ArticleJournal of experimental & clinical cancer research : CR2023
TRAF2 promotes M2-polarized tumor-associated macrophage infiltration, angiogenesis and cancer progression by inhibiting autophagy in clear cell renal cell carcinoma.
Article in Journal of experimental & clinical cancer research : CR, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 54 papers.
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54 citing papers in PubMed, 66 citations in OpenAlex.
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- Exploring the Role of GGA2 in Cancer Progression: Pan-Cancer Bioinformatics and Experimental Validation in Prostate Cancer.International journal of molecular sciences · 2026Article
- Role of autophagy in tumorigenesis and drug resistance: molecular mechanisms and therapeutic targets.Molecular biomedicine · 2026Review
- Preliminary exploration of the putative function of SF3A2 in clear cell renal cell carcinoma.Molecular medicine reports · 2026Article
- Adaptor proteins regulating tumor-associated macrophage polarization during cancer progression.Oncoscience · 2026Review
- Multi-omics analysis of kidney renal cell carcinoma in silico with preliminaryFrontiers in immunology · 2026Article
- Angiogenic Prognostic Signature for Stratification in Hepatocellular Carcinoma.Journal of hepatocellular carcinoma · 2026Article
- Autophagy modulation in gynaecologic oncology: insights into immune regulation and therapeutic potential.Frontiers in immunology · 2026Review
- Remodeling the tumor immune microenvironment: mechanisms of crosstalk between regulated cell death macrophages.Frontiers in immunology · 2026Review
- UPF1-dependent glycolysis driven by LINC00887 facilitates macrophage M2 polarization in clear cell renal cell carcinoma.Frontiers in immunology · 2026Article
- P4HA1 facilitates SPP1+ tumor-associated macrophages by activating the hypoxia pathway in head and neck squamous cell carcinoma.Scientific reports · 2025Article
- C1QBP Drives M2 Macrophage Polarization Via TRAF2-CCL2 to Promote Oral Squamous Cell Carcinoma Progression.International dental journal · 2025Article
- MS4A1 regulates M1-polarized tumor-associated macrophage infiltration, angiogenesis, and cancer progression through the HIPPO pathway in lung adenocarcinoma.Cancer immunology, immunotherapy : CII · 2025Article
- Astragaloside IV regulates macrophage polarization via the TLR4/NF-κB/STAT3 pathway to inhibit the malignant phenotype of renal clear cell carcinoma.Naunyn-Schmiedeberg's archives of pharmacology · 2025Article
- M2 Macrophage-Derived Migrasomes Mediate Ischaemia-Induced Retinal Neovascularization by Targeting TREM2.Journal of extracellular vesicles · 2025Article
- The association of the systemic inflammation response index with the prognosis of primary retroperitoneal liposarcoma after surgical resection.Scientific reports · 2025Article
- Ras and Rab interactor 3 as a prognostic biomarker and its impact on immune cell infiltration in cancer.Scientific reports · 2025Article
- Mitophagy related gene signature for prognosis and therapeutic evaluation in KIRC.Scientific reports · 2025Article
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Authors and funding
12 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundThe management of advanced clear cell renal cell carcinoma (ccRCC) remains a major challenge in clinical practice, and the construction of more reliable prognostic prediction models and the further elucidation of key molecular mechanisms of tumor progression are topics in urgent need of in-depth investigation.
methodsWe used CIBERSORT to estimate the proportion of 22 tumor-infiltrating immune cell types in the TCGA-KIRC cohort. Weighted gene co-expression network analysis, least absolute shrinkage and selection operator regression analysis were used to build risk prediction models. Expression patterns and clinical significance of TRAF2 were determined through bioinformatics analysis, real-time qPCR, Western Blot, immunohistochemistry. GSEA analysis, transmission electron microscopy, 2D/3D colony formation assay, cell migration and invasion assay, and tube-formation assay were used to investigate the underlying function and mechanism of the TRAF2/M2 macrophage/autophagy axis.
resultsWe constructed a novel prognostic prediction model based on M2 macrophage-related genes, which was identified as an accurate, independent and specific prognostic risk model for ccRCC patients. A reliable nomogram was constructed to predict 1-, 3-, and 5-year overall survival for patients with ccRCC. As one of the constituent genes of the risk model, TRAF2 was determined to be upregulated in ccRCC and associated with poor clinical prognosis. We found that TRAF2 promotes malignant progression of ccRCC by regulating macrophage polarization, migration and angiogenesis. Mechanistically, we found that TRAF2 promotes the polarization of M2 macrophages, and this chemotaxis is achieved in an autophagy-dependent pathway. Orthotopic tumor growth assay results revealed that TRAF2 plays a key role as a promotor of ccRCC growth and metastasis.
conclusionsIn conclusion, this risk model is highly predictive of prognostic in ccRCC patients, which is expected to promote improved treatment evaluation and comprehensive management of ccRCC. Moreover, our findings reveal that the TRAF2/M2 macrophage/autophagy axis plays a key regulatory role in the malignant progression of ccRCC, and suggest that TRAF2 is a potential novel therapeutic target for advanced ccRCC.
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