Furthermore, integrated analysis of single-cell RNA sequencing, spatial transcriptomics, and RNA-seq data indicated that TLS-positive tumors were characterized by an expanded population of KRT15<sup>high</sup> tumor cells in HNSCC. This evidence concerns the gene KRT15 and head and neck squamous cell carcinoma.