为肝细胞癌武装 GPC3 CAR-T 细胞:多少才足够,下一步是什么?
Armouring GPC3 CAR T cells for hepatocellular carcinoma: how much is enough and what comes next?
CELL INTELLIGENCE · 肿瘤细胞治疗研究
肿瘤细胞治疗研究
英文原题:Exploration of the Roles and Mechanisms Between Tumor-Infiltrating Lymphocytes and Hepatocellular Carcinoma Based on Single-Cell Transcriptomics.
Exploration of the Roles and Mechanisms Between Tumor-Infiltrating Lymphocytes and Hepatocellular Carcinoma Based on Single-Cell Transcriptomics.
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肝细胞癌(HCC)仍是全球重要的健康挑战,尤其是晚期患者的有效治疗选择有限。肿瘤免疫微环境(TIME)在HCC进展和治疗应答中发挥关键作用,其中TIL(肿瘤浸润淋巴细胞)是免疫活性的关键调节因素。
本研究探究TIL相关基因在NASH相关HCC(NASH-HCC)中的免疫抑制作用,并评估其作为独立预后因素的潜力。我们采用基因集富集分析(GSEA)和加权基因共表达网络分析(WGCNA)探究NASH-HCC中的免疫抑制并鉴定TIL相关基因模块。使用机器学习方法构建预后模型,并利用来自基因表达综合数据库(GEO)和癌症基因组图谱(TCGA)的多个队列进行验证。通过Kaplan-Meier生存分析和受试者工作特征(ROC)曲线评估模型预测能力。
此外,开展单细胞RNA测序(scRNA-seq)分析,考察TIL相关基因在TIME不同免疫细胞群中的作用。我们在HCC中鉴定出10种不同细胞类型,并发现T细胞的TIL通路活性最高;T细胞通过MIF信号在细胞间通讯中发挥关键作用。研究结果突出显示NASH-HCC中TIL的免疫抑制特性,并揭示其潜在预后意义,可能为未来免疫治疗策略提供参考。
Hepatocellular carcinoma (HCC) remains a major global health challenge, with limited effective treatment options, particularly in advanced-stage patients. The tumor immune microenvironment (TIME) plays a crucial role in HCC progression and treatment response, with tumor-infiltrating lymphocytes (TILs) being key modulators of immune activity. In this study, we investigated the immunosuppressive role of TIL-related genes in NASH-associated HCC (NASH-HCC) and identified their potential as independent prognostic factors.
We employed Gene Set Enrichment Analysis (GSEA) and Weighted Gene Coexpression Network Analysis (WGCNA) to explore immune suppression in NASH-HCC and identify TIL-related gene modules. Machine learning approaches were utilized to construct a prognostic model, validated using multiple cohorts from the Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA). The model's predictive power was assessed using Kaplan-Meier survival analysis and receiver operating characteristic (ROC) curves.
Furthermore, single-cell RNA sequencing (scRNA-seq) analysis was performed to examine the role of TIL-related genes in different immune cell populations within TIME.
We identified 10 distinct cell types in HCC and demonstrated that T cells exhibited the highest TIL pathway activity, playing a critical role in cellular communication via MIF signaling.
Our findings highlight the immunosuppressive nature of TILs in NASH-HCC and provide valuable insights into their prognostic significance, potentially guiding future immunotherapeutic strategies.
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