Spijkerman Jolanda, Fontanarosa Davide, Das Marco, Van Elmpt Wouter
Maastricht University Medical Centre.
J Appl Clin Med Phys. 2014 Jul 8;15(4):4847. doi: 10.1120/jacmp.v15i4.4847.
Nonrigid registrations of pre- and postradiotherapy (RT) PET/CT scans of NSCLC patients were performed with different algorithms and validated tracking internal landmarks. Dice overlap ratios (DR) of high FDG-uptake areas in registered PET/CT scans were then calculated to study patterns of relapse. For 22 patients, pre- and post-RT PET/CT scans were registered first rigidly and then nonrigidly. For three patients, two types (based on Demons or Morphons) of nonrigid registration algorithms each with four different parameter settings were applied and assessed using landmark validation. The two best performing methods were tested on all patients, who were then classified into three groups: large (Group 1), minor (Group2) or insufficient improvement (Group 3) of registration accuracy. For Group 1 and 2, DRs between high FDG-uptake areas in pre- and post-RT PET scans were determined. Distances between corresponding landmarks on deformed pre-RT and post-RT scans decreased for all registration methods. Differences between Demons and Morphons methods were smaller than 1 mm. For Group 1, landmark distance decreased from 9.5 ± 2.1 mm to 3.8 ± 1.2 mm (mean ± 1 SD, p < 0.001), and for Group 3 from 13.6 ± 3.2 mm to 8.0 ± 2.2 mm (p = 0.025). No significant change was observed for Group 2 where distances decreased from 5.6± 1.3 mm to 4.5 ± 1.1 mm (p = 0.093). DRs of high FDG-uptake areas improved significantly after nonrigid registration for most patients in Group 1. Landmark validation of nonrigid registration methods for follow-up CT imaging in NSCLC is necessary. Nonrigid registration significantly improves matching between pre- and post-RT CT scans for a subset of patients, although not in all patients. Hence, the quality of the registration needs to be assessed for each patient individually. Successful nonrigid registration increased the overlap between pre- and post-RT high FDG-uptake regions.
对非小细胞肺癌(NSCLC)患者放疗前和放疗后(RT)的PET/CT扫描进行了非刚性配准,采用了不同算法并验证了内部标记点的追踪。然后计算配准后的PET/CT扫描中高FDG摄取区域的骰子重叠率(DR),以研究复发模式。对于22例患者,放疗前和放疗后PET/CT扫描先进行刚性配准,然后进行非刚性配准。对于3例患者,应用了两种类型(基于Demons或Morphons)的非刚性配准算法,每种算法有四种不同参数设置,并使用标记点验证进行评估。在所有患者中测试了两种表现最佳的方法,然后将患者分为三组:配准精度大幅提高(第1组)、小幅提高(第2组)或改善不足(第3组)。对于第1组和第2组,确定了放疗前和放疗后PET扫描中高FDG摄取区域之间的DR。对于所有配准方法,放疗前变形扫描和放疗后扫描上对应标记点之间的距离均减小。Demons方法和Morphons方法之间的差异小于1毫米。对于第1组,标记点距离从9.5±2.1毫米降至3.8±1.2毫米(平均值±1标准差,p<0.001),对于第3组,从13.6±3.2毫米降至8.0±2.2毫米(p = 0.025)。第2组未观察到显著变化,距离从5.6±1.3毫米降至4.5±1.1毫米(p = 0.093)。对于第1组的大多数患者,非刚性配准后高FDG摄取区域的DR显著改善。NSCLC随访CT成像中非刚性配准方法的标记点验证是必要的。非刚性配准显著改善了一部分患者放疗前和放疗后CT扫描的匹配度,尽管并非所有患者。因此,需要对每个患者的配准质量进行单独评估。成功的非刚性配准增加了放疗前和放疗后高FDG摄取区域之间的重叠。