Bioinformatics Identification of Lactate-Associated Genes in Hepatocellular Carcinoma: G6PD's Role in Immune Modulation

IF 3.1 2区 医学 Q2 ONCOLOGY Cancer Medicine Pub Date : 2025-03-21 DOI:10.1002/cam4.70801
Hao-ran Qu, Chao-qun Wang, Su-juan Sun, Wen-wen Zhang, Cheng-hao Liu, Xuan-shuang Du, Yao-yi-ao Shu, Xi-cheng Wang, Qin Pan, Feng-ling Luo, Hong-yan Wu, Xiao-lian Zhang, Min Liu
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Abstract

Background

Hepatocellular carcinoma (HCC) is a major global health issue, with poor prognosis often associated with dysregulated metabolic pathways, especially lactate metabolism. This study explored the prognostic significance of lactate-associated genes in HCC and their potential as therapeutic targets.

Methods

We analyzed RNA-seq and clinical data from 374 patients with HCC from The Cancer Genome Atlas (TCGA) database. Using Cox regression, LASSO analysis, and Kaplan–Meier survival curves, we identified key lactate-associated genes associated with patient outcomes. Functional validations, including Western blot, flow cytometry, and molecular docking studies, were performed to confirm the biological impact of these genes.

Results

G6PD, IK, and CALML5 were identified as significant prognostic markers for HCC. A prognostic model was developed that effectively stratified patients into risk groups, which correlated with survival. G6PD's role in immune modulation and its potential as a drug target were validated through biochemical assays and computational analyses. Functional assays in HepG2 cells confirmed that alterations in G6PD expression affect T cell activity, with knockdown enhancing IFN-γ production and overexpression inhibiting it, demonstrating G6PD's role in immune evasion.

Conclusions

This study establishes lactate metabolism genes, particularly G6PD, as key prognostic markers in HCC. The validation of G6PD's immunomodulatory effects further supports its potential as a therapeutic target for strategies aimed at enhancing immune surveillance and treatment outcomes in HCC.

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肝细胞癌中乳酸相关基因的生物信息学鉴定:G6PD在免疫调节中的作用
背景:肝细胞癌(HCC)是一个主要的全球健康问题,预后不良通常与代谢途径失调,特别是乳酸代谢失调有关。本研究探讨了乳酸相关基因在HCC中的预后意义及其作为治疗靶点的潜力。方法:我们分析了来自癌症基因组图谱(TCGA)数据库的374例HCC患者的RNA-seq和临床数据。使用Cox回归、LASSO分析和Kaplan-Meier生存曲线,我们确定了与患者预后相关的关键乳酸相关基因。功能验证,包括Western blot、流式细胞术和分子对接研究,证实了这些基因的生物学影响。结果:G6PD、IK和CALML5被确定为HCC的重要预后指标。建立了一个预后模型,有效地将患者分层为与生存相关的危险组。通过生化分析和计算分析验证了G6PD在免疫调节中的作用及其作为药物靶点的潜力。HepG2细胞的功能分析证实,G6PD表达的改变影响T细胞活性,敲低可增强IFN-γ的产生,过表达可抑制IFN-γ的产生,证明G6PD在免疫逃避中的作用。结论:本研究确定乳酸代谢基因,尤其是G6PD,是HCC的关键预后指标。G6PD免疫调节作用的验证进一步支持了其作为HCC中增强免疫监测和治疗效果策略的治疗靶点的潜力。
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来源期刊
Cancer Medicine
Cancer Medicine ONCOLOGY-
CiteScore
5.50
自引率
2.50%
发文量
907
审稿时长
19 weeks
期刊介绍: Cancer Medicine is a peer-reviewed, open access, interdisciplinary journal providing rapid publication of research from global biomedical researchers across the cancer sciences. The journal will consider submissions from all oncologic specialties, including, but not limited to, the following areas: Clinical Cancer Research Translational research ∙ clinical trials ∙ chemotherapy ∙ radiation therapy ∙ surgical therapy ∙ clinical observations ∙ clinical guidelines ∙ genetic consultation ∙ ethical considerations Cancer Biology: Molecular biology ∙ cellular biology ∙ molecular genetics ∙ genomics ∙ immunology ∙ epigenetics ∙ metabolic studies ∙ proteomics ∙ cytopathology ∙ carcinogenesis ∙ drug discovery and delivery. Cancer Prevention: Behavioral science ∙ psychosocial studies ∙ screening ∙ nutrition ∙ epidemiology and prevention ∙ community outreach. Bioinformatics: Gene expressions profiles ∙ gene regulation networks ∙ genome bioinformatics ∙ pathwayanalysis ∙ prognostic biomarkers. Cancer Medicine publishes original research articles, systematic reviews, meta-analyses, and research methods papers, along with invited editorials and commentaries. Original research papers must report well-conducted research with conclusions supported by the data presented in the paper.
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