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使用定性和定量成像特征评估肝内胆管细胞癌的预后。

Outcomes assessment in intrahepatic cholangiocarcinoma using qualitative and quantitative imaging features.

机构信息

Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, Box 1234, New York, NY, 10029-6574, USA.

BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

出版信息

Cancer Imaging. 2020 Jul 3;20(1):43. doi: 10.1186/s40644-020-00323-0.

Abstract

BACKGROUND

To assess the performance of imaging features, including radiomics texture features, in predicting histopathologic tumor grade, AJCC stage, and outcomes [time to recurrence (TTR) and overall survival (OS)] in patients with intrahepatic cholangiocarcinoma (ICC).

METHODS

Seventy-three patients (26 M/47F, mean age 63y) with pre-operative imaging (CT, n = 37; MRI, n = 21; CT and MRI, n = 15] within 6 months of resection were included in this retrospective study. Qualitative imaging traits were assessed by 2 observers. A 3rd observer measured tumor apparent diffusion coefficient (ADC), enhancement ratios (ERs), and Haralick texture features. Blood biomarkers and imaging features were compared with histopathology (tumor grade and AJCC stage) and outcomes (TTR and OS) using log-rank, generalized Wilcoxon, Cox proportional hazards regression, and Fisher exact tests.

RESULTS

Median TTR and OS were 53.9 and 79.7 months. ICC recurred in 64.4% (47/73) of patients and 46.6% (34/73) of patients died. There was fair accuracy for some qualitative imaging features in the prediction of worse tumor grade (maximal AUC of 0.68 for biliary obstruction on MRI, p = 0.032, observer 1) and higher AJCC stage (maximal AUC of 0.73 for biliary obstruction on CT, p = 0.002, observer 2; and AUC of 0.73 for vascular involvement on MRI, p = 0.01, observer 2). Cox proportional hazards regression analysis showed that CA 19-9 [hazard ratio (HR) 2.44/95% confidence interval (CI) 1.31-4.57/p = 0.005)] and tumor size on imaging (HR 1.13/95% CI 1.04-1.22/p = 0.003) were significant predictors of TTR, while CA 19-9 (HR 4.08/95% CI 1.75-9.56, p = 0.001) and presence of metastatic lymph nodes at histopathology (HR 2.86/95% CI 1.35-6.07/p = 0.006) were significant predictors of OS. On multivariable analysis, satellite lesions on CT (HR 2.79/95%CI 1.01-7.15/p = 0.032, observer 2), vascular involvement on MRI (HR 0.10/95% CI 0.01-0.85/p = 0.032, observer 1), and texture feature MRI variance (HR 0.55/95% CI 0.31-0.97, p = 0.040) predicted TTR once adjusted for the independent predictors CA 19-9 and tumor size on imaging. Several qualitative and quantitative features demonstrated associations with TTR, OS, and AJCC stage at univariable analysis (range: HR 0.35-19; p < 0.001-0.045), however none were predictive of OS at multivariable analysis when adjusted for CA 19-9 and metastatic lymph nodes (p > 0.088).

CONCLUSIONS

There was reasonable accuracy in predicting tumor grade and higher AJCC stage in ICC utilizing certain qualitative and quantitative imaging traits. Serum CA 19-9, tumor size, presence of metastatic lymph nodes, and qualitative imaging traits of satellite lesions and vascular involvement are predictors of patient outcomes, along with a promising predictive ability of certain quantitative texture features.

摘要

背景

评估成像特征(包括放射组学纹理特征)在预测肝内胆管癌(ICC)患者的组织病理学肿瘤分级、AJCC 分期和结局(无复发生存时间 [TTR] 和总生存时间 [OS])方面的性能。

方法

本回顾性研究纳入了 73 例患者(26 例男性/47 例女性,平均年龄 63 岁),术前影像学检查(CT,n=37;MRI,n=21;CT 和 MRI,n=15)在切除术后 6 个月内进行。两位观察者评估了定性影像学特征。第三位观察者测量了肿瘤表观扩散系数(ADC)、增强比(ER)和 Haralick 纹理特征。使用对数秩检验、广义 Wilcoxon 检验、Cox 比例风险回归和 Fisher 精确检验比较血液生物标志物和影像学特征与组织病理学(肿瘤分级和 AJCC 分期)和结局(TTR 和 OS)。

结果

中位 TTR 和 OS 分别为 53.9 和 79.7 个月。73 例患者中有 64.4%(47/73)发生 ICC 复发,46.6%(34/73)的患者死亡。在预测更差的肿瘤分级方面,一些定性影像学特征具有中等准确性(MRI 上胆道梗阻的最大 AUC 为 0.68,p=0.032,观察者 1)和更高的 AJCC 分期(CT 上胆道梗阻的最大 AUC 为 0.73,p=0.002,观察者 2;MRI 上血管受累的 AUC 为 0.73,p=0.01,观察者 2)。Cox 比例风险回归分析显示,CA 19-9(风险比 [HR] 2.44/95%置信区间 [CI] 1.31-4.57/p=0.005)和影像学上的肿瘤大小(HR 1.13/95%CI 1.04-1.22/p=0.003)是 TTR 的显著预测因子,而 CA 19-9(HR 4.08/95%CI 1.75-9.56,p=0.001)和组织病理学上存在转移性淋巴结(HR 2.86/95%CI 1.35-6.07/p=0.006)是 OS 的显著预测因子。在多变量分析中,CT 上的卫星病变(HR 2.79/95%CI 1.01-7.15/p=0.032,观察者 2)、MRI 上的血管受累(HR 0.10/95%CI 0.01-0.85/p=0.032,观察者 1)和纹理特征 MRI 方差(HR 0.55/95%CI 0.31-0.97,p=0.040)在调整 CA 19-9 和影像学上的肿瘤大小这两个独立预测因子后,预测 TTR。在单变量分析中,一些定性和定量特征与 TTR、OS 和 AJCC 分期相关(范围:HR 0.35-19;p<0.001-0.045),但在调整 CA 19-9 和转移性淋巴结后,在多变量分析中均不能预测 OS(p>0.088)。

结论

利用某些定性和定量的成像特征,ICC 患者肿瘤分级和更高的 AJCC 分期的预测具有一定的准确性。血清 CA 19-9、肿瘤大小、转移性淋巴结的存在以及卫星病变和血管受累的定性影像学特征是患者预后的预测因子,而某些定量纹理特征具有良好的预测能力。

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