The raw data includes validation by qRT-PCR of expression of HNRNPA2B1, METTL3 and METTL14 in 16 pairs of ccRCC samples and matched adjacent normal kidney tissues (n = 32). Here, HNRNPA2B1 is linked to nonpapillary renal cell carcinoma.