PLOD1 and nonpapillary renal cell carcinoma: The top 50 co-expressed genes were selected for subsequent functional analysis (Figure 5F; Supplementary Table S1), providing insights into the molecular networks associated with PLOD activity in ccRCC pathogenesis.