Further research demonstrated that SPP1 binds to integrin receptors on the surface of target cells and promotes ccRCC development and progression by activating potential signaling mechanisms such as ILK and JAK/STAT. This evidence concerns the gene SOAT1 and nonpapillary renal cell carcinoma.