Liu Ming, Lv Han, Liu Li-Heng, Yang Zheng-Han, Jin Er-Hu, Wang Zhen-Chang
School of Medicine and Life Sciences, University of Jinan-Shandong Academy of Medical Sciences, Jinan, China.
Imaging Center, Radiotherapy Department, Shandong Cancer Hospital Affiliated to Shandong University, Shandong Academy of Medical Sciences, Jinan, China.
Int J Colorectal Dis. 2017 Jul;32(7):1009-1012. doi: 10.1007/s00384-017-2835-3. Epub 2017 May 11.
The purpose of the study is to evaluate whether apparent diffusion coefficient (ADC) textures could identify patient with locally advanced rectal cancer (LARC) who would not respond to neoadjuvant chemoradiotherapy (NCRT).
Twenty-six patients who underwent MRI including diffusion-weighted imaging at a 3.0 T system before NCRT were enrolled. Texture analysis of pre-therapy ADC mapping was carried out, and a total of 133 ADC textures as well as routine mean ADC value of the primary tumor were extracted for each patient. Texture parameters and mean ADC were compared between responsive group and non-responsive group. Logistic regression was used to determine the independent predictors for non-responders. Receiver operating characteristic curve (ROC) was performed to evaluate the predictive performance of the significant parameters.
Eighteen of the 133 texture parameters significantly differed between responsive and non-responsive groups (p < 0.05). Further, energy variance and SdGa47 were identified as independent predictors for non-responders to NCRT; this logistic model achieved an area under the curve (AUC) of 0.908.
Texture analysis based on pre-therapy ADC mapping could potentially be helpful to identify patients with LARC who would not respond to NCRT.
本研究旨在评估表观扩散系数(ADC)纹理分析能否识别出对新辅助放化疗(NCRT)无反应的局部晚期直肠癌(LARC)患者。
纳入26例在接受NCRT前于3.0 T系统上接受包括扩散加权成像在内的MRI检查的患者。对治疗前ADC图进行纹理分析,为每位患者提取总共133个ADC纹理以及原发肿瘤的常规平均ADC值。比较反应组和无反应组之间的纹理参数和平均ADC值。采用逻辑回归确定无反应者的独立预测因素。绘制受试者工作特征曲线(ROC)以评估显著参数的预测性能。
133个纹理参数中的18个在反应组和无反应组之间存在显著差异(p < 0.05)。此外,能量方差和SdGa47被确定为NCRT无反应者的独立预测因素;该逻辑模型的曲线下面积(AUC)为0.908。
基于治疗前ADC图的纹理分析可能有助于识别对NCRT无反应的LARC患者。