Sadot Eran, Simpson Amber L, Do Richard K G, Gonen Mithat, Shia Jinru, Allen Peter J, D'Angelica Michael I, DeMatteo Ronald P, Kingham T Peter, Jarnagin William R
Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York, United States of America.
Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York, United States of America; Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York, United States of America.
PLoS One. 2015 Jul 24;10(7):e0132953. doi: 10.1371/journal.pone.0132953. eCollection 2015.
To investigate associations between imaging features of cholangiocarcinoma by visual assessment and texture analysis, which quantifies heterogeneity in tumor enhancement patterns, with molecular profiles based on hypoxia markers.
The institutional review board approved this HIPAA-compliant retrospective study of CT images of intrahepatic cholangiocarcinoma, obtained before surgery. Immunostaining for hypoxia markers (EGFR, VEGF, CD24, P53, MDM2, MRP-1, HIF-1α, CA-IX, and GLUT1) was performed on pre-treatment liver biopsies. Quantitative imaging phenotypes were determined by texture analysis with gray level co-occurrence matrixes. The correlations between quantitative imaging phenotypes, qualitative imaging features (measured by radiographic inspection alone), and expression levels of the hypoxia markers from the 25 tumors were assessed.
Twenty-five patients were included with a median age of 62 years (range: 54-84). The median tumor size was 10.2 cm (range: 4-14), 10 (40%) were single tumors, and 90% were moderately differentiated. Positive immunostaining was recorded for VEGF in 67% of the cases, EGFR in 75%, and CD24 in 55%. On multiple linear regression analysis, quantitative imaging phenotypes correlated significantly with EGFR and VEGF expression levels (R2 = 0.4, p<0.05 and R2 = 0.2, p<0.05, respectively), while a trend was demonstrated with CD24 expression (R2 = 0.33, p = 0.1). Three qualitative imaging features correlated with VEGF and CD24 expression (P<0.05), however, none of the qualitative features correlated with the quantitative imaging phenotypes.
Quantitative imaging phenotypes, as defined by texture analysis, correlated with expression of specific markers of hypoxia, regardless of conventional imaging features.
通过视觉评估和纹理分析研究胆管癌的影像学特征与基于缺氧标志物的分子特征之间的关联,纹理分析可量化肿瘤强化模式的异质性。
机构审查委员会批准了这项符合HIPAA的回顾性研究,该研究对术前获得的肝内胆管癌CT图像进行分析。对治疗前肝活检组织进行缺氧标志物(表皮生长因子受体、血管内皮生长因子、CD24、P53、鼠双微体2、多药耐药相关蛋白-1、缺氧诱导因子-1α、碳酸酐酶-9和葡萄糖转运蛋白1)的免疫染色。通过灰度共生矩阵进行纹理分析来确定定量成像表型。评估了25例肿瘤的定量成像表型、定性成像特征(仅通过影像学检查测量)与缺氧标志物表达水平之间的相关性。
纳入25例患者,中位年龄62岁(范围:54 - 84岁)。中位肿瘤大小为10.2 cm(范围:4 - 14 cm),10例(40%)为单发肿瘤,90%为中度分化。67%的病例血管内皮生长因子免疫染色呈阳性,75%的病例表皮生长因子受体呈阳性,55%的病例CD24呈阳性。在多元线性回归分析中,定量成像表型与表皮生长因子受体和血管内皮生长因子表达水平显著相关(R2分别为0.4,p<0.05和R2为0.2,p<0.05),而CD24表达呈一定趋势(R2 = 0.33,p = 0.1)。三个定性成像特征与血管内皮生长因子和CD24表达相关(P<0.05),然而,定性特征均与定量成像表型无关。
通过纹理分析定义的定量成像表型与缺氧的特定标志物表达相关,与传统成像特征无关。