Kerner Gerald Sma, Fischer Alexander, Koole Michel Jb, Pruim Jan, Groen Harry Jm
University of Groningen and Department of Pulmonary Diseases, University Medical Center Groningen, Hanzeplein 1, P.O. Box 30.001, , 9700 RB Groningen, The Netherlands.
Philips Technologie GmbH Innovative Technologies, Postfach 40, Philipstr. 8, Aachen, 52068 Germany.
EJNMMI Res. 2015 Mar 21;5:15. doi: 10.1186/s13550-015-0089-z. eCollection 2015.
Deformable image registration allows volume of interest (VOI)- and voxel-based analysis of longitudinal changes in fluorodeoxyglucose (FDG) tumor uptake in patients with non-small cell lung cancer (NSCLC). This study evaluates the performance of the elastix toolbox deformable image registration algorithm for VOI and voxel-wise assessment of longitudinal variations in FDG tumor uptake in NSCLC patients.
Evaluation of the elastix toolbox was performed using (18)F-FDG PET/CT at baseline and after 2 cycles of therapy (follow-up) data in advanced NSCLC patients. The elastix toolbox, an integrated part of the IMALYTICS workstation, was used to apply a CT-based non-linear image registration of follow-up PET/CT data using the baseline PET/CT data as reference. Lesion statistics were compared to assess the impact on therapy response assessment. Next, CT-based deformable image registration was performed anew on the deformed follow-up PET/CT data using the original follow-up PET/CT data as reference, yielding a realigned follow-up PET dataset. Performance was evaluated by determining the correlation coefficient between original and realigned follow-up PET datasets. The intra- and extra-thoracic tumors were automatically delineated on the original PET using a 41% of maximum standardized uptake value (SUVmax) adaptive threshold. Equivalence between reference and realigned images was tested (determining 95% range of the difference) and estimating the percentage of voxel values that fell within that range.
Thirty-nine patients with 191 tumor lesions were included. In 37/39 and 12/39 patients, respectively, thoracic and non-thoracic lesions were evaluable for response assessment. Using the EORTC/SUVmax-based criteria, 5/37 patients had a discordant response of thoracic, and 2/12 a discordant response of non-thoracic lesions between the reference and the realigned image. FDG uptake values of corresponding tumor voxels in the original and realigned reference PET correlated well (R (2)=0.98). Using equivalence testing, 94% of all the voxel values fell within the 95% range of the difference between original and realigned reference PET.
The elastix toolbox impacts lesion statistics and therefore therapy response assessment in a clinically significant way. The elastix toolbox is therefore not applicable in its current form and/or standard settings for PET response evaluation. Further optimization and validation of this technique is necessary prior to clinical implementation.
可变形图像配准允许对非小细胞肺癌(NSCLC)患者氟脱氧葡萄糖(FDG)肿瘤摄取的纵向变化进行基于感兴趣体积(VOI)和体素的分析。本研究评估了elastix工具箱可变形图像配准算法在NSCLC患者中对FDG肿瘤摄取纵向变化进行VOI和体素评估的性能。
使用晚期NSCLC患者基线时和2个治疗周期后(随访)的数据,通过(18)F-FDG PET/CT对elastix工具箱进行评估。elastix工具箱是IMALYTICS工作站的一个集成部分,用于以基线PET/CT数据为参考,对随访PET/CT数据进行基于CT的非线性图像配准。比较病变统计数据以评估对治疗反应评估的影响。接下来,以原始随访PET/CT数据为参考,对变形后的随访PET/CT数据重新进行基于CT的可变形图像配准,生成重新对齐的随访PET数据集。通过确定原始和重新对齐的随访PET数据集之间的相关系数来评估性能。使用最大标准化摄取值(SUVmax)的41%自适应阈值在原始PET上自动勾勒胸内和胸外肿瘤。测试参考图像和重新对齐图像之间的等效性(确定差异的95%范围),并估计落在该范围内的体素值百分比。
纳入了39例患者,共191个肿瘤病变。分别有37/39例和12/39例患者的胸内和胸外病变可用于反应评估。根据基于欧洲癌症研究与治疗组织(EORTC)/SUVmax的标准,5/37例患者胸内病变在参考图像和重新对齐图像之间的反应不一致,2/12例患者胸外病变反应不一致。原始和重新对齐的参考PET中相应肿瘤体素的FDG摄取值相关性良好(R(2)=0.98)。通过等效性测试,94%的体素值落在原始和重新对齐的参考PET之间差异的95%范围内。
elastix工具箱对病变统计有影响,因此对治疗反应评估有临床显著影响。因此,elastix工具箱目前的形式和/或标准设置不适用于PET反应评估。在临床应用之前,需要对该技术进行进一步优化和验证。