基于T2加权成像及弥散加权成像的图像纹理分析预测宫颈鳞状细胞癌放化疗疗效的临床价值

Texture Analysis of Sequential Images of T2-weighted Imaging and Diffusion-weighted Imaging for Predicting the Efficacy of Chemoradiotherapy in Cervical Squamous Cell Carcinoma

  • 摘要:
      目的  探讨MRI检查T2加权成像(T2-weighted imaging, T2WI)及弥散加权成像(diffusion-weighted imaging, DWI)图像纹理参数与宫颈鳞状细胞癌放化疗疗效的相关性。
      方法  回顾性纳入2015年2月至2016年1月北京协和医院接受放化疗的宫颈鳞状细胞癌患者,并根据其预后分为疾病进展组和疾病稳定组。采用TexRAD软件对两组患者放化疗前T2WI、DWI序列图像进行纹理分析,得到空间尺度滤波器(spatial scale filter,SSF)半径值为2、4、6的图像纹理参数。比较两组患者图像纹理参数差异,采用多因素Cox回归分析图像纹理参数与宫颈鳞状细胞癌患者放化疗疗效的相关性。采用受试者工作特征(receiver operating characteristic, ROC)曲线分析各图像纹理参数预测宫颈鳞状细胞癌放化疗后疾病进展的性能。
      结果  共121例符合纳入和排除标准的宫颈鳞状细胞癌患者入选本研究。其中疾病进展组46例,疾病稳定组75例。T2WI序列图像中,疾病进展组与疾病稳定组患者的图像纹理参数均值(SSF2、SSF4、SSF6)、偏度(SSF2、SSF4)、熵(SSF4、SSF6)均有显著性差异(P均<0.05);DWI序列图像中,疾病进展组与疾病稳定组患者的图像纹理参数均值(SSF2、SSF4、SSF6)、偏度(SSF4、SSF6)、峰度(SSF2、SSF4)均有显著性差异(P均<0.05)。多因素Cox回归分析结果显示,T2WI序列图像纹理参数均值(SSF2、SSF4、SSF6)及DWI序列图像纹理参数均值(SSF2、SSF6)、熵(SSF2、SSF4、SSF6)、偏度(SSF4、SSF6)与宫颈鳞状细胞癌放化疗疗效具有相关性(P<0.05)。ROC曲线分析结果显示,图像纹理参数均值(T2WI-SSF2、T2WI-SSF4、T2WI-SSF6、DWI-SSF2、DWI-SSF6)、偏度(DWI-SSF6)可预测宫颈鳞状细胞癌放化疗后的疾病进展,曲线下面积(area under the curve, AUC)为0.625~0.746。其中,均值(T2WI-SSF4)的预测效能最高(AUC:0.746),其次为均值(T2WI-SSF2,AUC:0.725)、均值(T2WI-SSF6,AUC:0.703)。
      结论  基线MRI检查T2WI、DWI图像纹理参数与宫颈鳞状细胞癌放化疗疗效具有相关性,其均值、偏度可预测宫颈鳞状细胞癌放化疗后疾病进展,且以均值的预测效能最高。

     

    Abstract:
      Objective  To investigate the correlation of the texture parameters of T2-weighted imaging (T2WI) and diffusion-weighted imaging (DWI) with the efficacy of chemoradiotherapy in cervical squamous cell carcinoma.
      Methods  Patients with squamous cell carcinoma of the cervix that underwent chemoradiotherapy from February 2015 to January 2016 in Peking Union Medical College Hospital were included retrospectively, and were divided into the disease-progressive group and the disease-stable group according to their prognosis. Texture analysis of baseline T2WI and DWI images before chemoradiotherapy was carried out with Texrad software, and the texture parameters of spatial scale filter (SSF) with radius values of 2, 4 and 6 were obtained. The differences of texture parameters between the two groups were compared, and the correlation between the texture parameters and the curative of chemoradiotherapy in patients with cervical squamous cell carcinoma was analyzed by multivariate Cox regression. Receiver operating characteristic (ROC) curve was used to analyze the performance of texture parameters in predicting disease progression after chemoradiotherapy in patients with cervical squamous cell carcinoma.
      Results  A total of 121 patients with squamous cell carcinoma of the cervix that met the inclusion and exclusion criteria were enrolled in this study. There were 46 cases in the disease-progressive group and 75 cases in the disease-stable group. In T2WI sequential images, there were significant differences in the texture parameters of means (SSF2, SSF4, SSF6), skewness (SSF2, SSF4), and entropy (SSF4, SSF6) between disease-progressive group and disease-stable group (all P < 0.05). In DWI sequential images, there were significant differences in the texture parameters of means (SSF2, SSF4, SSF6), skewness (SSF4, SSF6), and kurtosis (SSF2, SSF4) between the two groups (all P < 0.05). Multivariate Cox regression analysis showed that the texture parameter of means (SSF2, SSF4, SSF6) of T2WI and the texture parameters of means (SSF2, SSF6), entropy (SSF2, SSF4, SSF6) and skewness (SSF4, SSF6) of DWI were correlated with the efficacy of chemoradiotherapy in patients with cervical squamous cell carcinoma (P < 0.05). The Results of ROC analysis showed that the texture parameter of means (T2WI-SSF2, T2WI-SSF4, T2WI-SSF6, DWI-SSF2, DWI-SSF6) and skewness (DWI-SSF6) could predict the progression of cervical squamous cell carcinoma after chemoradiotherapy in patients with cervical squamous cell carcinoma. The area under the curve (AUC) was 0.625-0.746. Among them, the mean of T2WI-SSF4 was the most effective (AUC: 0.746), followed by the mean of T2WI-SSF2 (AUC: 0.725) and the mean of T2WI-SSF6 (AUC: 0.703).
      Conclusions  The texture parameters of baseline T2WI and DWI sequences were correlated with the curative effect of chemoradiotherapy in patients with cervical squamous cell carcinoma. The parameters of means and skewness can predict the progression of cervical squamous carcinoma after chemoradiotherapy, and the mean has a higher predictive power.

     

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