Metabolic reprogramming in clear cell renal cell carcinoma: core pathways and targeted therapeutic strategies. (PubMed, Front Genet)
On the translational front, HIF-2α inhibitors (such as belzutifan), strategies that suppress or oxidize lipids to trigger ferroptosis, and interventions targeting glutamine and one-carbon metabolism show promise when rationally combined with ICIs, TKIs, or anti-angiogenic therapies. We propose a stratified decision framework anchored in DCCD state, lipid-droplet/PLIN2 phenotype, ferroptosis sensitivity, and HIF activity, and discuss the emerging roles of radiopathomics (e.g., CT HU-PLIN2 coupling) and circulating metabolic fingerprints in companion diagnostics. Looking toward clinical deployment, advancing standardization within MSI/IBSI and FAIR data principles-and launching biomarker-enriched, prospective multicenter trials-will be essential to demonstrate the real-world value of precision metabolic oncology in the personalized treatment of ccRCC.