Abstract Adult-type diffuse gliomas present significant treatment challenges due to their complex cellular composition and evolving nature. Understanding this heterogeneity is critical for the development of effective, targeted therapies. We conducted single-cell and single-nucleus RNA sequencing on a unique cohort of 66 tumours (single surgery) and 54 paired samples (two surgeries). This comprehensive dataset of approximately 900,000 cells allows us to dissect conserved cellular landscapes and dynamic evolution across diverse glioma subtypes. Using a novel phylogeny-based approach, we identified an astrocyte-like glioma stem cell (GSC) as the root of diverse glioma lineages. This discovery transforms our understanding of glioma development, pinpointing the GSC as a potential therapeutic target. The GSC’s similarity to healthy adult neural stem cells provides clues as to the origin of glioma heterogeneity and the shared basis of intratumoural diversity. Our analysis uncovered a shared cellular architecture across astrocytomas, oligodendrogliomas, and glioblastomas (GBMs). This architecture encompasses seven recurring malignant cell states: neuro-, oligo-, neuro-oligo-lineage, cycling (G1/S, G2/M), hypoxia-associated, and a quiescent astrocyte-like GSC. Importantly, these cell state proportions vary significantly between glioma subtypes. Additionally, we demonstrate that GBMs display substantially higher T-cell and myeloid cell infiltration than IDH-mutant gliomas. Counterintuitively, this correlates with a poorer prognosis, implying profound T-cell dysfunction and intricate myeloid cell-tumour interactions. Longitudinal analysis further highlights the dynamic nature of glioma cell populations and the immune landscape. Subtype-specific T-cell and myeloid gene expression profiles were identified, including potential targets such as PARD6G (GBM) and CXCL13 (IDH-mutant-astrocytoma), laying the groundwork for tailored immunotherapies and prognostic biomarkers. This study presents a comprehensive model of glioma heterogeneity and evolution. The model reveals a shared astrocyte-like GSC that fuels cellular diversity, coupled with distinct, dynamic immune landscapes in different glioma subtypes. These findings hold extraordinary potential for developing transformative treatment strategies. Future research functionally validating the GSC and its impact on tumour dynamics will be essential for translating these insights into improved patient outcomes.
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