Image Sciences Institute, Division of Imaging and Oncology, University Medical Center Utrecht, Utrecht University, Heidelberglaan 100, Q.02.4.45, 3584, CX, Utrecht, The Netherlands.
Division of Imaging and Oncology, University Medical Center Utrecht, Utrecht University, Heidelberglaan, 100 3584, CX, Utrecht, The Netherlands.
Eur Radiol. 2022 Jul;32(7):4537-4546. doi: 10.1007/s00330-022-08568-y. Epub 2022 Feb 21.
Visualization of the bone distribution is an important prerequisite for MRI-guided high-intensity focused ultrasound (MRI-HIFU) treatment planning of bone metastases. In this context, we evaluated MRI-based synthetic CT (sCT) imaging for the visualization of cortical bone.
MR and CT images of nine patients with pelvic and femoral metastases were retrospectively analyzed in this study. The metastatic lesions were osteolytic, osteoblastic or mixed. sCT were generated from pre-treatment or treatment MR images using a UNet-like neural network. sCT was qualitatively and quantitatively compared to CT in the bone (pelvis or femur) containing the metastasis and in a region of interest placed on the metastasis itself, through mean absolute difference (MAD), mean difference (MD), Dice similarity coefficient (DSC), and root mean square surface distance (RMSD).
The dataset consisted of 3 osteolytic, 4 osteoblastic and 2 mixed metastases. For most patients, the general morphology of the bone was well represented in the sCT images and osteolytic, osteoblastic and mixed lesions could be discriminated. Despite an average timespan between MR and CT acquisitions of 61 days, in bone, the average (± standard deviation) MAD was 116 ± 26 HU, MD - 14 ± 66 HU, DSC 0.85 ± 0.05, and RMSD 2.05 ± 0.48 mm and, in the lesion, MAD was 132 ± 62 HU, MD - 31 ± 106 HU, DSC 0.75 ± 0.2, and RMSD 2.73 ± 2.28 mm.
Synthetic CT images adequately depicted the cancellous and cortical bone distribution in the different lesion types, which shows its potential for MRI-HIFU treatment planning.
• Synthetic computed tomography was able to depict bone distribution in metastatic lesions. • Synthetic computed tomography images intrinsically aligned with treatment MR images may have the potential to facilitate MR-HIFU treatment planning of bone metastases, by combining visualization of soft tissues and cancellous and cortical bone.
骨分布的可视化是 MRI 引导高强度聚焦超声(MRI-HIFU)治疗骨转移的重要前提。在这方面,我们评估了基于 MRI 的合成 CT(sCT)成像在皮质骨可视化方面的应用。
本研究回顾性分析了 9 例骨盆和股骨转移患者的 MRI 和 CT 图像。转移病灶为溶骨性、成骨性或混合性。使用类似于 UNet 的神经网络,从预处理或治疗 MRI 图像生成 sCT。通过平均绝对差(MAD)、平均差(MD)、Dice 相似系数(DSC)和均方根表面距离(RMSD),对包含转移病灶的骨(骨盆或股骨)和放置在转移病灶本身的感兴趣区域的 sCT 和 CT 进行定性和定量比较。
数据集包含 3 例溶骨性、4 例成骨性和 2 例混合性转移病灶。对于大多数患者,sCT 图像能够很好地呈现骨的整体形态,并且可以区分溶骨性、成骨性和混合性病变。尽管 MR 和 CT 采集之间的平均时间间隔为 61 天,但在骨中,平均(±标准差)MAD 为 116 ± 26 HU,MD 为-14 ± 66 HU,DSC 为 0.85 ± 0.05,RMSD 为 2.05 ± 0.48 mm,在病灶中,MAD 为 132 ± 62 HU,MD 为-31 ± 106 HU,DSC 为 0.75 ± 0.2,RMSD 为 2.73 ± 2.28 mm。
合成 CT 图像充分描述了不同病变类型的松质骨和皮质骨分布,这表明其在 MRI-HIFU 治疗计划中的潜力。
• 合成 CT 能够描绘转移病灶中的骨分布。• 与治疗性磁共振图像内在对齐的合成 CT 图像,通过结合软组织和松质骨及皮质骨的可视化,可能具有促进骨转移 MRI-HIFU 治疗计划的潜力。