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:Prognosis and therapeutic benefits prediction based on NK cell marker genes through single-cell RNA-seq with integrated bulk RNA-seq analysis for hepatocellular carcinoma.
Prognosis and therapeutic benefits prediction based on NK cell marker genes through single-cell RNA-seq with integrated bulk RNA-seq analysis for hepatocellular carcinoma.
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肿瘤浸润免疫细胞广泛参与肝细胞癌(HCC)发生和转移的调控。自然杀伤(NK)细胞是先天免疫的重要组成部分,在抗肿瘤免疫和肿瘤发展调节中不可或缺。
本研究首先基于单细胞RNA测序数据鉴定出HCC的251个NK细胞标志基因。随后在癌症基因组图谱(TCGA)队列中构建NK细胞标志基因相关预后特征(NKPS),用于风险分层和预后预测。NKPS的预后预测价值在不同临床亚组及三个外部数据集(ICGC-LIHC、GSE14520和桂林队列)中得到验证。多变量分析进一步显示,NKPS可独立预测HCC总生存期(OS)。功能分析提示,NKPS与可能促进HCC发生发展的基本细胞过程相关。研究还分析了不同NKPS风险评分亚组的免疫特征和治疗获益。低风险患者呈现免疫活化状态,表现为更高免疫评分、更多CD8+ T细胞和M1巨噬细胞浸润,以及更高的T细胞受体(TCR)丰富度和多样性。
值得注意的是,NKPS与免疫治疗应答相关特征呈负相关。此外,低风险组无论接受免疫治疗、传统化疗还是靶向治疗,获益均显著较佳。
总体而言,NKPS对HCC预后和治疗应答具有良好的预测价值,也可能为改进HCC管理策略提供新思路。
Tumor-infiltrating immune cells greatly participate in regulating tumorigenesis and metastasis of hepatocellular carcinoma (HCC). Natural killer cell, as an important role of innate immunity, plays an indispensable role in antitumor immunity and regulate tumor development. In this study, we firstly identified 251 NK cell marker genes of HCC based on single-cell RNA sequencing data.
Subsequently, an NK cell marker genes-related prognostic signature (NKPS) was developed in the cancer genome atlas (TCGA) cohort for risk stratification and prognosis prediction. The predictive value of the NKPS in prognosis was well validated in different clinical subgroups and three external datasets (ICGC-LIHC cohort, GSE14520 cohort and Guilin cohort).
Moreover, multivariate analysis revealed the independent prognostic value of NKPS for OS in HCC.
Further functional analysis indicated the NKPS was associated with basic cellular processes, that may contribute to the development and progression of HCC. Thereafter, immune characteristics as well as the therapeutic benefits in NKPS risk score-defined subgroups were analyzed.
Patients with low-risk score exhibited immune-active status, manifested as higher immune scores, more infiltration of CD8+ T cells and macrophage M1, and higher T-cell receptor (TCR) richness and diversity. Remarkably, the NKPS was negatively correlated with immunotherapy response-related signatures.
In addition, the low-risk group exhibited significantly improved therapeutic benefits, either from immunotherapy or traditional chemotherapy and target therapy.
Overall, the NKPS showed an excellent predictive value for prognosis and therapeutic responses for HCC, which might also provide novel insights into better HCC management strategies.
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