Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, United States of America.
Philips Healthcare, MR R&D, Rochester, MN, United States of America.
Phys Med Biol. 2023 Jan 27;68(3). doi: 10.1088/1361-6560/acace6.
. To develop a respiratory motion-resolved four-dimensional (4D) magnetic resonance imaging (MRI) technique with high-isotropic-resolution (1.1 mm) using 3D radial sampling, camera-based respiratory motion sensing, and temporal compressed sensing reconstruction for lung cancer imaging.. Free-breathing half- and full-spoke 3D golden-angle radial acquisitions were performed on eight healthy volunteers and eight patients with lung tumors of varying size. A back-and-forth k-space ordering between consecutive interleaves of the 3D radial acquisition was performed to minimize eddy current-related artifacts. Data were sorted into respiratory motion states using camera-based motion navigation and 4D images were reconstructed using temporal compressed sensing to reduce scan time. Normalized sharpness indices of the diaphragm, apparent signal-to-noise ratio (aSNR) and contrast-to-noise ratio (CNR) of the lung tumor (patients only), liver, and aortic arch were compared between half- and full-spoke 4D MRI images to evaluate the impact of respiratory motion and image contrast on 4D MRI image quality. Respiration-induced changes in lung volumes and center of mass shifts were compared between half- and full-spoke 4D MRI measurements. In addition, the motion measurements from 4D MRI and the same-day 4D CT were presented in one of the lung tumor patients.. Half-spoke 4D MRI provides better visualization of the lung parenchyma, while full-spoke 4D MRI presents sharper diaphragm images and higher aSNR and CNR in the lung tumor, liver, and aortic arch. Lung volume changes and center of mass shifts measured by half- and full-spoke 4D MRI were not statistically different. For the patient with 4D MRI and same-day 4D CT, lung volume changes and center of mass shifts were generally comparable.. This work demonstrates the feasibility of a motion-resolved 4D MRI technique with high-isotropic-resolution using 3D radial acquisition, camera-based respiratory motion sensing, and temporal compressed sensing reconstruction for treatment planning and motion monitoring in radiotherapy of lung cancer.
. 开发一种具有高各向同性分辨率(1.1mm)的呼吸运动分辨四维(4D)磁共振成像(MRI)技术,采用 3D 径向采样、基于相机的呼吸运动感知和时间压缩感知重建,用于肺癌成像。. 在八名健康志愿者和八名患有不同大小肺肿瘤的患者中进行了半和全螺旋 3D 黄金角度径向采集。在 3D 径向采集的连续层之间进行了来回 k 空间排序,以最小化涡流相关伪影。使用基于相机的运动导航对数据进行分类到呼吸运动状态,并使用时间压缩感知重建 4D 图像以减少扫描时间。比较了半和全螺旋 4D MRI 图像的膈肌归一化锐度指数、肺肿瘤(仅患者)、肝脏和主动脉弓的表观信噪比(aSNR)和对比噪声比(CNR),以评估呼吸运动和图像对比度对 4D MRI 图像质量的影响。比较了半和全螺旋 4D MRI 测量的肺容积和质心位移的变化。此外,在一名肺肿瘤患者中展示了 4D MRI 的运动测量值和同一天的 4D CT。. 半螺旋 4D MRI 可更好地可视化肺实质,而全螺旋 4D MRI 则可提供更清晰的膈肌图像以及肺肿瘤、肝脏和主动脉弓的更高 aSNR 和 CNR。半和全螺旋 4D MRI 测量的肺容积变化和质心位移没有统计学差异。对于具有 4D MRI 和同一天 4D CT 的患者,肺容积变化和质心位移通常具有可比性。. 这项工作证明了使用 3D 径向采集、基于相机的呼吸运动感知和时间压缩感知重建,为肺癌放射治疗中的治疗计划和运动监测提供具有高各向同性分辨率的呼吸运动分辨 4D MRI 技术的可行性。