However, the transcriptional profile changed in the tumor with a significant upregulation of ccRCC signature genes VEGFA, NDUFA4L2, and PDK4 [32] both in the primary and the metastatic setting (Fig. 5B and Additional file 2: Fig. S6B). Here, PDK4 is linked to neoplasm.