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Research Article

Cancer stemness, intratumoral heterogeneity, and immune response across cancers

Alex Miranda, Phineas T. Hamilton, Allen W. Zhang, Swetansu Pattnaik, Etienne Becht, View ORCID ProfileArtur Mezheyeuski, Jarle Bruun, Patrick Micke, Aurélien de Reynies, and Brad H. Nelson
  1. aDeeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada;
  2. bDepartment of Molecular Oncology, BC Cancer, Vancouver, BC V5Z 4E6, Canada;
  3. cCentre for Molecular Medicine and Therapeutics, BC Children’s Hospital Research Institute, Vancouver, BC V5Z 4H4, Canada;
  4. dGraduate Bioinformatics Training Program, University of British Columbia, Vancouver, BC V6T 1Z3, Canada;
  5. eThe Kinghorn Cancer Centre and Cancer Division, Garvan Institute of Medical Research, Darlinghurst, NSW 2010, Australia;
  6. fSingapore Immunology Network, Agency for Science, Technology and Research, 138648 Singapore;
  7. gDepartment of Immunology, Genetics, and Pathology, Uppsala University, 751 85 Uppsala, Sweden;
  8. hDepartment of Molecular Oncology, Institute for Cancer Research, The Norwegian Radium Hospital, Oslo University Hospital, 0379 Oslo, Norway;
  9. iProgramme Cartes d’Identité des Tumeurs, Ligue Nationale Contre le Cancer, 75013 Paris, France;
  10. jDepartment of Biochemistry and Microbiology, University of Victoria, Victoria, BC V8P 3E6, Canada;
  11. kDepartment of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada

See allHide authors and affiliations

PNAS April 30, 2019 116 (18) 9020-9029; first published April 17, 2019; https://doi.org/10.1073/pnas.1818210116
Alex Miranda
aDeeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada;
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Phineas T. Hamilton
aDeeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada;
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Allen W. Zhang
bDepartment of Molecular Oncology, BC Cancer, Vancouver, BC V5Z 4E6, Canada;
cCentre for Molecular Medicine and Therapeutics, BC Children’s Hospital Research Institute, Vancouver, BC V5Z 4H4, Canada;
dGraduate Bioinformatics Training Program, University of British Columbia, Vancouver, BC V6T 1Z3, Canada;
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Swetansu Pattnaik
eThe Kinghorn Cancer Centre and Cancer Division, Garvan Institute of Medical Research, Darlinghurst, NSW 2010, Australia;
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Etienne Becht
fSingapore Immunology Network, Agency for Science, Technology and Research, 138648 Singapore;
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Artur Mezheyeuski
gDepartment of Immunology, Genetics, and Pathology, Uppsala University, 751 85 Uppsala, Sweden;
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  • ORCID record for Artur Mezheyeuski
Jarle Bruun
hDepartment of Molecular Oncology, Institute for Cancer Research, The Norwegian Radium Hospital, Oslo University Hospital, 0379 Oslo, Norway;
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Patrick Micke
gDepartment of Immunology, Genetics, and Pathology, Uppsala University, 751 85 Uppsala, Sweden;
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Aurélien de Reynies
iProgramme Cartes d’Identité des Tumeurs, Ligue Nationale Contre le Cancer, 75013 Paris, France;
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Brad H. Nelson
aDeeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada;
jDepartment of Biochemistry and Microbiology, University of Victoria, Victoria, BC V8P 3E6, Canada;
kDepartment of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
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  • For correspondence: bnelson@bccrc.ca
  1. Edited by Douglas Hanahan, Swiss Federal Institute of Technology Lausanne, Lausanne, Switzerland, and approved March 22, 2019 (received for review October 22, 2018)

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Significance

The exclusion of immune cells from the tumor microenvironment has been associated with poor prognosis in the majority of cancers. We report that when considering 21 solid cancer types, immune cell exclusion is widely associated with the presence of a stem cell-like phenotype in tumors (“stemness”). Stemness positively correlates with higher intratumoral heterogeneity, possibly by protecting antigenic clones from elimination by the immune system. The activation of a stemness program appears to limit antitumor immune responses via tumor cell-intrinsic silencing of endogenous retrovirus expression, repression of type I interferon signaling, and up-regulation of immunosuppressive checkpoints. Our work suggests that targeting the stemness phenotype in cancer will promote T cell infiltration and render tumors more responsive to immune control.

Abstract

Regulatory programs that control the function of stem cells are active in cancer and confer properties that promote progression and therapy resistance. However, the impact of a stem cell-like tumor phenotype (“stemness”) on the immunological properties of cancer has not been systematically explored. Using gene-expression–based metrics, we evaluated the association of stemness with immune cell infiltration and genomic, transcriptomic, and clinical parameters across 21 solid cancers. We found pervasive negative associations between cancer stemness and anticancer immunity. This occurred despite high stemness cancers exhibiting increased mutation load, cancer-testis antigen expression, and intratumoral heterogeneity. Stemness was also strongly associated with cell-intrinsic suppression of endogenous retroviruses and type I IFN signaling, and increased expression of multiple therapeutically accessible immunosuppressive pathways. Thus, stemness is not only a fundamental process in cancer progression but may provide a mechanistic link between antigenicity, intratumoral heterogeneity, and immune suppression across cancers.

  • cancer stemness
  • antitumor immunity
  • intratumoral heterogeneity

Footnotes

  • ↵1A. Miranda. and P.T.H. contributed equally to this work.

  • ↵2To whom correspondence should be addressed. Email: bnelson{at}bccrc.ca.
  • Author contributions: A. Miranda, P.T.H., and B.H.N. designed research; A. Miranda and P.T.H. performed research; E.B., A. Mezheyeuski, J.B., P.M., and A.d.R. contributed new reagents/analytic tools; A. Miranda, P.T.H., A.W.Z., S.P., and B.H.N. analyzed data; B.H.N. conducted study supervision; and A. Miranda, P.T.H., and B.H.N. wrote the paper.

  • The authors declare no conflict of interest.

  • This article is a PNAS Direct Submission.

  • This article contains supporting information online at www.pnas.org/lookup/suppl/doi:10.1073/pnas.1818210116/-/DCSupplemental.

Published under the PNAS license.

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Cancer stemness, intratumoral heterogeneity, and immune response across cancers
Alex Miranda, Phineas T. Hamilton, Allen W. Zhang, Swetansu Pattnaik, Etienne Becht, Artur Mezheyeuski, Jarle Bruun, Patrick Micke, Aurélien de Reynies, Brad H. Nelson
Proceedings of the National Academy of Sciences Apr 2019, 116 (18) 9020-9029; DOI: 10.1073/pnas.1818210116

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Cancer stemness, intratumoral heterogeneity, and immune response across cancers
Alex Miranda, Phineas T. Hamilton, Allen W. Zhang, Swetansu Pattnaik, Etienne Becht, Artur Mezheyeuski, Jarle Bruun, Patrick Micke, Aurélien de Reynies, Brad H. Nelson
Proceedings of the National Academy of Sciences Apr 2019, 116 (18) 9020-9029; DOI: 10.1073/pnas.1818210116
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