As for COL4A5, Liu’s research revealed that it is one of the components used to build a predictive model of ccRCC and that this model is closely related to infiltrating immune cells (Liu et al., 2021). This evidence concerns the gene COL4A5 and nonpapillary renal cell carcinoma.