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转酮醇酶在肝细胞癌免疫治疗及预后中的作用:一种多组学方法

The role of transketolase in the immunotherapy and prognosis of hepatocellular carcinoma: a multi-omics approach.

作者信息

Gu Xuan-Yu, Zhou Zheng-Jun, Yao Hua, Yang Jia-Li, Gu Jin, Mu Rui, Zhao Li-Jin

机构信息

Department of General Surgery, Digestive Disease Hospital, Affiliated Hospital of Zunyi Medical University, Zunyi, China.

Department of Critical Care Medicine, Affiliated Hospital of Zunyi Medical University, Zunyi, China.

出版信息

Front Immunol. 2025 Mar 31;16:1529029. doi: 10.3389/fimmu.2025.1529029. eCollection 2025.

Abstract

OBJECTIVE

To explore the role of transketolase (TKT) in the immunotherapy and prognosis of hepatocellular carcinoma (HCC).

MATERIALS AND METHODS

TKT expression across various cancers and its associations with tumor immunity and prognosis were analyzed using nomogram models. A multi-omics approach was employed, including bulk RNA-seq analysis, methylation profiling, single-cell analysis, and spatial transcriptomics. Experimental methods included RT-qPCR, siRNA transfection, luciferase reporter assay, and chromatin immunoprecipitation.

RESULTS

TKT was significantly upregulated in multiple cancers and correlated with immune cell infiltration, particularly in HCC. Elevated TKT expression was associated with poor overall survival (OS) in HCC and was an independent prognostic factor (p < 0.05). Drug sensitivity analysis suggested that higher TKT expression was associated with reduced sensitivity to several chemotherapeutic agents, including sorafenib (p < 0.01). Furthermore, hypermethylation of the TKT promoter and low TKT expression were linked to improved OS in HCC (log-rank test p = 0.005). Single-cell analysis revealed that TKT was predominantly expressed in the monocyte/macrophage cluster associated with HCC, and pseudo-time series analysis highlighted TKT's role in cell differentiation within this cluster. Spatial transcriptomics confirmed the close association between TKT and macrophage distribution in HCC. Moreover, STAT3 was found to directly regulate TKT expression by binding to its promoter region.

CONCLUSION

Our findings suggest that TKT may play a role in tumor immunity and prognosis in HCC. Although these results provide insights into the potential involvement of TKT in immune cell infiltration and survival outcomes, further studies are required to fully elucidate its role in immunotherapy.

摘要

目的

探讨转酮醇酶(TKT)在肝细胞癌(HCC)免疫治疗及预后中的作用。

材料与方法

使用列线图模型分析TKT在各种癌症中的表达及其与肿瘤免疫和预后的关联。采用了多组学方法,包括批量RNA测序分析、甲基化谱分析、单细胞分析和空间转录组学。实验方法包括RT-qPCR、siRNA转染、荧光素酶报告基因检测和染色质免疫沉淀。

结果

TKT在多种癌症中显著上调,并与免疫细胞浸润相关,尤其是在HCC中。TKT表达升高与HCC患者较差的总生存期(OS)相关,并且是一个独立的预后因素(p < 0.05)。药物敏感性分析表明,较高的TKT表达与对几种化疗药物(包括索拉非尼)的敏感性降低相关(p < 0.01)。此外,TKT启动子的高甲基化和低TKT表达与HCC患者较好的OS相关(对数秩检验p = 0.005)。单细胞分析显示,TKT主要在与HCC相关的单核细胞/巨噬细胞簇中表达,伪时间序列分析突出了TKT在该簇内细胞分化中的作用。空间转录组学证实了TKT与HCC中巨噬细胞分布之间的密切关联。此外,发现信号转导和转录激活因子3(STAT3)通过结合其启动子区域直接调节TKT表达。

结论

我们的研究结果表明,TKT可能在HCC的肿瘤免疫和预后中发挥作用。尽管这些结果为TKT潜在参与免疫细胞浸润和生存结局提供了见解,但仍需要进一步研究以充分阐明其在免疫治疗中的作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1175/11994433/a1ceed945984/fimmu-16-1529029-g001.jpg

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