GDF15 and nonpapillary renal cell carcinoma: In order to further assess the role of GDF15 in regulating ccRCC aggressiveness, we conducted colony formation assay (Fig. 3G-H), wound-healing assay (Additional file 3: Figure S3), and Transwell assays (Fig. 4A-D).