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钆塞酸二钠增强磁共振成像预测单发肝细胞癌中磷脂酰基醇蛋白-3 阳性表达的术前评估。

Preoperative prediction of glypican-3 positive expression in solitary hepatocellular carcinoma on gadoxetate-disodium enhanced magnetic resonance imaging.

机构信息

Department of Radiology, West China Hospital, Sichuan University, Chengdu, China.

Big Data Research Center, University of Electronic Science and Technology of China, Chengdu, China.

出版信息

Front Immunol. 2022 Aug 25;13:973153. doi: 10.3389/fimmu.2022.973153. eCollection 2022.

Abstract

PURPOSE

As a coreceptor in Wnt and HGF signaling, glypican-3 (GPC-3) promotes the progression of tumor and is associated with a poor prognosis in hepatocellular carcinoma (HCC). GPC-3 has evolved as a target molecule in various immunotherapies, including chimeric antigen receptor T cell. However, its evaluation still relies on invasive histopathologic examination. Therefore, we aimed to develop an easy-to-use and noninvasive risk score integrating preoperative gadoxetic acid-enhanced magnetic resonance imaging (EOB-MRI) and clinical indicators to predict positive GPC-3 expression in HCC.

METHODS AND MATERIALS

Consecutive patients with surgically-confirmed solitary HCC who underwent preoperative EOB-MRI between January 2016 and November 2021 were retrospectively included. EOB-MRI features were independently evaluated by two masked abdominal radiologists and the expression of GPC-3 was determined by two liver pathologists. On the training dataset, a predictive scoring system for GPC-3 was developed against pathology logistical regression analysis. Model performances were characterized by computing areas under the receiver operating characteristic curve (AUCs).

RESULTS

A total of 278 patients (training set, n=156; internal validation set, n=39; external validation set, n=83) with solitary HCC (208 [75%] with positive GPC-3 expression) were included. Serum alpha-fetoprotein >10 ng/ml (AFP, odds ratio [OR]=2.3, four points) and five EOB-MR imaging features, including tumor size >3.0cm (OR=0.5, -3 points), nonperipheral "washout" (OR=3.0, five points), infiltrative appearance (OR=9.3, 10 points), marked diffusion restriction (OR=3.3, five points), and iron sparing in solid mass (OR=0.2, -7 points) were significantly associated with positive GPC-3 expression. The optimal threshold of scoring system for predicting GPC-3 positive expression was 5.5 points, with AUC 0.726 and 0.681 on the internal and external validation sets, respectively.

CONCLUSION

Based on serum AFP and five EOB-MRI features, we developed an easy-to-use and noninvasive risk score which could accurately predict positive GPC-3 HCC, which may help identify potential responders for GPC-3-targeted immunotherapy.

摘要

目的

作为 Wnt 和 HGF 信号的核心受体,聚糖蛋白-3(GPC-3)促进肿瘤的进展,并与肝细胞癌(HCC)的预后不良相关。GPC-3 已成为各种免疫疗法的靶分子,包括嵌合抗原受体 T 细胞。然而,其评估仍然依赖于有创的组织病理学检查。因此,我们旨在开发一种易于使用且非侵入性的风险评分,该评分结合术前钆塞酸增强磁共振成像(EOB-MRI)和临床指标,以预测 HCC 中 GPC-3 的阳性表达。

方法和材料

回顾性纳入 2016 年 1 月至 2021 年 11 月期间接受手术证实的单发 HCC 且术前接受 EOB-MRI 的连续患者。两名盲法腹部放射科医生独立评估 EOB-MRI 特征,两名肝脏病理学家确定 GPC-3 的表达。在训练数据集上,通过逻辑回归分析对病理进行预测评分系统。通过计算接收器操作特征曲线(AUC)下的面积来描述模型性能。

结果

共纳入 278 例单发 HCC 患者(训练集,n=156;内部验证集,n=39;外部验证集,n=83)(208 例[75%] GPC-3 阳性表达)。血清甲胎蛋白>10ng/ml(AFP,优势比[OR]=2.3,4 分)和 EOB-MRI 五种特征,包括肿瘤大小>3.0cm(OR=0.5,-3 分)、非外周“洗脱”(OR=3.0,5 分)、浸润性外观(OR=9.3,10 分)、明显弥散受限(OR=3.3,5 分)和实质肿块铁保留(OR=0.2,-7 分)与 GPC-3 阳性表达显著相关。预测 GPC-3 阳性表达的评分系统的最佳阈值为 5.5 分,内部和外部验证集的 AUC 分别为 0.726 和 0.681。

结论

基于血清 AFP 和 EOB-MRI 的五种特征,我们开发了一种易于使用且非侵入性的风险评分,可以准确预测 GPC-3 阳性 HCC,这可能有助于识别 GPC-3 靶向免疫治疗的潜在应答者。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d913/9453305/af8826052ee6/fimmu-13-973153-g001.jpg

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