HGAP represents a clinically aggressive and molecularly distinct high-grade glioma, clearly separable from pediatric and adult PA. Its poor prognosis and unique genetic drivers justify its recognition as a new entity. Accurate molecular profiling is essential for diagnosis and management of these tumors, and the poor survival outcomes observed in HGAP highlight the need for further larger cohort studies to identify optimal therapeutic strategies.