In line with our results of bioinformatic analyses, GDF15 was downregulated in ccRCC tumor samples at both protein (Fig. 2A-B) and mRNA level (Additional file 1: Figure S1A), suggesting a potential anti-tumor role in ccRCC. This evidence concerns the gene GDF15 and nonpapillary renal cell carcinoma.