Using a combination of RNA-seq data from a large number of HNSCC cases and their corresponding clinical information, a gene signature for tumor-infiltrated CD8+ T cells was established using multiple machine learning algorithms. This evidence concerns the gene CD8A and head and neck squamous cell carcinoma.