ACTN1 expression correlates strongly with a range of immune features in HPV-negative HNSCC (Supplementary Table 3), underscoring a potentially unique interaction between ACTN1 expression and the immune landscape specifically in HPV-negative HNSCC cases. Here, ACTN1 is linked to head and neck squamous cell carcinoma.