Evidence map›Paper›PMID 40116585›Full record

ArticleCancer medicine2025

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

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 and 3 more

Erratum issuedAbstract read
In one paragraph

Article in Cancer medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

13 authors.

Hao-Ran QuState Key Laboratory of Virology, Hubei Province Key Laboratory of Allergy and Immunology, Department of Immunology, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, China.
Chao-Qun WangDepartment of Neurosurgery, Renmin Hospital of Wuhan University, Wuhan, China.
Su-Juan SunState Key Laboratory of Virology, Hubei Province Key Laboratory of Allergy and Immunology, Department of Immunology, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, China.
Wen-Wen ZhangState Key Laboratory of Virology, Hubei Province Key Laboratory of Allergy and Immunology, Department of Immunology, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, China.
Cheng-Hao LiuState Key Laboratory of Virology, Hubei Province Key Laboratory of Allergy and Immunology, Department of Immunology, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, China.
Xuan-Shuang DuState Key Laboratory of Virology, Hubei Province Key Laboratory of Allergy and Immunology, Department of Immunology, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, China.
Yao-Yi-Ao ShuDepartment of Neurosurgery, Renmin Hospital of Wuhan University, Wuhan, China.
Xi-Cheng WangDepartment of Neurosurgery, Renmin Hospital of Wuhan University, Wuhan, China.
Qin PanState Key Laboratory of Virology, Hubei Province Key Laboratory of Allergy and Immunology, Department of Immunology, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, China.
Feng-Ling LuoState Key Laboratory of Virology, Hubei Province Key Laboratory of Allergy and Immunology, Department of Immunology, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, China.
Hong-Yan WuHubei Key Laboratory of Tumor Microenvironment and Immunotherapy, China Three Gorges University, Yichang, China.
Xiao-Lian ZhangState Key Laboratory of Virology, Hubei Province Key Laboratory of Allergy and Immunology, Department of Immunology, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, China.
Min LiuState Key Laboratory of Virology, Hubei Province Key Laboratory of Allergy and Immunology, Department of Immunology, Taikang Medical School (School of Basic Medical Sciences), Wuhan University, Wuhan, China.ORCID https://orcid.org/0000-0001-7095-1344

Funding

National Natural Science Foundation of China 82272978Natural Science Foundation Project of Hubei Province 2021CFB484Open Foundation of Hubei Province Key Laboratory of Tumor Microenvironment and Immunotherapy 2024KZL07
6 · The paper itself

Abstract

backgroundHepatocellular 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.

methodsWe 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.

resultsG6PD, 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.

conclusionsThis 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.

Indexed as

Biomarkers, TumorCarcinoma, HepatocellularGlucosephosphate DehydrogenaseLactic AcidLiver NeoplasmsComputational BiologyFemaleGene Expression Regulation, NeoplasticHep G2 CellsHumansImmunomodulationMaleMiddle AgedPrognosisBiomarkers, TumorGlucosephosphate DehydrogenaseLactic AcidG6PDhepatocellular carcinomalactate metabolismPD‐L1prognostic biomarkers

Identifiers

PMID40116585
PMCPMC11927016

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.