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解读肝细胞癌中以 NK 细胞为主的免疫异质性及其预后和治疗意义

英文原题:Deciphering the immune heterogeneity dominated by natural killer cells with prognostic and therapeutic implications in hepatocellular carcinoma.

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Deciphering the immune heterogeneity dominated by natural killer cells with prognostic and therapeutic implications in hepatocellular carcinoma.

PubMed 2023/04/04(内容时间) Comput Biol Med

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中文摘要

属于1型固有淋巴细胞(ILC1)的自然杀伤(NK)细胞不仅在抵抗微生物感染中发挥重要作用,也在抗肿瘤反应中发挥重要作用。肝细胞癌(HCC)是一种炎症相关恶性肿瘤,且NK细胞在肝脏中富集,使其成为HCC免疫微环境的重要组成部分。

在本研究中,我们进行了单细胞RNA测序(scRNA-seq)分析以鉴定NK细胞标志基因(NKGs),并通过TCGA-LIHC数据集发现了80个与预后相关的基因。基于预后NKGs,将HCC患者分为两个具有不同临床结局的亚型。随后,我们对预后NKGs进行了LASSO-COX和逐步回归分析,建立了一个五基因(UBB、CIRBP、GZMH、NUDC和NCL)预后特征——NKscore。全面表征了按NKscore分层的两个风险组的不同突变状态。

此外,所建立的整合NKscore的列线图呈现出增强的预测性能。采用单样本基因集富集分析(ssGSEA)揭示肿瘤免疫微环境(TIME)的景观,高NKscore风险组以免疫耗竭表型为特征,而低NKscore风险组则具有相对较强的抗癌免疫。T细胞受体(TCR)库、肿瘤炎症特征(TIS)和免疫表型评分(IPS)分析揭示了两个NKscore风险组之间免疫治疗敏感性的差异。

综上所述,我们开发了一种新型NK细胞相关特征,用于预测HCC患者的预后和免疫治疗疗效。

展开英文摘要原文

Belonging to type 1 innate lymphoid cells (ILC1), natural killer (NK) cells play an important role not only in fighting microbial infections but also in anti-tumor response. Hepatocellular carcinoma (HCC) represents an inflammation-related malignancy and NK cells are enriched in the liver, making them an essential component of the HCC immune microenvironment. In this study, we performed single-cell RNA-sequencing (scRNA-seq) analysis to identify the NK cell marker genes (NKGs) and uncovered 80 prognosis-related ones by the TCGA-LIHC dataset. Based on prognostic NKGs, HCC patients were categorized into two subtypes with distinct clinical outcomes. Subsequently, we conducted LASSO-COX and stepwise regression analysis on prognostic NKGs to establish a five-gene (UBB, CIRBP, GZMH, NUDC, and NCL) prognostic signature-NKscore.

Different mutation statuses of the two risk groups stratified by NKscore were comprehensively characterized. Besides, the established NKscore-integrated nomogram presented enhanced predictive performance. Single sample gene set enrichment analysis (ssGSEA) analysis was used to uncover the landscape of the tumor immune microenvironment (TIME) and the high-NKscore risk group was characterized with an immune-exhausted phenotype while the low-NKscore risk group held relatively strong anti-cancer immunity.

T cell receptor (TCR) repertoire, tumor inflammation signature (TIS), and Immunophenoscore (IPS) analyses revealed differences in immunotherapy sensitivity between the two NKscore risk groups. Taken together, we developed a novel NK cell-related signature to predict the prognosis and immunotherapy efficacy for HCC patients.

论文信息

作者
Guo C、Tang Y、Li Q、Yang Z、Guo Y、Chen C、Zhang Y
第一作者单位
Faculty of Medicine, Macau University of Science and Technology, Tapai, Macau, 999078, China.China
通讯作者单位
West China School of Medicine, West China Hospital, Sichuan University, Chengdu, 610041, China; Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, 510623, China. Electronic address: zyq1014zyq1014@163.com.China
文献类型
非美国政府资助研究
期刊
Computers in biology and medicine2023 May
原文标识
PubMed 37030269 · DOI 10.1016/j.compbiomed.2023.106872