基于肝癌糖酵解/糖异生的亚群和预后基因的鉴定。

Identification of subclusters and prognostic genes based on glycolysis/gluconeogenesis in hepatocellular carcinoma.

机构信息

School of Public Health, Xinjiang Medical University, Urumqi, China.

Department of Hepatobiliary Hydatid Disease, the First Affiliated Hospital of Xinjiang Medical University, Urumqi, China.

出版信息

Front Immunol. 2023 Oct 10;14:1232390. doi: 10.3389/fimmu.2023.1232390. eCollection 2023.

Abstract

BACKGROUND

This study aimed to examine glycolysis/gluconeogenesis-related genes in hepatocellular carcinoma (HCC) and evaluate their potential roles in HCC progression and immunotherapy response.

METHODS

Data analyzed in this study were collected from GSE14520, GSE76427, GSE174570, The Cancer Genome Atlas (TCGA), PXD006512, and GSE149614 datasets, metabolic pathways were collected from MSigDB database. Differentially expressed genes (DEGs) were identified between HCC and controls. Differentially expressed glycolysis/gluconeogenesis-related genes (candidate genes) were obtained and consensus clustering was performed based on the expression of candidate genes. Bioinformatics analysis was used to evaluate candidate genes and screen prognostic genes. Finally, the key results were tested in HCC patients.

RESULTS

Thirteen differentially expressed glycolysis/gluconeogenesis-related genes were validated in additional datasets. Consensus clustering analysis identified two distinct patient clusters (C1 and C2) with different prognoses and immune microenvironments. Immune score and tumor purity were significantly higher in C1 than in C2, and CD4+ memory activated T cell, Tfh, Tregs, and macrophage M0 were higher infiltrated in HCC and C1 group. The study also identified five intersecting DEGs from candidate genes in TCGA, GSE14520, and GSE141198 as prognostic genes, which had a protective role in HCC patient prognosis. Compared with the control group, the prognostic genes all showed decreased expression in HCC patients in RT-qPCR and Western blot analyses. Flow cytometry verified the abnormal infiltration level of immune cells in HCC patients.

CONCLUSION

Results showed that glycolysis/gluconeogenesis-related genes were associated with patient prognosis, immune microenvironment, and response to immunotherapy in HCC. It suggests that the model based on five prognostic genes may valuable for predicting the prognosis and immunotherapy response of HCC patients.

摘要

背景

本研究旨在研究肝细胞癌(HCC)中的糖酵解/糖异生相关基因,并评估其在 HCC 进展和免疫治疗反应中的潜在作用。

方法

本研究分析的数据来自 GSE14520、GSE76427、GSE174570、癌症基因组图谱(TCGA)、PXD006512 和 GSE149614 数据集,代谢途径来自 MSigDB 数据库。鉴定 HCC 与对照组之间的差异表达基因(DEGs)。获得差异表达的糖酵解/糖异生相关基因(候选基因),并根据候选基因的表达进行共识聚类分析。使用生物信息学分析评估候选基因并筛选预后基因。最后,在 HCC 患者中验证关键结果。

结果

在另外的数据集验证了 13 个差异表达的糖酵解/糖异生相关基因。共识聚类分析确定了两个不同预后和免疫微环境的患者亚群(C1 和 C2)。C1 中的免疫评分和肿瘤纯度显著高于 C2,并且 HCC 和 C1 组中 CD4+记忆激活 T 细胞、Tfh、Tregs 和 M0 巨噬细胞的浸润水平更高。研究还从 TCGA、GSE14520 和 GSE141198 中的候选基因中鉴定了五个相互交叉的 DEG 作为预后基因,这些基因在 HCC 患者的预后中具有保护作用。与对照组相比,RT-qPCR 和 Western blot 分析均显示 HCC 患者中预后基因表达降低。流式细胞术验证了 HCC 患者免疫细胞异常浸润水平。

结论

结果表明,糖酵解/糖异生相关基因与 HCC 患者的预后、免疫微环境和免疫治疗反应有关。这表明基于五个预后基因的模型可能对预测 HCC 患者的预后和免疫治疗反应有价值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/572a/10597634/40dbdf6901c6/fimmu-14-1232390-g001.jpg

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