Eight LMGs (ABCB4, DPEP1, IL4I1, PLD4, CEL, HSD11B2, ACADSB, and PIK3R6) were also identified as independent prognostic markers for ccRCC via integrated bioinformatics analysis. Here, PLD4 is linked to nonpapillary renal cell carcinoma.