Single-cell analysis identified TM9SF2 and H1F0 as key prognostic genes, with high H1F0 expression being associated with poor prognosis in pediatric gliomas.<h4>Conclusions</h4>Our findings highlight the potential of AI-driven transcriptomic analysis in improving pediatric glioma prognosis. The gene discussed is TM9SF2; the disease is glioma.