Among these 64 HNSCC drivers identified by our TCI, majority are well-known drivers including EGFR, TP53, PIK3CA, NOTCH1, FAT1, HRAS, CDKN2A and NFE2L2 [14,20,21]. The gene discussed is TP53; the disease is head and neck squamous cell carcinoma.