Finally, we observed two ISRS model genes (CAMTA2 and FOXD1) with abundant research value in oncology, which have been proven as oncogenes in head and neck squamous cell carcinoma (Wu et al. 2023) or colon cancer (Luan et al. 2021). Here, CAMTA2 is linked to head and neck squamous cell carcinoma.