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基于动态对比增强 MRI 的瘤内和瘤周放射组学用于识别肝内胆管细胞癌的淋巴结转移和预后。

Intra- and Peri-tumoral Radiomics Based on Dynamic Contrast Enhanced-MRI to Identify Lymph Node Metastasis and Prognosis in Intrahepatic Cholangiocarcinoma.

机构信息

Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, China.

Shanghai Institute of Medical Imaging, Shanghai, China.

出版信息

J Magn Reson Imaging. 2024 Dec;60(6):2669-2680. doi: 10.1002/jmri.29390. Epub 2024 Apr 12.

Abstract

BACKGROUND

Lymph node metastasis (LNM) in patients with intrahepatic cholangiocarcinoma (iCCA) affects treatment strategies and prognosis. However, preoperative imaging is not reliable enough for identifying LNM.

PURPOSE

To develop and validate a radiomics nomogram based on dynamic contrast enhanced (DCE)-MR images for identifying LNM and prognosis in iCCA.

STUDY TYPE

Retrospective.

SUBJECTS

Two hundred four patients with pathologically proven iCCA who underwent curative-intent resection and lymphadenectomy (training cohort: N = 107, internal test cohort: N = 46, and external test cohort: N = 51).

FIELD STRENGTH/SEQUENCE: T1- and T2-weighted imaging, diffusion-weighted imaging and DCE imaging at 1.5 T or 3.0 T.

ASSESSMENT

Radiomics features were extracted from intra- and peri-tumoral regions on preoperative DCE-MR images. Imaging features were evaluated by three radiologists, and significant variables in univariable and multivariable regression analysis were included in clinical model. The best-performing radiomics signature and clinical characteristics (intrahepatic duct dilatation, MRI-reported LNM) were combined to build a nomogram. Patients were divided into high-risk and low-risk groups based on their nomogram scores (cutoff = 0.341). Patients were followed up for 1-102 months (median 12) after surgery, the overall survival (OS) and recurrence-free survival (RFS) were calculated.

STATISTICAL TESTS

Receiver operating characteristic (ROC) curve, calibration, decision curve, Delong test, Kaplan-Meier curves, log rank test. Two tailed P < 0.05 was considered statistically significant.

RESULTS

The nomogram incorporating intra- and peri-tumoral radiomics features, intrahepatic duct dilatation and MRI-reported LNM obtained the best discrimination for LNM, with areas under the ROC curves of 0.946, 0.913, and 0.859 in the training, internal, and external test cohorts. In the entire cohort, high-risk patients had significantly lower RFS and OS than low-risk patients. High-risk of LNM was an independent factor of unfavorable OS and RFS.

DATA CONCLUSION

The nomogram integrating intra- and peri-tumoral radiomics signatures has potential to identify LNM and prognosis in iCCA.

EVIDENCE LEVEL

3 TECHNICAL EFFICACY: Stage 2.

摘要

背景

肝内胆管癌(iCCA)患者的淋巴结转移(LNM)影响治疗策略和预后。然而,术前影像学检查对于识别 LNM 并不足够可靠。

目的

基于动态对比增强(DCE)MR 图像建立并验证一个放射组学列线图,用于识别 iCCA 的 LNM 和预测预后。

研究类型

回顾性。

受试者

204 名经病理证实为 iCCA 并接受根治性切除术和淋巴结清扫术的患者(训练队列:N=107,内部测试队列:N=46,外部测试队列:N=51)。

磁场强度/序列:1.5T 或 3.0T 的 T1 加权和 T2 加权成像、扩散加权成像和 DCE 成像。

评估

从术前 DCE-MR 图像的肿瘤内和肿瘤周围区域提取放射组学特征。三位放射科医生评估成像特征,在单变量和多变量回归分析中选择有意义的变量纳入临床模型。选择表现最佳的放射组学特征和临床特征(肝内胆管扩张、MRI 报告的 LNM)来构建列线图。根据列线图评分(截距=0.341)将患者分为高风险和低风险组。患者术后随访 1-102 个月(中位随访时间为 12 个月),计算总生存(OS)和无复发生存(RFS)。

统计学检验

接受者操作特征(ROC)曲线、校准、决策曲线、Delong 检验、Kaplan-Meier 曲线、对数秩检验。双侧 P<0.05 被认为具有统计学意义。

结果

纳入肿瘤内和肿瘤周围放射组学特征、肝内胆管扩张和 MRI 报告的 LNM 的列线图在预测 LNM 方面具有最佳的区分能力,在训练、内部和外部测试队列中,ROC 曲线下面积分别为 0.946、0.913 和 0.859。在整个队列中,高危患者的 RFS 和 OS 显著低于低危患者。LNM 高危是 OS 和 RFS 不良的独立因素。

数据结论

该列线图整合了肿瘤内和肿瘤周围的放射组学特征,具有识别 iCCA 患者 LNM 和预后的潜力。

证据水平

3 级技术功效:2 级。

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