Our analysis revealed significant upregulation of PLOD gene transcripts in various malignancies compared to their corresponding normal tissues, with particularly pronounced overexpression observed in ccRCC (Supplementary Figures S1AC). This evidence concerns the gene PLOD1 and nonpapillary renal cell carcinoma.