Orczyk Clément, Rosenkrantz Andrew B, Mikheev Artem, Villers Arnauld, Bernaudin Myriam, Taneja Samir S, Valable Samuel, Rusinek Henry
The Prostate Unit, Department of Urology, University College London Hospitals, London, United Kingdom; Division of Urologic Oncology, Department of Urology, New York University Langone Medical Center, New York, NY; Normandie Université, UNICAEN, CEA, CNRS, ISTCT/CERVOxy Group, 14000Caen, France; Department of Urology, University Hospital of Caen, Caen, France.
Department of Radiology, New York University Langone Medical Center, New York, NY.
Acad Radiol. 2017 Dec;24(12):1544-1555. doi: 10.1016/j.acra.2017.06.010. Epub 2017 Nov 6.
This study aimed to assess a novel method of three-dimensional (3D) co-registration of prostate magnetic resonance imaging (MRI) examinations performed before and after prostate cancer focal therapy.
We developed a software platform for automatic 3D deformable co-registration of prostate MRI at different time points and applied this method to 10 patients who underwent focal ablative therapy. MRI examinations were performed preoperatively, as well as 1 week and 6 months post treatment. Rigid registration served as reference for assessing co-registration accuracy and precision.
Segmentation of preoperative and postoperative prostate revealed a significant postoperative volume decrease of the gland that averaged 6.49 cc (P = .017). Applying deformable transformation based on mutual information from 120 pairs of MRI slices, we refined by 2.9 mm (max. 6.25 mm) the alignment of the ablation zone, segmented from contrast-enhanced images on the 1-week postoperative examination, to the 6-month postoperative T2-weighted images. This represented a 500% improvement over the rigid approach (P = .001), corrected by volume. The dissimilarity by Dice index of the mapped ablation zone using deformable transformation vs rigid control was significantly (P = .04) higher at the ablation site than in the whole gland.
Our findings illustrate our method's ability to correct for deformation at the ablation site. The preliminary analysis suggests that deformable transformation computed from mutual information of preoperative and follow-up MRI is accurate in co-registration of MRI examinations performed before and after focal therapy. The ability to localize the previously ablated tissue in 3D space may improve targeting for image-guided follow-up biopsy within focal therapy protocols.
本研究旨在评估一种用于前列腺癌局部治疗前后进行的前列腺磁共振成像(MRI)检查的三维(3D)共配准新方法。
我们开发了一个软件平台,用于在不同时间点对前列腺MRI进行自动3D可变形共配准,并将该方法应用于10例接受局部消融治疗的患者。在术前以及治疗后1周和6个月进行MRI检查。刚性配准用作评估共配准准确性和精确性的参考。
术前和术后前列腺的分割显示,术后腺体体积显著减小,平均减小6.49 cc(P = 0.017)。基于120对MRI切片的互信息应用可变形变换,我们将术后1周检查的对比增强图像上分割出的消融区与术后6个月的T2加权图像之间的对齐精度提高了2.9 mm(最大6.25 mm)。经体积校正后,这比刚性方法提高了500%(P = 0.001)。使用可变形变换映射的消融区与刚性对照的Dice指数差异在消融部位显著高于整个腺体(P = 0.04)。
我们的研究结果说明了我们的方法校正消融部位变形的能力。初步分析表明,根据术前和随访MRI的互信息计算的可变形变换在局部治疗前后进行的MRI检查共配准中是准确的。在3D空间中定位先前消融组织的能力可能会改善聚焦治疗方案中图像引导随访活检的靶向性。