RNF43 p.G659fs 通过 PI3K/AKT/mTOR 信号通路和 HLA-E 上调导致 MSI-high 结直肠癌中 NK 细胞功能障碍
RNF43 p.G659fs leads to natural killer cell dysfunction in MSI-high colorectal cancer through PI3K/AKT/mTOR signaling and HLA-E up-regulation.
CELL INTELLIGENCE · 肿瘤细胞治疗研究
肿瘤细胞治疗研究
英文原题:The subtype identification of colorectal cancer and construction of the risk model based on cholesterol synthesis-related genes to predict prognosis and guide immunotherapy.
The subtype identification of colorectal cancer and construction of the risk model based on cholesterol synthesis-related genes to predict prognosis and guide immunotherapy.
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本项目的结果为阐明用于预测 CRC 患者预后的潜在 CS 相关生物标志物提供了一定指导。
结直肠癌(CRC)是全球常见恶性肿瘤。胆固醇合成(CS)通路在癌症发生和发展中至关重要。本研究旨在依据胆固醇合成相关基因(CSRG)预测CRC患者预后。
从TCGA和GEO数据库下载CRC患者数据,从GeneCards获取CSRG。在TCGA-CRC训练集中对CSRG开展单变量Cox回归,并通过一致性聚类进行亚型分类。结合蛋白质互作网络(PPI)和回归分析筛选关键CSRG,建立预后模型;利用ROC曲线和Kaplan–Meier生存分析评估模型,并在GSE17538验证集验证。同时开展免疫分析和药物敏感性分析,最后在体外细胞模型中研究特征基因功能。
TCGA-CRC患者分为两个亚型,并据此构建包含10个基因的胆固醇合成相关风险特征(CSRS)。按CSRS中位数分组后,高CSRS组预后较差,巨噬细胞、中性粒细胞和TIL丰度较高。药物敏感性预测提示若干候选药物(如Linsitinib)可能通过独特机制影响CRC进展。体外实验证明EEF1A2可促进肿瘤恶性进展。
本研究结果为阐明胆固醇合成相关潜在生物标志物及其用于预测CRC患者预后提供了一定依据。
Colorectal cancer (CRC) is a common malignant tumor worldwide. The cholesterol synthesis (CS) pathway is crucial in the occurrence and development of cancer. This study aims to predict the prognosis of CRC patients based on the cholesterol synthesis-related genes (CSRGs).
The patient data of CRC were downloaded from the TCGA and GEO databases, and the CSRGs were downloaded from Genecards. In the TCGA-CRC training set, univariate Cox regression analysis was conducted on the CSRGs, and subtype classification was performed through consensus clustering. Combined with the PPI network and regression analysis, key CSRGs were identified to establish a prognostic model. ROC curves and Kaplan-Meier survival analysis were used to evaluate the model and validate it in the GSE17538 validation set. At the same time, immune analysis and drug sensitivity analysis were conducted. Finally, the functions of these characteristic genes were investigated in an in vitro cell model.
The TCGA-CRC was divided into two subtypes. A 10-gene Cholesterol Synthesis-related Risk Signature (CSRS) was constructed. The patients were grouped according to the median value of the CSRS. The high-CSRS group had a poorer prognosis, and the abundance of macrophages, neutrophils, and TIL was higher in this group. The drug sensitivity prediction indicated that several candidate drugs (such as Linsitinib) might affect the progression of CRC through unique mechanisms. In vitro experiments demonstrated that EEF1A2 could promote the malignant progression of tumors.
The results of this project provide some guidance for elucidating potential CS-related biomarkers for predicting prognosis in CRC patients.
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