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MRI 影像组学预测间充质干细胞干预后临床前结肠癌模型的早期生物学进展

英文原题:MRI Radiomics Predicts Early Biological Progression in a Preclinical Colon Cancer Model Following Mesenchymal Stem Cell Intervention.

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MRI Radiomics Predicts Early Biological Progression in a Preclinical Colon Cancer Model Following Mesenchymal Stem Cell Intervention.

PubMed 2025/10/06(内容时间) Cancer Manag Res Q3 · IF 2.6(JCR 2025)

分数与星级只用于站内排序 —— 不代表疗效、安全性或个人适用性。

研究概要

静脉注射 MSC 促进皮下植入的 CM38 结肠癌进展。

中文摘要

干细胞治疗是一种潜在的肿瘤治疗方法,但其疗效和安全性尚无法充分控制。因此,早期预测肿瘤进展并在治疗后评估疗效,对于及时调整治疗至关重要。影像组学近期已广泛用于评估肿瘤行为和特征。本研究旨在探讨MRI影像组学对结肠癌干细胞干预早期治疗结局的预测价值。

将CM38结肠癌细胞植入C57BL/6小鼠腹股沟部位,建立皮下肿瘤模型。24小时内经尾静脉注射骨髓间充质干细胞(MSC)。第7天进行T1加权MRI扫描,提取影像组学特征、监测肿瘤生长,并通过免疫组化评估新生血管(CD34)和增殖(Ki67)。构建早期MRI影像组学模型预测结肠癌进展。

干细胞干预组肿瘤生长快于对照组,但早期体积差异无统计学意义。共提取1,162个影像组学特征,筛选出17个与肿瘤进展密切相关的特征(包括纹理、一阶及形状特征)用于构建预测模型。最终模型在训练集和测试集中的AUC均>0.8。

静脉注射MSC可促进皮下CM38结肠癌进展。研究成功建立MRI影像组学预测模型,可用于干预后早期预测肿瘤进展。

展开英文摘要原文

Stem cell therapy is a potential approach for tumor treatment; however, its efficacy and safety remain incompletely controllable. Therefore, early prediction of tumor progression and therapeutic evaluation post-treatment to guide timely therapeutic adjustments is essential. Radiomics has recently been widely applied to assess tumor behavior and characteristics. This study aims to investigate the predictive value of MRI radiomics for therapeutic outcomes in the early stages of stem cell intervention in colon cancer.

Subcutaneous tumor models were established by implanting CM38 colon cancer cells into the inguinal region of C57BL/6 mice. Bone marrow mesenchymal stem cells (MSCs) were intravenously injected via the tail vein within 24 hours. T1 weighted MRI scans were performed on day 7 to extract radiomic features, monitor tumor growth, and evaluate neovascularization (CD34) and proliferation (Ki67) via immunohistochemistry. An early-stage MRI radiomics model was constructed to predict colon cancer progression.

Tumors in the stem cell intervention group exhibited faster growth compared to the control group, though no significant volume difference was observed in the early phase. A total of 1162 radiomic features were extracted, with 17 strongly associated features (including texture features, first-order features texture and shape features) selected to build the prediction model. The final model demonstrated an AUC > 0.8 across both training and testing datasets.

Intravenous MSC injection promotes the progression of subcutaneously implanted CM38 colon cancer. An MRI radiomics-based predictive model was successfully established, enabling early prediction of tumor progression post-intervention.

论文信息

作者
Sun J、Yang Q、Ma W、Yu X、Feng J、He C、Guo Y、Li C
单位
Department of Medical Imaging, Chongqing Emergency Medical Center, Chongqing Key Laboratory of Emergency Medicine, Chongqing University Central Hospital, School of Medicine, Chongqing University, Chongqing, 400010, People's Republic of China.China
期刊
Cancer management and research2025
原文标识
PubMed 41078990 · DOI 10.2147/CMAR.S529157