IGLL5 and nonpapillary renal cell carcinoma: In ccRCC, the correlation analyses showed that IGLL5 and most adaptive immune cells had a clear linear positive correlation and had a negative correlation with the infiltration of native immune cells (p < 0.05, Supplementary Figure S3).