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基于肿瘤微环境综合分析构建并验证一个新型上皮-间充质转化相关基因signature 用于预测肝细胞癌患者预后和免疫治疗反应

Construction and validation of a novel signature based on epithelial-mesenchymal transition-related genes to predict prognosis and immunotherapy response in hepatocellular carcinoma by comprehensive analysis of the tumor microenvironment.

机构信息

School of Medicine, Nankai University, Tianjin, 300300, China.

Faculty of Hepato-Pancreato-Biliary Surgery, Chinese PLA General Hospital, Beijing, 10058, China.

出版信息

Funct Integr Genomics. 2022 Dec 20;23(1):6. doi: 10.1007/s10142-022-00933-w.

Abstract

Immunotherapy has yielded encouraging results in the treatment of advanced hepatocellular carcinoma (HCC). However, the relationship between epithelial-mesenchymal transition (EMT) and immunotherapy for HCC has not been adequately explained. In this study, we comprehensively analyzed a bulk RNA sequence dataset of 365 HCC patients in The Cancer Genome Atlas (TCGA) dataset. Subsequently, we constructed a prognostic signature based on 6 EMT-related genes and divided 365 HCC patients into high- and low-risk groups. The predictive efficacy of the signature was well validated in different clinical subgroups and in two independent external datasets. We further explored the relationship between prognostic signature and immunotherapy response in terms of immune cell infiltration, somatic mutations, tumor mutation burden (TMB), microsatellite instability (MSI), immune checkpoint-associated gene expression, single-nucleotide variants (SNV) neoantigens, cancer testicular antigens (CTA) scores, and tumor immune dysfunction and exclusion (TIDE) scores. We validated the predictive efficacy of prognostic signature for immunotherapy response using external independent immunotherapy data. Real-time quantitative polymerase chain reaction (qRT-PCR) was used to validate EMT-related gene overexpression in HCC tissue samples. Prognostic signature was an independent risk factor affecting the prognosis of HCC patients and has shown superiority in predicting patient survival compared to other clinical factors. Compared with the low-risk group, the proportion of Activated_CD4_T_cell, Type_2_T_helper_cel, and macrophages were higher in the tumor microenvironment of HCC patients in the high-risk group, while the Activated_CD8_T_cell and CD56bright_natural_killer_cell proportions were lower. The prognostic signature was positively correlated with TMB scores, MSI scores, SNV neoantigens scores, expression levels of immune checkpoint-related genes, and TIDE scores, and patients in the high-risk group were more suitable for immunotherapy. qRT-PCR confirms overexpression of 6 EMT-related genes in HCC tissues for the construction of prognostic signature. Our novel prognostic signature can effectively predict the prognosis and immunotherapy response of HCC patients. In the future, it will be an effective tool for physicians to screen suitable immunotherapy populations and improve response rates and overall survival (OS).

摘要

免疫疗法在治疗晚期肝细胞癌 (HCC) 方面取得了令人鼓舞的结果。然而,上皮-间充质转化 (EMT) 与 HCC 的免疫治疗之间的关系尚未得到充分解释。在这项研究中,我们全面分析了 TCGA 数据集的 365 名 HCC 患者的批量 RNA 序列数据集。随后,我们基于 6 个 EMT 相关基因构建了一个预后标志,并将 365 名 HCC 患者分为高风险和低风险组。该标志的预测效果在不同的临床亚组和两个独立的外部数据集中得到了很好的验证。我们进一步探讨了预后标志与免疫治疗反应之间的关系,包括免疫细胞浸润、体细胞突变、肿瘤突变负担 (TMB)、微卫星不稳定性 (MSI)、免疫检查点相关基因表达、单核苷酸变异 (SNV) 新抗原、癌症睾丸抗原 (CTA) 评分和肿瘤免疫功能障碍和排除 (TIDE) 评分。我们使用外部独立的免疫治疗数据验证了预后标志对免疫治疗反应的预测效果。实时定量聚合酶链反应 (qRT-PCR) 用于验证 HCC 组织样本中 EMT 相关基因的过表达。预后标志是影响 HCC 患者预后的独立危险因素,在预测患者生存方面优于其他临床因素。与低风险组相比,高风险组 HCC 患者肿瘤微环境中激活的 CD4_T 细胞、Type_2_T 辅助细胞和巨噬细胞的比例较高,而激活的 CD8_T 细胞和 CD56bright 自然杀伤细胞的比例较低。预后标志与 TMB 评分、MSI 评分、SNV 新抗原评分、免疫检查点相关基因表达水平和 TIDE 评分呈正相关,且高危组患者更适合免疫治疗。qRT-PCR 证实了构建预后标志的 6 个 EMT 相关基因在 HCC 组织中的过表达。我们的新型预后标志可以有效地预测 HCC 患者的预后和免疫治疗反应。在未来,它将成为医生筛选合适免疫治疗人群、提高反应率和总生存期 (OS) 的有效工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b196/9763151/fa4529e9c0b0/10142_2022_933_Fig1_HTML.jpg

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