET scans.
小动物的临床前正电子发射断层扫描(PET)成像通常在麻醉下进行,以便在扫描过程中固定动物。最近,对于大鼠脑PET研究,为了避免麻醉对脑反应产生不良影响,正在开发对清醒无约束大鼠进行扫描的方法。在此,我们研究使用投影结构立体相机在PET扫描期间跟踪大鼠头部的运动。然后将运动信息用于校正PET数据。立体相机计算场景的三维点云表示,并使用迭代最近点算法通过点云匹配进行跟踪。所提出的运动跟踪的主要优点是不需要进行例如标记物附着等干预。进行了手动移动的微型德伦佐体模实验和3只清醒大鼠的[F]FDG实验,以评估所提出的跟踪方法。跟踪精度为均方根误差0.33毫米。运动校正图像重建后,微型德伦佐体模得以恢复,尽管分辨率有所损失。与无运动情况相比,2.5毫米和3毫米棒的重建半高宽分别增加了0.94毫米和0.51毫米。在大鼠实验中,平均跟踪成功率为64.7%。麻醉和清醒扫描重建之间相对脑区[F]FDG摄取的相关性从校正前的平均0.291(无显著性)提高到运动校正后的0.909(p < 0.0001)。使用结构光的无标记运动跟踪可成功用于清醒大鼠PET扫描中大鼠头部的运动跟踪以进行运动校正。