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. Here, IFNG is linked to neoplasm.