The emergence of tumour progression pathways among DEGs (n = 2781, Fig. 4) resembles transcriptomes of radioresistant HNSCCs, where hypoxia response, p53 pathway, NF-kB pathway and inflammatory response were found abnormally activated30. This evidence concerns the gene TP53 and neoplasm.