For example, we found clusters 2, 5, 8, and 10 had the highest gene expression of HNSCC stromal cell gene markers (ALDH1A1, BCL11B, BMI1, CD44)48 (Supplementary Fig. 5c). This evidence concerns the gene CD44 and head and neck squamous cell carcinoma.