Although the detailed mechanisms of BRAF and APC loss and GNAS expression in this study are not fully understood, shifts in these important signaling pathways involved in tumorigenesis may contribute to changes in the tumor environment and could be associated with the ICI response. Here, APC is linked to neoplasm.