ArticleFrontiers in cell and developmental biology2021
A Novel Lactate Metabolism-Related Gene Signature for Predicting Clinical Outcome and Tumor Microenvironment in Hepatocellular Carcinoma.
Article in Frontiers in cell and developmental biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers.
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35 citing papers in PubMed, 68 citations in OpenAlex.
- BRD9 recognizes lactate-induced H3K18 lactylation to drive oncogenic chromatin remodeling in hepatocellular carcinoma.Cell death and differentiation · 2026Article
- Nrf2-mediated metabolic reprogramming drives regulatory T cell accumulation in hepatocellular carcinoma.Nature communications · 2026Article
- Survival Outcomes in Patients with Advanced Hepatocellular Carcinoma Based on Pretreatment Serum Lactate Dehydrogenase Level and Albumin-Bilirubin Grade: A Single-Center, Retrospective, Non-Randomized Cohort Study.Journal of hepatocellular carcinoma · 2026Article
- SPP1+ Macrophages Promote Immunosuppression in Post-TACE Hepatocellular Carcinoma Involving Lactate-Induced Lactylation and Potential SPP1-CD44 Signaling.Journal of hepatocellular carcinoma · 2026Article
- Metabolic reprogramming networks in the gastric cancer tumor microenvironment: an integrated axis of nutrient competition, metabolic crosstalk, and immunosuppression.Frontiers in immunology · 2026Review
- Cross-talk between lactate metabolism and immunity reveals CEP55 as a potential regulator in the immunosuppressive microenvironment of hepatocellular carcinoma.Genes & diseases · 2025Article
- Identification and validation of a lenvatinib resistance-related prognostic signature in HCC, in which PFKFB4 contributes to tumor progression and lenvatinib resistance.BMC gastroenterology · 2025Article
- Effects of Exercise Intensity and Time on Efficacy of Paclitaxel and Doxorubicin and Immune Microenvironment in the 4T1 Breast Cancer Model.Journal of Cancer · 2025Article
- Identifying cancer prognosis genes through causal learning.Briefings in bioinformatics · 2024Article
- FOXM1 Upregulates O-GlcNAcylation Level Via The Hexosamine Biosynthesis Pathway to Promote Angiogenesis in Hepatocellular Carcinoma.Cell biochemistry and biophysics · 2024Article
- Harnessing CD8Clinical and translational medicine · 2024Review
- Role of lactate and lactate metabolism in liver diseases (Review).International journal of molecular medicine · 2024Review
- Identification and validation of a lactate metabolism-related six-gene prognostic signature in intrahepatic cholangiocarcinoma.Journal of cancer research and clinical oncology · 2024Article
- Metabolic reprogramming in the tumor microenvironment of liver cancer.Journal of hematology & oncology · 2024Review
- A lactate metabolism-related signature predicting patient prognosis and immune microenvironment in ovarian cancer.Frontiers in endocrinology · 2024Article
- A novel hypoxia- and lactate metabolism-related prognostic signature to characterize the immune landscape and predict immunotherapy response in osteosarcoma.Frontiers in immunology · 2024Article
- Identification and functional analysis of lactic acid metabolism-related differentially expressed genes in hepatocellular carcinoma.Frontiers in genetics · 2024Article
- Identification of lactate-related subgroups and prognostic model in triple-negative breast cancer.Journal of cancer research and clinical oncology · 2023Article
- Characterization and application of a lactate and branched chain amino acid metabolism related gene signature in a prognosis risk model for multiple myeloma.Cancer cell international · 2023Article
- MiR-494 induces metabolic changes through G6pc targeting and modulates sorafenib response in hepatocellular carcinoma.Journal of experimental & clinical cancer research : CR · 2023Article
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Authors and funding
5 authors at 2 institutions in 1 country.
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Abstract
Hepatocellular carcinoma (HCC) is the main subtype of primary liver cancer with high malignancy and poor prognosis. Metabolic reprogramming is a hallmark of cancer and has great importance on the tumor microenvironment (TME). As an abundant metabolite, lactate plays a crucial role in cancer progression and the immunosuppressive TME. Nonetheless, the potential roles of lactate in HCC remain unclear. In this study, we downloaded transcriptomic data of HCC patients with corresponding clinical information from the TCGA and ICGC portals. The TCGA-HCC dataset used as the training cohort, while the ICGC-LIRI-JP dataset was served as an external validation cohort. Cox regression analysis and the LASSO regression model were combined to construct the lactate metabolism-related gene signature (LMRGS). Then, we assessed the clinical significance of LMRGS in HCC. Besides, enriched molecular functions, tumor mutation burden (TMB), infiltrating immune cells, and immune checkpoint were comprehensively analyzed in different LMRGS subgroups. In total, 66 differentially expressed lactate metabolism-related genes (LMRGs) were screened. The functions of LMRGs were mainly enriched in mitochondrial activity and metabolic processes. The LMRGS comprised of six key LMRGs (FKTN, PDSS1, PET117, PUS1, RARS1, and RNASEH1) had significant clinical value for independently predicting the prognosis of HCC patients. The overall survival and median survival of patients in the LMRGS-high group were significantly shorter than in the LMRGS-low group. In addition, there were differences in TMB between the two LMRGS subgroups. The probability of genetic mutations was higher in the LMRGS-high group. Most importantly, the LMRGS reflected the TME characteristics. In the LMRGS-high group, the immune microenvironment presented a suppressed state, accompanied by more inhibitory immune cell infiltration, including follicular helper T cells and regulatory T cells. Additionally, the expression of inhibitory checkpoint molecules was much higher in the LMRGS-high group. Our study suggested that the LMRGS was a robust biomarker to predict the clinical outcomes and evaluate the TME of patients with HCC.
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