ArticleBMC cancer2021
A novel 10 glycolysis-related genes signature could predict overall survival for clear cell renal cell carcinoma.
Article in BMC cancer, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers.
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Who cites it
34 citing papers in PubMed, 44 citations in OpenAlex.
- Transcription Factor ATF4 Deletion Reprograms Glucose Metabolism in Clear Cell Renal Cell Carcinoma.Cancers · 2026Article
- Metabolic Regulation of Immune Responses: Molecular Mechanisms, Diseases, and Therapeutic Targets.MedComm · 2026Review
- Integrated transcriptomic network analysis reveals shared immunogenomic regulators between glioma and type 2 diabetes, highlighting VCAN as a prominent marker.Scientific reports · 2026Article
- Identification of glycolysis -correlative features for predicting prognosis and investigating immune landscape in prostate cancer.BMC cancer · 2026Article
- The role and mechanism of CHST6-mediated lactation modification in lenvatinib resistance in hepatocellular carcinoma cells.American journal of translational research · 2026Article
- Global and regional burden of kidney cancer from 1990 to 2021: analysis and future predictions based on global burden of disease study.BMC cancer · 2025Article
- An integrated bioinformatic investigation of succinic acid metabolism related genes in ccRCC followed by preliminary validation of SLC25A4 in tumorigenesis.Scientific reports · 2025Article
- A novel golgi related genes based correlation prognostic index can better predict the prognosis of glioma and responses to immunotherapy.Discover oncology · 2025Article
- Identification and external validation of a prognostic signature based on hypoxia-glycolysis-related genes for kidney renal clear cell carcinoma.Open medicine (Warsaw, Poland) · 2025Article
- Alpha-2-Macroglobulin and Signature Genes: Predictive Biomarkers for Prognosis and Immunotherapy in Clear Cell Renal Cell Carcinoma.Journal of Cancer · 2025Article
- Unraveling the Therapeutic Potential of Scutellarin for Clear Cell Renal Cell Carcinoma: A Comprehensive Molecular Analysis.Current pharmaceutical design · 2025Article
- Molecular signature of immune-related new survival predictions for subtype of renal cell carcinomas.Translational andrology and urology · 2024Article
- Distinct molecular profiles and shared drug vulnerabilities in pancreatic metastases of renal cell carcinoma.Communications biology · 2024Article
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- Pancancer analysis of the correlations of HS6ST2 with prognosis, tumor immunity, and drug resistance.Scientific reports · 2023Article
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- Current Landscape of Genomic Biomarkers in Clear Cell Renal Cell Carcinoma.European urology · 2023Review
- Single-Cell RNA-Seq Analysis Reveals Ferroptosis in the Tumor Microenvironment of Clear Cell Renal Cell Carcinoma.International journal of molecular sciences · 2023Article
- Special issue "The advance of solid tumor research in China": Multi-omics analysis based on 1311 clear cell renal cell carcinoma samples identifies a glycolysis signature associated with prognosis and treatment response.International journal of cancer · 2023Article
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Authors and funding
6 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundThe role of glycolysis in tumorigenesis has received increasing attention and multiple glycolysis-related genes (GRGs) have been proven to be associated with tumor metastasis. Hence, we aimed to construct a prognostic signature based on GRGs for clear cell renal cell carcinoma (ccRCC) and to explore its relationships with immune infiltration.
methodsClinical information and RNA-sequencing data of ccRCC were obtained from The Cancer Genome Atlas (TCGA) and ArrayExpress datasets. Key GRGs were finally selected through univariate COX, LASSO and multivariate COX regression analyses. External and internal verifications were further carried out to verify our established signature.
resultsFinally, 10 GRGs including ANKZF1, CD44, CHST6, HS6ST2, IDUA, KIF20A, NDST3, PLOD2, VCAN, FBP1 were selected out and utilized to establish a novel signature. Compared with the low-risk group, ccRCC patients in high-risk groups showed a lower overall survival (OS) rate (P = 5.548Ee-13) and its AUCs based on our established signature were all above 0.70. Univariate/multivariate Cox regression analyses further proved that this signature could serve as an independent prognostic factor (all P < 0.05). Moreover, prognostic nomograms were also created to find out the associations between the established signature, clinical factors and OS for ccRCC in both the TCGA and ArrayExpress cohorts. All results remained consistent after external and internal verification. Besides, nine out of 21 tumor-infiltrating immune cells (TIICs) were highly related to high- and low- risk ccRCC patients stratified by our established signature.
conclusionsA novel signature based on 10 prognostic GRGs was successfully established and verified externally and internally for predicting OS of ccRCC, helping clinicians better and more intuitively predict patients' survival.
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