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. Here, KRT15 is linked to neoplasm.