Evidence map›Paper›PMID 41737777›Full record

ArticleJournal of hepatocellular carcinoma2026

Analyses of the Coexpression of Lactate Metabolism- and Ferroptosis-Related Genes in Hepatocellular Carcinoma.

Kangjian Wu, Chu Qiao, Cheng Gao, Tianming Chen, Shaolong Pei, Sheng Wang, Decai Yu

Abstract read
In one paragraph

Article in Journal of hepatocellular carcinoma, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Kangjian Wu *Department of General Surgery, The Affiliated BenQ Hospital of Nanjing Medical University, Nanjing, Jiangsu Province, People's Republic of China.
Chu Qiao *Division of Hepatobiliary and Transplantation Surgery, Department of General Surgery, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing, 210008, People's Republic of China.
Cheng Gao *Department of General Surgery, Affiliated Hospital of Nantong University, Nantong, Jiangsu, 226001, People's Republic of China.ORCID 0000-0001-5549-1327
Tianming ChenDivision of Hepatobiliary and Transplantation Surgery, Department of General Surgery, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing, 210008, People's Republic of China.
Shaolong PeiDivision of Hepatobiliary and Transplantation Surgery, Department of General Surgery, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing, 210008, People's Republic of China.
Sheng WangDivision of Hepatobiliary and Transplantation Surgery, Department of General Surgery, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing, 210008, People's Republic of China.ORCID 0000-0001-8415-4434
Decai YuDivision of Hepatobiliary and Transplantation Surgery, Department of General Surgery, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing, 210008, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Lactate has been shown to protect cells against oxidative stress both in vitro and in vivo. Ferroptosis is a form of regulated cell death driven by oxidative stress, characterized by glutathione depletion and elevated lipid peroxidation. It is hypothesized that lactate may modulate the ferroptotic process in hepatocellular carcinoma (HCC) cells. Methods: In this study, the Molecular Signatures Database was leveraged to identify key differentially expressed HCC-related lactate metabolism-related genes (LMRGs) and ferroptosis-related genes (FRGs). The functions and interactions of these genes were analyzed through Cytoscape network analyses, biological process annotation, and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment. A prognostic risk model based on these genes was constructed utilizing Weighted Gene Co-expression Network Analysis (WGCNA) and Least Absolute Shrinkage and Selection Operator (LASSO) regression. The ESTIMATE and CIBERSORT algorithms were used to assess immune infiltration in individual samples. Results: Comprehensive analysis revealed that LMRGs and FRGs are co-involved in processes such as the regulation of reactive oxygen species (ROS) and antioxidant detoxification. Based on the expression profiles of these genes, HCC patients were stratified into four distinct subgroups. These subgroups exhibited significant heterogeneity in gene expression profiles, immunological characteristics, metabolic activity patterns, mutational landscapes, immune microenvironment features, and drug sensitivity levels. tRNA mitochondrial 2-thiouridylase (TRMU) was identified as a highly expressed LMRG in HCC. Knockdown of TRMU inhibited HCC cell proliferation and migration, accompanied by elevated malondialdehyde (MDA) levels and depleted glutathione (GSH) levels, indicating that TRMU silencing induces oxidative stress and facilitates ferroptosis. Conclusion: An interplay exists between lactate metabolism and ferroptosis pathways in HCC, and the constructed risk model demonstrates predictive value for patient prognosis. As a critical gene, TRMU promotes HCC progression and suppresses ferroptosis through its high expression, suggesting it serves as a potential therapeutic target for HCC treatment.

Indexed as

ferroptosishepatocellular carcinomalactate metabolism

Identifiers

PMID41737777
PMCPMC12927744

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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.