基于MR影像组学预测肝细胞癌上皮间质转化及microRNA-125b靶向治疗疗效的实验研究
批准号:
82101982
项目类别:
青年科学基金项目(C类)
资助金额:
30.0 万元
负责人:
张瑞
依托单位:
学科分类:
磁共振成像
结题年份:
2024
批准年份:
2021
项目状态:
已结题
项目参与者:
张瑞
中文摘要
肝细胞癌(HCC)复发转移率高,易对常规化学药物产生耐药性,是当前临床治疗的瓶颈。上皮间质转化(EMT)是HCC发生侵袭转移,形成耐药性的关键因素。但目前尚无预测肝细胞癌EMT的非侵入性检测方法。我们前期研究证实影像组学方法可以鉴别HCC的E-S病理分级及微血管浸润,是一种有潜力的数字化活检技术;同时,文献及我们预实验表明microRNA-125b可以抑制HCC发生EMT。基于此,我们提出假说:MR影像组学可以预测肝细胞癌EMT和microRNA-125b靶向治疗疗效。本课题首先基于裸鼠人肝癌皮下成瘤实验,利用影像组学方法,构建肝细胞癌EMT预测模型。进一步,采用荷瘤裸鼠microRNA-125b治疗实验,探讨肝细胞癌EMT预测模型动态评估microRNA-125b治疗疗效的可行性。本课题为无创性评估肝细胞癌EMT和实时监测抗EMT靶向治疗疗效提供新的思路和方法,为临床转化提供理论依据。
英文摘要
Hepatocellular carcinoma (HCC) has been challenging to treat because it tends to recur and metastasize frequently and develop chemoresistance. Epithelial-mesenchymal transformation (EMT) contributes to tumor invasion and metastasis, as well as chemoresistance, including in HCC. Unfortunately, there is no non-invasive method capable of accurately identifying HCC with EMT. Our previous studies have confirmed that radiomics has the potential to identify Edmondson-Steiner pathological grade and microvascular invasion of HCC. Literature reports and our previous studies have demonstrated that microRNA-125b exerts inhibitory effects on EMT in HCC. Based on these results, we hypothesized that MR imaging-based radiomics model could detect HCC with EMT and evaluate efficacy of microRNA-125b on HCC as potential noninvasive biomarkers. In this study, a radiomics model for the identification of HCC with EMT will be established and validated initially, based on MR images of subcutaneous transplantation HCC models. MicroRNA-125b therapeutic studies in vivo will be further conducted to explore the correlation between the radiomics model and EMT markers at different stages. This project will provide novel ideas and strategies for non-invasive detection of HCC with EMT and real-time monitoring of the efficacy of anti-EMT targeted therapy, as well as theoretical basis for clinical transformation.
肝细胞癌(HCC)复发转移率高,易对常规化疗药耐药,是临床治疗难题。上皮间质转化(EMT)是其关键机制。识别HCC是否发生EMT并采取抗EMT分子靶向治疗,是实现个体化诊疗新途径。 本项目在细胞水平,通过Snail1过表达诱导HCC细胞MHCC97-L发生EMT,从细胞形态学、Western Blot、qPCR和细胞侵袭迁移能力方面验证了EMT现象。在动物水平,构建MHCC97-L/Control和MHCC97-L/Snail1组裸鼠皮下移植瘤模型,分析MRI图像,利用影像组学技术构建HCC EMT预测模型,结果显示模型可鉴别HCC EMT状态,验证集ROC曲线下面积(AUC值)为0.743。进一步在细胞水平验证microRNA-125b抑制HCC细胞MHCC97-H发生EMT。在动物水平,进行荷瘤裸鼠microRNA-125b治疗实验,分析治疗后MRI图像,结果显示放射组学评分(Rad - Score)在治疗组和对照组间差异显著(P =0.025);Rad - Score与E - cadherin染色评分显著负相关(相关系数=-0.39,p=0.012),与Snail1染色评分显著正相关(相关系数=0.34,p=0.031)。这表明肝细胞癌EMT预测模型对评估microRNA - 125b治疗疗效有一定价值,有望为HCC抗EMT治疗疗效评估提供新方法。
基于MR影像组学预测肝细胞癌免疫微环境分型和免疫治疗疗效
-
批准号:LTGY23H180012
-
项目类别:省市级项目
-
资助金额:0.0万元
-
批准年份:2023
-
负责人:张瑞
-
依托单位:
国内基金
海外基金