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Proteomic profiling of gliomas unveils immune and metabolism-driven subtypes with implications for anti-nucleotide metabolism therapy

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  • Jinsen Zhang

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Rui Sun

    (Westlake University
    Westlake Laboratory of Life Sciences and Biomedicine
    Westlake University)

  • Yingying Lyu

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Chaxian Liu

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Ying Liu

    (Fudan University)

  • Yuan Feng

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Minjie Fu

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Peter Jih Cheng Wong

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Zunguo Du

    (Fudan University)

  • Tianming Qiu

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Yi Zhang

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Dongxiao Zhuang

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Zhiyong Qin

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Yu Yao

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Wei Zhu

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Tiannan Guo

    (Westlake University
    Westlake Laboratory of Life Sciences and Biomedicine
    Westlake University)

  • Wei Hua

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Hui Yang

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

  • Ying Mao

    (Fudan University
    National Center for Neurological Disorders
    Shanghai Key Laboratory of Brain Function Restoration and Neural Regeneration
    Neurosurgical Institute of Fudan University)

Abstract

Gliomas exhibit high heterogeneity and poor prognosis. Despite substantial progress has been made at the genomic and transcriptomic levels, comprehensive proteomic characterization and its implications remain largely unexplored. In this study, we perform proteomic profiling of gliomas using 343 formalin-fixed and paraffin-embedded tumor samples and 53 normal-appearing brain samples from 188 patients, integrating these data with genomic panel information and clinical outcomes. The proteomic analysis uncovers two distinct subgroups: Subgroup 1, the metabolic neural subgroup, enriched in metabolic enzymes and neurotransmitter receptor proteins, and Subgroup 2, the immune subgroup, marked by upregulation of immune and inflammatory proteins. These proteomic subgroups show significant differences in prognosis, tumorigenesis, microenvironment dysregulation, and potential therapeutics, highlighting the critical roles of metabolic and immune processes in glioma biology and patient outcomes. Through a detailed investigation of metabolic pathways guided by our proteomic findings, dihydropyrimidine dehydrogenase (DPYD) and thymidine phosphorylase (TYMP) emerge as potential prognostic biomarkers linked to the reprogramming of nucleotide metabolism. Functional validation in patient-derived glioma stem cells and animal models highlights nucleotide metabolism as a promising therapy target for gliomas. This integrated multi-omics analysis introduces a proteomic classification for gliomas and identifies DPYD and TYMP as key metabolic biomarkers, offering insights into glioma pathogenesis and potential treatment strategies.

Suggested Citation

  • Jinsen Zhang & Rui Sun & Yingying Lyu & Chaxian Liu & Ying Liu & Yuan Feng & Minjie Fu & Peter Jih Cheng Wong & Zunguo Du & Tianming Qiu & Yi Zhang & Dongxiao Zhuang & Zhiyong Qin & Yu Yao & Wei Zhu &, 2024. "Proteomic profiling of gliomas unveils immune and metabolism-driven subtypes with implications for anti-nucleotide metabolism therapy," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-54352-5
    DOI: 10.1038/s41467-024-54352-5
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