Then, we further investigated whether CRL-based HNSCC subtypes showed different immune patterns, and the results indicated that Subtype A showed a distinctly different immune cell landscape and chemokine categories than Subtype B (Fig. 2b, c and Supplementary Fig. S3d, e, g, h). The gene discussed is IL31RA; the disease is head and neck squamous cell carcinoma.