We posited that molecular classification of the HNSC tumor samples using single data modalities, like RNA-seq or methylation array datasets, might fail to capture the full range of inter tumor heterogeneity and effects of known etiological agents, like HPV+ or NSD1/H3K36 impairment. This evidence concerns the gene NSD1 and neoplasm.