IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v13y2022i1d10.1038_s41467-021-27667-w.html
   My bibliography  Save this article

Topographic mapping of the glioblastoma proteome reveals a triple-axis model of intra-tumoral heterogeneity

Author

Listed:
  • K. H. Brian Lam

    (University of Toronto)

  • Alberto J. Leon

    (Princess Margaret Cancer Center, University Health Network)

  • Weili Hui

    (Princess Margaret Cancer Center, University Health Network)

  • Sandy Che-Eun Lee

    (Princess Margaret Cancer Center, University Health Network
    Institute of Medical Science, University of Toronto)

  • Ihor Batruch

    (Mount Sinai Hospital)

  • Kevin Faust

    (Princess Margaret Cancer Center, University Health Network
    University of Toronto)

  • Almos Klekner

    (Faculty of Medicine, University of Debrecen)

  • Gábor Hutóczki

    (Faculty of Medicine, University of Debrecen)

  • Marianne Koritzinsky

    (Princess Margaret Cancer Center, University Health Network
    Institute of Medical Science, University of Toronto
    University of Toronto
    University of Toronto)

  • Maxime Richer

    (Centre Hospitalier Universitaire de Sherbrooke, 3001, 12e avenue Nord
    biochimie et pathologie de l’Université Laval)

  • Ugljesa Djuric

    (University of Toronto
    Princess Margaret Cancer Center, University Health Network
    University Health Network, 200 Elizabeth Street, Toronto, ON)

  • Phedias Diamandis

    (University of Toronto
    Princess Margaret Cancer Center, University Health Network
    Institute of Medical Science, University of Toronto
    University Health Network, 200 Elizabeth Street, Toronto, ON)

Abstract

Glioblastoma is an aggressive form of brain cancer with well-established patterns of intra-tumoral heterogeneity implicated in treatment resistance and progression. While regional and single cell transcriptomic variations of glioblastoma have been recently resolved, downstream phenotype-level proteomic programs have yet to be assigned across glioblastoma’s hallmark histomorphologic niches. Here, we leverage mass spectrometry to spatially align abundance levels of 4,794 proteins to distinct histologic patterns across 20 patients and propose diverse molecular programs operational within these regional tumor compartments. Using machine learning, we overlay concordant transcriptional information, and define two distinct proteogenomic programs, MYC- and KRAS-axis hereon, that cooperate with hypoxia to produce a tri-dimensional model of intra-tumoral heterogeneity. Moreover, we highlight differential drug sensitivities and relative chemoresistance in glioblastoma cell lines with enhanced KRAS programs. Importantly, these pharmacological differences are less pronounced in transcriptional glioblastoma subgroups suggesting that this model may provide insights for targeting heterogeneity and overcoming therapy resistance.

Suggested Citation

  • K. H. Brian Lam & Alberto J. Leon & Weili Hui & Sandy Che-Eun Lee & Ihor Batruch & Kevin Faust & Almos Klekner & Gábor Hutóczki & Marianne Koritzinsky & Maxime Richer & Ugljesa Djuric & Phedias Diaman, 2022. "Topographic mapping of the glioblastoma proteome reveals a triple-axis model of intra-tumoral heterogeneity," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-021-27667-w
    DOI: 10.1038/s41467-021-27667-w
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-021-27667-w
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-021-27667-w?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Shideng Bao & Qiulian Wu & Roger E. McLendon & Yueling Hao & Qing Shi & Anita B. Hjelmeland & Mark W. Dewhirst & Darell D. Bigner & Jeremy N. Rich, 2006. "Glioma stem cells promote radioresistance by preferential activation of the DNA damage response," Nature, Nature, vol. 444(7120), pages 756-760, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Paweł Wańkowicz & Przemysław Nowacki & Bogusław Machaliński & Dorota Rogińska, 2019. "Biomarkers of Cancer Stem Cells in Glioblastoma Multiforme and Histological Picture of Cancer," Biomedical Journal of Scientific & Technical Research, Biomedical Research Network+, LLC, vol. 23(3), pages 17365-17368, December.
    2. Jun Liu & Xiaoying Wang & Ann T. Chen & Xingchun Gao & Benjamin T. Himes & Hongyi Zhang & Zeming Chen & Jianhui Wang & Wendy C. Sheu & Gang Deng & Yang Xiao & Pan Zou & Shenqi Zhang & Fuyao Liu & Yong, 2022. "ZNF117 regulates glioblastoma stem cell differentiation towards oligodendroglial lineage," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    3. Davide Bernareggi & Qi Xie & Briana C. Prager & Jiyoung Yun & Luisjesus S. Cruz & Timothy V. Pham & William Kim & Xiqing Lee & Michael Coffey & Cristina Zalfa & Pardis Azmoon & Huang Zhu & Pablo Tamay, 2022. "CHMP2A regulates tumor sensitivity to natural killer cell-mediated cytotoxicity," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    4. Crismita Dmello & Junfei Zhao & Li Chen & Andrew Gould & Brandyn Castro & Victor A. Arrieta & Daniel Y. Zhang & Kwang-Soo Kim & Deepak Kanojia & Peng Zhang & Jason Miska & Ragini Yeeravalli & Karl Hab, 2023. "Checkpoint kinase 1/2 inhibition potentiates anti-tumoral immune response and sensitizes gliomas to immune checkpoint blockade," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    5. Qiuhong Zhu & Panpan Liang & Hao Meng & Fangzhen Li & Wei Miao & Cuiying Chu & Wei Wang & Dongxue Li & Cong Chen & Yu Shi & Xingjiang Yu & Yifang Ping & Chaoshi Niu & Hai-bo Wu & Aili Zhang & Xiu-wu B, 2024. "Stabilization of Pin1 by USP34 promotes Ubc9 isomerization and protein sumoylation in glioma stem cells," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
    6. Michelle M. Kameda-Smith & Helen Zhu & En-Ching Luo & Yujin Suk & Agata Xella & Brian Yee & Chirayu Chokshi & Sansi Xing & Frederick Tan & Raymond G. Fox & Ashley A. Adile & David Bakhshinyan & Kevin , 2022. "Characterization of an RNA binding protein interactome reveals a context-specific post-transcriptional landscape of MYC-amplified medulloblastoma," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    7. Myeong-Suk Bahn & Dong-Min Yu & Myoungwoo Lee & Sung-Je Jo & Ji-Won Lee & Ho-Chul Kim & Hyun Lee & Hong Lim Kim & Arum Kim & Jeong-Ho Hong & Jun Seok Kim & Seung-Hoi Koo & Jae-Seon Lee & Young-Gyu Ko, 2022. "Central role of Prominin-1 in lipid rafts during liver regeneration," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    8. Sree Deepthi Muthukrishnan & Riki Kawaguchi & Pooja Nair & Rachna Prasad & Yue Qin & Maverick Johnson & Qing Wang & Nathan VanderVeer-Harris & Amy Pham & Alvaro G. Alvarado & Michael C. Condro & Fuyin, 2022. "P300 promotes tumor recurrence by regulating radiation-induced conversion of glioma stem cells to vascular-like cells," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    9. Weiwei Lin & Rui Niu & Seong-Min Park & Yan Zou & Sung Soo Kim & Xue Xia & Songge Xing & Qingshan Yang & Xinhong Sun & Zheng Yuan & Shuchang Zhou & Dongya Zhang & Hyung Joon Kwon & Saewhan Park & Chan, 2023. "IGFBP5 is an ROR1 ligand promoting glioblastoma invasion via ROR1/HER2-CREB signaling axis," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    10. Francesco Antonica & Lucia Santomaso & Davide Pernici & Linda Petrucci & Giuseppe Aiello & Alessandro Cutarelli & Luciano Conti & Alessandro Romanel & Evelina Miele & Toma Tebaldi & Luca Tiberi, 2022. "A slow-cycling/quiescent cells subpopulation is involved in glioma invasiveness," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    11. Faye M. Walker & Lays Martin Sobral & Etienne Danis & Bridget Sanford & Sahiti Donthula & Ilango Balakrishnan & Dong Wang & Angela Pierce & Sana D. Karam & Soudabeh Kargar & Natalie J. Serkova & Nicho, 2024. "Rapid P-TEFb-dependent transcriptional reorganization underpins the glioma adaptive response to radiotherapy," Nature Communications, Nature, vol. 15(1), pages 1-21, December.
    12. Tatenda Mahlokozera & Bhuvic Patel & Hao Chen & Patrick Desouza & Xuan Qu & Diane D. Mao & Daniel Hafez & Wei Yang & Rukayat Taiwo & Mounica Paturu & Afshin Salehi & Amit D. Gujar & Gavin P. Dunn & Ni, 2021. "Competitive binding of E3 ligases TRIM26 and WWP2 controls SOX2 in glioblastoma," Nature Communications, Nature, vol. 12(1), pages 1-16, December.
    13. Min Kyung Lee & Nasim Azizgolshani & Joshua A. Shapiro & Lananh N. Nguyen & Fred W. Kolling & George J. Zanazzi & Hildreth Robert Frost & Brock C. Christensen, 2024. "Identifying tumor type and cell type-specific gene expression alterations in pediatric central nervous system tumors," Nature Communications, Nature, vol. 15(1), pages 1-14, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-021-27667-w. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.