Single-cell chromatin accessibility profiling of glioblastoma identifies an Invasive cancer stem cell population associated with lower survival

Abstract

Chromatin accessibility discriminates stem from mature cell populations, enabling the identification of primitive stem-like cells in primary tumors, such as Glioblastoma (GBM) where self-renewing cells driving cancer progression and recurrence are prime targets for therapeutic intervention. We show, using single-cell chromatin accessibility, that primary human GBMs harbor a heterogeneous self-renewing population whose diversity is captured in patient-derived glioblastoma stem cells (GSCs). In depth characterization of chromatin accessibility in GSCs identifies three GSC states: Reactive, Constructive, and Invasive, each governed by uniquely essential transcription factors and present within GBMs in varying proportions. Orthotopic xenografts reveal that GSC states associate with survival, and identify an invasive GSC signature predictive of low patient survival, in line with the higher invasive properties of Invasive state GSCs compared to Reactive and Constructive GSCs as shown by in vitro and in vivo assays. Our chromatin-driven characterization of GSC states improves prognostic precision and identifies dependencies to guide combination therapies.

Data availability

The GSCs are available upon reasonable request from PBD and SW. The GSC ATAC-seq and DNA methylation data have been deposited at GEO (GSE109399). The scATAC-seq data has been deposited at GEO (GSE139136). RNA-seq data are available at EGA (EGAS00001003070).

The following data sets were generated

Article and author information

Author details

  1. Paul Guilhamon

    Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0001-8276-5987
  2. Charles Chesnelong

    Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  3. Michelle M Kushida

    Developmental and Stem Cell Biology Program, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  4. Ana Nikolic

    Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada
    Competing interests
    The authors declare that no competing interests exist.
  5. Divya Singhal

    Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada
    Competing interests
    The authors declare that no competing interests exist.
  6. Graham MacLeod

    Leslie Dan Faculty of Pharmacy, Pharmaceutical Sciences, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0001-6401-9307
  7. Seyed Ali Madani Tonekaboni

    Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  8. Florence MG Cavalli

    Developmental and Stem Cell Biology Program, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  9. Christopher Arlidge

    Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  10. Nishani Rajakulendran

    Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  11. Naghmeh Rastegar

    Developmental and Stem Cell Biology Program, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  12. Xiaoguang Hao

    Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-2695-0111
  13. Rozina Hassam

    Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada
    Competing interests
    The authors declare that no competing interests exist.
  14. Laura J Smith

    Medical Biophysics, University of Toronto, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  15. Heather Whetstone

    Developmental and Stem Cell Biology Program, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  16. Fiona J Coutinho

    Developmental and Stem Cell Biology Program, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  17. Bettina Nadorp

    Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  18. Katrina I Ellestad

    Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada
    Competing interests
    The authors declare that no competing interests exist.
  19. Artee H Luchman

    Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada
    Competing interests
    The authors declare that no competing interests exist.
  20. Jennifer Ai-wen Chan

    Pathology and Laboratory Medicine, University of Calgary, Calgary, Canada
    Competing interests
    The authors declare that no competing interests exist.
  21. Molly S Shoichet

    Chemical Engineering & Applied Chemistry, University of Toronto, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-1830-3475
  22. Michael D Taylor

    Developmental and Stem Cell Biology Program, Hospital for Sick Children, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  23. Benjamin Haibe-Kains

    Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
  24. Sam Weiss

    Pathology and Laboratory Medicine, University of Calgary, Calgary, Canada
    Competing interests
    The authors declare that no competing interests exist.
  25. Stephane Angers

    Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Canada
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0001-7241-9044
  26. Marco Gallo

    Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada
    Competing interests
    The authors declare that no competing interests exist.
  27. Peter B Dirks

    Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Canada
    For correspondence
    peter.dirks@sickkids.ca
    Competing interests
    The authors declare that no competing interests exist.
  28. Mathieu Lupien

    Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
    For correspondence
    mlupien@uhnres.utoronto.ca
    Competing interests
    The authors declare that no competing interests exist.
    ORCID icon "This ORCID iD identifies the author of this article:" 0000-0003-0929-9478

Funding

CIHR (TGH-158221)

  • Stephane Angers
  • Peter B Dirks
  • Mathieu Lupien

SU2C canada (SU2C-AACR-DT-19-15)

  • Michael D Taylor
  • Sam Weiss
  • Peter B Dirks
  • Mathieu Lupien

CIHR (MFE 338954)

  • Paul Guilhamon

The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.

Ethics

Animal experimentation: All animal procedures were performed according to and approved by the Animal Care Committee of the Hospital for Sick Children or the University of Calgary. All attempts are made to minimize the handling time during surgery and treatment so as not to unduly stress the animals. Animals are observed daily after surgery to ensure there are no unexpected complications

Human subjects: All tissue samples were obtained following informed consent from patients, and all experimental procedures were performed in accordance with the Research Ethics Board at The Hospital for Sick Children (Toronto, Canada), the University of Calgary Ethics Review Board, and the Health Research Ethics Board of Alberta - Cancer Committee (HREBA). Approval to pathological data was obtained from the respective institutional review boards.

Copyright

© 2021, Guilhamon et al.

This article is distributed under the terms of the Creative Commons Attribution License permitting unrestricted use and redistribution provided that the original author and source are credited.

Metrics

  • 8,664
    views
  • 1,013
    downloads
  • 60
    citations

Views, downloads and citations are aggregated across all versions of this paper published by eLife.

Download links

A two-part list of links to download the article, or parts of the article, in various formats.

Downloads (link to download the article as PDF)

Open citations (links to open the citations from this article in various online reference manager services)

Cite this article (links to download the citations from this article in formats compatible with various reference manager tools)

  1. Paul Guilhamon
  2. Charles Chesnelong
  3. Michelle M Kushida
  4. Ana Nikolic
  5. Divya Singhal
  6. Graham MacLeod
  7. Seyed Ali Madani Tonekaboni
  8. Florence MG Cavalli
  9. Christopher Arlidge
  10. Nishani Rajakulendran
  11. Naghmeh Rastegar
  12. Xiaoguang Hao
  13. Rozina Hassam
  14. Laura J Smith
  15. Heather Whetstone
  16. Fiona J Coutinho
  17. Bettina Nadorp
  18. Katrina I Ellestad
  19. Artee H Luchman
  20. Jennifer Ai-wen Chan
  21. Molly S Shoichet
  22. Michael D Taylor
  23. Benjamin Haibe-Kains
  24. Sam Weiss
  25. Stephane Angers
  26. Marco Gallo
  27. Peter B Dirks
  28. Mathieu Lupien
(2021)
Single-cell chromatin accessibility profiling of glioblastoma identifies an Invasive cancer stem cell population associated with lower survival
eLife 10:e64090.
https://doi.org/10.7554/eLife.64090

Share this article

https://doi.org/10.7554/eLife.64090

Further reading

    1. Cancer Biology
    Rui Vasco Simoes, Rafael Neto Henriques ... Noam Shemesh
    Research Article

    Glioblastomas are aggressive brain tumors with dismal prognosis. One of the main bottlenecks for developing more effective therapies for glioblastoma stems from their histologic and molecular heterogeneity, leading to distinct tumor microenvironments and disease phenotypes. Effectively characterizing these features would improve the clinical management of glioblastoma. Glucose flux rates through glycolysis and mitochondrial oxidation have been recently shown to quantitatively depict glioblastoma proliferation in mouse models (GL261 and CT2A tumors) using dynamic glucose-enhanced (DGE) deuterium spectroscopy. However, the spatial features of tumor microenvironment phenotypes remain hitherto unresolved. Here, we develop a DGE Deuterium Metabolic Imaging (DMI) approach for profiling tumor microenvironments through glucose conversion kinetics. Using a multimodal combination of tumor mouse models, novel strategies for spectroscopic imaging and noise attenuation, and histopathological correlations, we show that tumor lactate turnover mirrors phenotype differences between GL261 and CT2A mouse glioblastoma, whereas recycling of the peritumoral glutamate-glutamine pool is a potential marker of invasion capacity in pooled cohorts, linked to secondary brain lesions. These findings were validated by histopathological characterization of each tumor, including cell density and proliferation, peritumoral invasion and distant migration, and immune cell infiltration. Our study bodes well for precision neuro-oncology, highlighting the importance of mapping glucose flux rates to better understand the metabolic heterogeneity of glioblastoma and its links to disease phenotypes.

    1. Cancer Biology
    2. Chromosomes and Gene Expression
    Ashley L Cook, Surojit Sur ... Nicolas Wyhs
    Research Article

    Despite exciting developments in cancer immunotherapy, its broad application is limited by the paucity of targetable antigens on the tumor cell surface. As an intrinsic cellular pathway, nonsense-mediated decay (NMD) conceals neoantigens through the destruction of the RNA products from genes harboring truncating mutations. We developed and conducted a high-throughput screen, based on the ratiometric analysis of transcripts, to identify critical mediators of NMD in human cells. This screen implicated disruption of kinase SMG1’s phosphorylation of UPF1 as a potential disruptor of NMD. This led us to design a novel SMG1 inhibitor, KVS0001, that elevates the expression of transcripts and proteins resulting from human and murine truncating mutations in vitro and murine cells in vivo. Most importantly, KVS0001 concomitantly increased the presentation of immune-targetable human leukocyte antigens (HLA) class I-associated peptides from NMD-downregulated proteins on the surface of human cancer cells. KVS0001 provides new opportunities for studying NMD and the diseases in which NMD plays a role, including cancer and inherited diseases.