Specifically in our study, we also discovered the differential distribution in chromosome 5p including some DEGs believed to regulate immune escaping and immune co-inhibition like CD74 (37, 38) and EGR1 (39) might potentially serve as key nodes in constructing the differentially shaped immune landscape of ccRCC. This evidence concerns the gene CD74 and nonpapillary renal cell carcinoma.