Given that HIF1 drives angiogenesis in ccRCC tumours [46], we were unsurprised to find HIF1 TFs target genes in MDE as this cluster was enriched for angiogenesis related GO terms (Fig. 2a–b, Additional file 1: Fig. S2a, Table S3). This evidence concerns the gene SETD2 and neoplasm.