ArticleJournal of translational medicine2024
Novel hypoxia- and lactate metabolism-related molecular subtyping and prognostic signature for colorectal cancer.
Article in Journal of translational medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 53 papers.
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Who cites it
53 citing papers in PubMed.
- Discovery of a novel and potent KRASJournal of enzyme inhibition and medicinal chemistry · 2026Article
- Colitis-associated colorectal carcinogenesis: molecular mechanisms and therapeutic potential.Molecular biomedicine · 2026Review
- Integrated single-cell and spatial transcriptomic analyses reveal malignant epithelial glycolytic heterogeneity and spatial niche remodeling during colorectal cancer progression.Functional & integrative genomics · 2026Article
- Hypoxia-Induced Exosomal miR-1225-5p Accelerates Colorectal Cancer Progression by Targeting Carboxypeptidase M.World journal of oncology · 2026Article
- HIF1-driven TDP-43 stabilizes TRIP6 mRNA to drive angiogenesis and colorectal cancer progression under hypoxia.Translational oncology · 2026Article
- Evaluation of nanoencapsulated bevacizumab combined with paclitaxel in a colorectal cancer xenograft model.Drug delivery and translational research · 2026Article
- Identification and validation of tolerogenic dendritic cells-related biomarkers in diabetic retinopathy.Diabetology international · 2026Article
- Identification of prognostic genes and development of a risk model for pancreatic cancer based on hypoxia- and lipid metabolism-related genes.Discover oncology · 2026Article
- Inflammation and Colorectal Cancer Pathogenesis: Molecular, Immunological, and Environmental Features for Therapy Response and Resistances.International journal of molecular sciences · 2026Review
- Greedy regression-based cross-species gene expression modeling: a translational framework for forensic wound age estimation.International journal of legal medicine · 2026Article
- Single-cell and bulk transcriptomic analyses identify B-cell senescence-associated biomarkers in papillary thyroid carcinoma.Translational cancer research · 2026Article
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- Study on the expression level of folate receptor γ in thyroid cancer and its association with clinicopathological characteristics.Oncology letters · 2026Article
- β-Hydroxybutyrate, a primary metabolite of ketogenic diets and its dual role in modulating colorectal cancer: from molecular mechanisms to therapeutic insights.Clinical and experimental medicine · 2026Review
- Integrated single-cell and spatial transcriptomics uncover SPP1⁺ and HLA-DRB5⁺ macrophages as key modulators of the immune microenvironment in colorectal cancer liver metastasis.Journal of translational medicine · 2026Article
- The consensus molecular subtypes of esophageal squamous cell carcinoma.Signal transduction and targeted therapy · 2026Article
- Protein Lactylation in Liver Disease: A Comprehensive Review.Expert reviews in molecular medicine · 2026Review
- Lactate-lactylation in tumor angiogenesis and progression: mechanisms, biomarker potential, and therapeutic implications.Biomarker research · 2026Review
- Identification of potential biomarkers related to mannose metabolism in keloids: analysis of integrated bulk RNA-seq and scRNA-seq.Frontiers in immunology · 2026Article
- Subtyping and risk model construction based on taurine metabolism-related genes for predicting prognosis and immune response in lung adenocarcinoma.Open medicine (Warsaw, Poland) · 2026Article
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7 authors.
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Abstract
backgroundColorectal cancer (CRC) is a serious global health burden because of its high morbidity and mortality rates. Hypoxia and massive lactate production are hallmarks of the CRC microenvironment. However, the effects of hypoxia and lactate metabolism on CRC have not been fully elucidated. This study aimed to develop a novel molecular subtyping based on hypoxia-related genes (HRGs) and lactate metabolism-related genes (LMRGs) and construct a signature to predict the prognosis of patients with CRC and treatment efficacy.
methodsBulk and single-cell RNA-sequencing and clinical data of CRC were downloaded from the TCGA and GEO databases. HRGs and LMRGs were obtained from the Molecular Signatures Database. The R software package DESeq2 was used to perform differential expression analysis. Molecular subtyping was performed using unsupervised clustering. A predictive signature was developed using univariate Cox regression, random forest model, LASSO, and multivariate Cox regression analyses. Finally, the sensitivity of tumor cells to chemotherapeutic agents before and after hypoxia was verified using in vitro experiments.
resultsWe classified 575 patients with CRC into three molecular subtypes and were able to distinguish their prognoses clearly. The C1 subtype, which exhibits high levels of hypoxia, has a low proportion of CD8 + T cells and a high proportion of macrophages. The expression of immune checkpoint genes is generally elevated in C1 patients with severe immune dysfunction. Subsequently, we constructed a predictive model, the HLM score, which effectively predicts the prognosis of patients with CRC and the efficacy of immunotherapy. The HLM score was validated in GSE39582, GSE106584, GSE17536, and IMvigor210 datasets. Patients with high HLM scores exhibit high infiltration of CD8 + exhausted T cells (Tex), especially terminal Tex, and oxidative phosphorylation (OXPHOS)-Tex in the immune microenvironment. Finally, in vitro experiments confirmed that CRC cell lines were less sensitive to 5-fluorouracil, oxaliplatin, and irinotecan under hypoxic conditions.
conclusionWe constructed novel hypoxia- and lactate metabolism-related molecular subtypes and revealed their immunological and genetic characteristics. We also developed an HLM scoring system that could be used to predict the prognosis and efficacy of immunotherapy in patients with CRC.
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