TCIRG1 and neoplasm: Finally, LightGBM and XGBoost algorithms identified TCIRG1 as a key model feature and a novel biomarker in KIRC for experimental characterization using western blot, immunohistochemistry, multiple immunofluorescence (mIHC), subcutaneous tumor formation in nude mice, and Transwell assays.