In this study, adopting the method of text mining and bioinformatics, we finally screened out four genes (EPHB2, SPP1, SERPINE1, and VEGFC) and corresponding signaling pathways that might be related to radiotherapy resistance in HNSCC patients. This evidence concerns the gene SERPINE1 and head and neck squamous cell carcinoma.