Tani Soichiro, Tatli Servet, Hata Nobuhiko, Garcia-Rojas Xavier, Olubiyi Olutayo I, Silverman Stuart G, Tokuda Junichi
Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA.
Department of Surgery, Biomedical Innovation Center, Shiga University of Medical Science, Seta Tsukinowa-Cho, Otsu, Shiga, 520-2192, Japan.
Int J Comput Assist Radiol Surg. 2016 Jun;11(6):1133-42. doi: 10.1007/s11548-016-1398-z. Epub 2016 Apr 2.
Contrast-enhanced MR images are widely used to confirm the adequacy of ablation margin after liver ablation for early prediction of local recurrence. However, quantitative assessment of the ablation margin by comparing pre- and post-procedural images remains challenging. We developed and tested a novel method for three-dimensional quantitative assessment of ablation margin based on non-rigid image registration and 3D distance map.
Our method was tested with pre- and post-procedural MR images acquired in 21 patients who underwent image-guided percutaneous liver ablation. The two images were co-registered using non-rigid intensity-based registration. After the tumor and ablation volumes were segmented, target volume coverage, percent of tumor coverage, and Dice similarity coefficient were calculated as metrics representing overall adequacy of ablation. In addition, 3D distance map around the tumor was computed and superimposed on the ablation volume to identify the area with insufficient margins. For patients with local recurrences, the follow-up images were registered to the post-procedural image. Three-dimensional minimum distance between the recurrence and the areas with insufficient margins was quantified.
The percent tumor coverage for all nonrecurrent cases was 100 %. Five cases had tumor recurrences, and the 3D distance map revealed insufficient tumor coverage or a 0-mm margin. It also showed that two recurrences were remote to the insufficient margin.
Non-rigid registration and 3D distance map allow us to quantitatively evaluate the adequacy of the ablation margin after percutaneous liver ablation. The method may be useful to predict local recurrences immediately following ablation procedure.
对比增强磁共振成像被广泛用于确认肝脏消融术后消融边缘的充分性,以早期预测局部复发。然而,通过比较术前和术后图像对消融边缘进行定量评估仍然具有挑战性。我们开发并测试了一种基于非刚性图像配准和三维距离图的三维消融边缘定量评估新方法。
我们的方法在21例接受图像引导下经皮肝消融的患者术前和术后磁共振图像上进行了测试。使用基于强度的非刚性配准将这两幅图像进行配准。在分割肿瘤和消融体积后,计算目标体积覆盖率、肿瘤覆盖率百分比和骰子相似系数作为代表消融总体充分性的指标。此外,计算肿瘤周围的三维距离图并叠加在消融体积上,以识别边缘不足的区域。对于局部复发的患者,将随访图像与术后图像进行配准。量化复发灶与边缘不足区域之间的三维最小距离。
所有未复发病例的肿瘤覆盖率均为100%。5例出现肿瘤复发,三维距离图显示肿瘤覆盖率不足或边缘为0毫米。它还显示有两例复发远离边缘不足区域。
非刚性配准和三维距离图使我们能够定量评估经皮肝消融术后消融边缘的充分性。该方法可能有助于预测消融术后立即发生的局部复发。