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Multi-scale brain attributes contribute to the distribution of diffuse glioma subtypes

  • Peng Ren
  • , Hongbo Bao
  • , Shuai Wang
  • , Yinyan Wang
  • , Yan Bai
  • , Jiacheng Lai
  • , Liye Yi
  • , Qing Liu
  • , Wenting Li
  • , Xinyu Zhang
  • , Lili Sun
  • , Qiuyi Liu
  • , Xuehua Cui
  • , Xiushi Zhang*
  • , Peng Liang*
  • , Xia Liang*
  • *Corresponding author for this work
  • School of Life Science and Technology, Harbin Institute of Technology
  • Fudan University
  • Harbin Medical University
  • Capital Medical University
  • Harbin Institute of Technology
  • The Second Affiliated Hospital of Harbin Medical University
  • The First Affiliated Hospital of Harbin Medical University

Research output: Contribution to journalArticlepeer-review

Abstract

Gliomas are primary brain tumors and are among the most malignant types. Adult-type diffuse gliomas can be classified based on their histological and molecular signatures as IDH-wildtype glioblastoma, IDH-mutant astrocytoma, and IDH-mutant and 1p/19q-codeleted oligodendroglioma. Recent studies have shown that each subtype of glioma has its own specific distribution pattern. However, the mechanisms underlying the specific distributions of glioma subtypes are not entirely clear despite partial explanations such as cell origin. To investigate the impact of multi-scale brain attributes on glioma distribution, we constructed cumulative frequency maps for diffuse glioma subtypes based on T1w structural images and evaluated the spatial correlation between tumor frequency and diverse brain attributes, including postmortem gene expression, functional connectivity metrics, cerebral perfusion, glucose metabolism, and neurotransmitter signaling. Regression models were constructed to evaluate the contribution of these factors to the anatomic distribution of different glioma subtypes. Our findings revealed that the three different subtypes of gliomas had distinct distribution patterns, showing spatial preferences toward different brain environmental attributes. Glioblastomas were especially likely to occur in regions enriched with synapse-related pathways and diverse neurotransmitter receptors. Astrocytomas and oligodendrogliomas preferentially occurred in areas enriched with genes associated with neutrophil-mediated immune responses. The functional network characteristics and neurotransmitter distribution also contributed to oligodendroglioma distribution. Our results suggest that different brain transcriptomic, neurotransmitter, and connectomic attributes are the factors that determine the specific distributions of glioma subtypes. These findings highlight the importance of bridging diverse scales of biological organization when studying neurological dysfunction.

Original languageEnglish
Pages (from-to)1670-1683
Number of pages14
JournalInternational Journal of Cancer
Volume155
Issue number9
DOIs
StatePublished - 1 Nov 2024

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

Keywords

  • MRI
  • diffuse glioma subtypes
  • frequency map
  • multi-scale attributes
  • spatial distribution

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