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Spatial transcriptomics reveals niche-specific enrichment and vulnerabilities of radial glial stem-like cells in malignant gliomas

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  • Yanming Ren

    (Sichuan University)

  • Zongyao Huang

    (Sichuan University)

  • Lingling Zhou

    (Sichuan University)

  • Peng Xiao

    (Sichuan University)

  • Junwei Song

    (Sichuan University)

  • Ping He

    (Sichuan University)

  • Chuanxing Xie

    (Sichuan University)

  • Ran Zhou

    (Sichuan University)

  • Menghan Li

    (Sichuan University)

  • Xiangqun Dong

    (Sichuan University)

  • Qing Mao

    (Sichuan University)

  • Chao You

    (Sichuan University)

  • Jianguo Xu

    (Sichuan University)

  • Yanhui Liu

    (Sichuan University)

  • Zhigang Lan

    (Sichuan University)

  • Tiejun Zhang

    (Sichuan University)

  • Qi Gan

    (Sichuan University)

  • Yuan Yang

    (Sichuan University)

  • Tengyun Chen

    (Sichuan University)

  • Bowen Huang

    (Sichuan University)

  • Xiang Yang

    (Sichuan University)

  • Anqi Xiao

    (Sichuan University)

  • Yun Ou

    (Sichuan University)

  • Zhengzheng Su

    (Sichuan University)

  • Lu Chen

    (Sichuan University)

  • Yan Zhang

    (Sichuan University)

  • Yan Ju

    (Sichuan University)

  • Yuekang Zhang

    (Sichuan University)

  • Yuan Wang

    (Sichuan University)

Abstract

Diffuse midline glioma-H3K27M mutant (DMG) and glioblastoma (GBM) are the most lethal brain tumors that primarily occur in pediatric and adult patients, respectively. Both tumors exhibit significant heterogeneity, shaped by distinct genetic/epigenetic drivers, transcriptional programs including RNA splicing, and microenvironmental cues in glioma niches. However, the spatial organization of cellular states and niche-specific regulatory programs remain to be investigated. Here, we perform a spatial profiling of DMG and GBM combining short- and long-read spatial transcriptomics, and single-cell transcriptomic datasets. We identify clinically relevant transcriptional programs, RNA isoform diversity, and multi-cellular ecosystems across different glioma niches. We find that while the tumor core enriches for oligodendrocyte precursor-like cells, radial glial stem-like (RG-like) cells are enriched in the neuron-rich invasive niche in both DMG and GBM. Further, we identify niche-specific regulatory programs for RG-like cells, and functionally confirm that FAM20C mediates invasive growth of RG-like cells in a neuron-rich microenvironment in a human neural stem cell derived orthotopic DMG model. Together, our results provide a blueprint for understanding the spatial architecture and niche-specific vulnerabilities of DMG and GBM.

Suggested Citation

  • Yanming Ren & Zongyao Huang & Lingling Zhou & Peng Xiao & Junwei Song & Ping He & Chuanxing Xie & Ran Zhou & Menghan Li & Xiangqun Dong & Qing Mao & Chao You & Jianguo Xu & Yanhui Liu & Zhigang Lan & , 2023. "Spatial transcriptomics reveals niche-specific enrichment and vulnerabilities of radial glial stem-like cells in malignant gliomas," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-36707-6
    DOI: 10.1038/s41467-023-36707-6
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    1. Varun Venkataramani & Dimitar Ivanov Tanev & Christopher Strahle & Alexander Studier-Fischer & Laura Fankhauser & Tobias Kessler & Christoph Körber & Markus Kardorff & Miriam Ratliff & Ruifan Xie & He, 2019. "Glutamatergic synaptic input to glioma cells drives brain tumour progression," Nature, Nature, vol. 573(7775), pages 532-538, September.
    2. Michael Lawrence & Wolfgang Huber & Hervé Pagès & Patrick Aboyoun & Marc Carlson & Robert Gentleman & Martin T Morgan & Vincent J Carey, 2013. "Software for Computing and Annotating Genomic Ranges," PLOS Computational Biology, Public Library of Science, vol. 9(8), pages 1-10, August.
    3. Charles P. Couturier & Shamini Ayyadhury & Phuong U. Le & Javad Nadaf & Jean Monlong & Gabriele Riva & Redouane Allache & Salma Baig & Xiaohua Yan & Mathieu Bourgey & Changseok Lee & Yu Chang David Wa, 2020. "Single-cell RNA-seq reveals that glioblastoma recapitulates a normal neurodevelopmental hierarchy," Nature Communications, Nature, vol. 11(1), pages 1-19, December.
    4. Gollini, Isabella & Lu, Binbin & Charlton, Martin & Brunsdon, Christopher & Harris, Paul, 2015. "GWmodel: An R Package for Exploring Spatial Heterogeneity Using Geographically Weighted Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 63(i17).
    5. Mehdi Touat & Yvonne Y. Li & Adam N. Boynton & Liam F. Spurr & J. Bryan Iorgulescu & Craig L. Bohrson & Isidro Cortes-Ciriano & Cristina Birzu & Jack E. Geduldig & Kristine Pelton & Mary Jane Lim-Fat , 2020. "Mechanisms and therapeutic implications of hypermutation in gliomas," Nature, Nature, vol. 580(7804), pages 517-523, April.
    6. Lulu Shang & Xiang Zhou, 2022. "Spatially aware dimension reduction for spatial transcriptomics," Nature Communications, Nature, vol. 13(1), pages 1-22, December.
    7. Humsa S. Venkatesh & Wade Morishita & Anna C. Geraghty & Dana Silverbush & Shawn M. Gillespie & Marlene Arzt & Lydia T. Tam & Cedric Espenel & Anitha Ponnuswami & Lijun Ni & Pamelyn J. Woo & Kathryn R, 2019. "Electrical and synaptic integration of glioma into neural circuits," Nature, Nature, vol. 573(7775), pages 539-545, September.
    8. Suoqin Jin & Christian F. Guerrero-Juarez & Lihua Zhang & Ivan Chang & Raul Ramos & Chen-Hsiang Kuan & Peggy Myung & Maksim V. Plikus & Qing Nie, 2021. "Inference and analysis of cell-cell communication using CellChat," Nature Communications, Nature, vol. 12(1), pages 1-20, December.
    9. Zijian Ni & Aman Prasad & Shuyang Chen & Richard B. Halberg & Lisa M. Arkin & Beth A. Drolet & Michael A. Newton & Christina Kendziorski, 2022. "SpotClean adjusts for spot swapping in spatial transcriptomics data," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    10. Alma Andersson & Ludvig Larsson & Linnea Stenbeck & Fredrik Salmén & Anna Ehinger & Sunny Z. Wu & Ghamdan Al-Eryani & Daniel Roden & Alex Swarbrick & Åke Borg & Jonas Frisén & Camilla Engblom & Joakim, 2021. "Spatial deconvolution of HER2-positive breast cancer delineates tumor-associated cell type interactions," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
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    1. Yuanning Zheng & Francisco Carrillo-Perez & Marija Pizurica & Dieter Henrik Heiland & Olivier Gevaert, 2023. "Spatial cellular architecture predicts prognosis in glioblastoma," Nature Communications, Nature, vol. 14(1), pages 1-16, December.

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