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使用食管癌形态学和代谢学划定对 CT 数据进行纹理分析-与肿瘤类型和新辅助治疗反应的关系。

Texture analysis of computed tomography data using morphologic and metabolic delineation of esophageal cancer-relation to tumor type and neoadjuvant therapy response.

机构信息

Department of Diagnostic Radiology, Centre for Digestive Diseases, Karolinska Institutet, CLINTEC, Karolinska University Hospital, Stockholm, Sweden.

Department of Surgery, Centre for Digestive Diseases, Karolinska Institutet, CLINTEC, Karolinska University Hospital, Stockholm, Sweden.

出版信息

Dis Esophagus. 2019 Apr 1;32(4). doi: 10.1093/dote/doy096.

DOI:10.1093/dote/doy096
PMID:30295752
Abstract

The prognostic values of image-based tumor texture analysis based on computed tomography (CT) and of limiting the segmented tumor volume to metabolically active regions using fludeoxyglucose-positron emission tomography (FDG-PET) were studied in 25 patients with esophageal adenocarcinoma and 11 patients with squamous cell carcinoma. The aims of this study are to describe their CT-image-based texture characteristics before and after neoadjuvant therapy and to evaluate whether limiting the examined tumor volume to metabolically active regions detected with FDG-PET image data would further improve their value. Textural parameters (homogeneity, energy, entropy, contrast, and correlation) based on gray-level co-occurrence matrices (GLCM) were calculated for 3D volumes of segmented esophageal tumors before and after neoadjuvant chemotherapy or radiochemotherapy. Histopathological data after surgical resection and textural parameters before and after neoadjuvant treatment were compared using the Mann-Whitney U test. Significant differences in the textural parameters were observed between adenocarcinoma and squamous cell carcinoma for homogeneity, energy, inertia, and correlation. The use of contrast media during scanning resulted in significant differences in homogeneity, energy, entropy, and inertia for adenocarcinoma but not squamous cell carcinoma. There was also a significant difference in all textural parameters between pathological T status for ypT0-ypT2 and ypT3-ypT4 adenocarcinomas, but not in squamous cell carcinoma patients. No additional value was found from using PET image data to aid segmentation of CT images.

摘要

本研究旨在描述 25 例食管腺癌患者和 11 例鳞癌患者新辅助治疗前后 CT 图像纹理特征,并评估是否可以通过将经氟脱氧葡萄糖正电子发射断层扫描(FDG-PET)图像数据检测到的代谢活跃区的肿瘤体积限制到可检查体积,从而进一步提高其价值。针对术前和新辅助化疗或放化疗后经分割的食管肿瘤 3D 体积,基于灰度共生矩阵(GLCM)计算纹理参数(同质性、能量、熵、对比度和相关性)。采用 Mann-Whitney U 检验比较术后病理数据与新辅助治疗前后的纹理参数。腺癌和鳞癌之间同质度、能量、惯性和相关性存在显著差异。扫描时使用造影剂会导致腺癌而非鳞癌的同质性、能量、熵和惯性出现显著差异。腺癌中病理 T 分期 ypT0-ypT2 和 ypT3-ypT4 之间所有纹理参数均存在显著差异,但鳞癌患者则无差异。利用 PET 图像数据辅助 CT 图像分割并未发现额外价值。

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