This study identifies clinicopathologic factors linked to pre- and postoperative levels of circulating tumor HPV DNA (ctHPVDNA) in HPV-mediated oropharyngeal cancer patients treated with upfront surgery, offering insights for disease monitoring and clinical trial design.