Collectively, these findings highlight IFNG as both a key prognostic biomarker and a functional orchestrator of intercellular immune communication within the ccRCC tumour microenvironment, particularly by coordinating crosstalk between innate and adaptive immune components. The gene discussed is IFNG; the disease is nonpapillary renal cell carcinoma.