The nine clusters that were identified in our analysis included known HNSC subtypes such as the HPV+ and NSD1/H3K36 impaired groups, aided by inclusion of the tumor-specific microbiome, and DNA-methylation status, respectively. The gene discussed is NSD1; the disease is neoplasm.