The study also explored the relationship between GNPDA1 and other genes in HNSCC, revealing abnormal expression patterns in genes that interact with GNPDA1, forming a regulating network that influences the development and progression of the disease. Here, GNPDA1 is linked to head and neck squamous cell carcinoma.