PPAT and nonpapillary renal cell carcinoma: Notably, these trends were not observed in ccRCC, where PANK4 and PPAT expression did not correlate with survival (Extended Data Fig. 5d–e), and higher PANK3 expression was unexpectedly associated with better outcomes (Extended Data Fig. 5f).