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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Manal F. El-khadragy

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Open access Sep 2026

Immune-related hallmark pathway heterogeneity identifies a prognostic risk signature with independent external validation in glioblastoma

It is demonstrated that immune-related hallmark pathway activity contributes substantially to glioblastoma biological heterogeneity and patient prognosis, and the proposed pathway-based prognostic framework provides a biologically interpretable approach for survival stratification.

Ahmed M. Abdelmaguid, Rasha M. A. Eltanany, Manal F. El-khadragy et al. · 0 citations

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