Among the known salivary extracellular RNA biomarkers examined in this study, the pre-operative expression levels of PPL, SEMA4B, and miR140-5p were significantly correlated with high tumor burden (which we defined as stages III and IV), along with age and sex. Here, SEMA4B is linked to neoplasm.