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“Longitudinal and multimodal auditing of tumor adaptation to CDK4/6 inhibitors in HR+ metastatic breast cancers”

View ORCID ProfileAllison L. Creason, View ORCID ProfileJay Egger, View ORCID ProfileCameron Watson, View ORCID ProfileShamilene Sivagnanam, View ORCID ProfileKoei Chin, View ORCID ProfileKevin MacPherson, View ORCID ProfileJia-Ren Lin, View ORCID ProfileYu-An Chen, View ORCID ProfileBrett E. Johnson, View ORCID ProfileHeidi S. Feiler, View ORCID ProfileDanielle Galipeau, View ORCID ProfileNicholas E. Navin, View ORCID ProfileEmek Demir, View ORCID ProfileYoung Hwan Chang, View ORCID ProfileChristopher L. Corless, View ORCID ProfileZahi I. Mitri, View ORCID ProfilePeter K. Sorger, View ORCID ProfileGeorge V. Thomas, View ORCID ProfileLisa M. Coussens, View ORCID ProfileAndrew C. Adey, View ORCID ProfileJoe W. Gray, View ORCID ProfileGordon B. Mills, View ORCID ProfileJeremy Goecks
doi: https://doi.org/10.1101/2023.09.27.557464
Allison L. Creason
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
2Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
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Jay Egger
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
2Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
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Cameron Watson
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
2Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
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Shamilene Sivagnanam
3Department of Cell, Developmental & Cancer Biology, Oregon Health & Science University, Portland, OR, USA
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Koei Chin
2Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
4Center for Early Detection Advanced Research, Oregon Health and Science University, Portland, OR, USA
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Kevin MacPherson
5Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR, USA
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Jia-Ren Lin
6Laboratory of Systems Pharmacology, Department of Systems Biology, Harvard Medical School, Boston, MA, USA
7Ludwig Center at Harvard, Harvard Medical School, Boston, MA, USA
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Yu-An Chen
6Laboratory of Systems Pharmacology, Department of Systems Biology, Harvard Medical School, Boston, MA, USA
7Ludwig Center at Harvard, Harvard Medical School, Boston, MA, USA
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Brett E. Johnson
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
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Heidi S. Feiler
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
2Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
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Danielle Galipeau
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
8Knight Cancer Institute Biolibrary, Oregon Health & Science University, Portland, OR, 97239, USA
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Nicholas E. Navin
9Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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Emek Demir
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
4Center for Early Detection Advanced Research, Oregon Health and Science University, Portland, OR, USA
5Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR, USA
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Young Hwan Chang
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
2Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
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Christopher L. Corless
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
10Deparment of Pathology, Oregon Health & Science University, Portland, OR, USA
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Zahi I. Mitri
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
11British Columbia Cancer Agency, Vancouver, CA
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Peter K. Sorger
6Laboratory of Systems Pharmacology, Department of Systems Biology, Harvard Medical School, Boston, MA, USA
7Ludwig Center at Harvard, Harvard Medical School, Boston, MA, USA
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George V. Thomas
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
10Deparment of Pathology, Oregon Health & Science University, Portland, OR, USA
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Lisa M. Coussens
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
3Department of Cell, Developmental & Cancer Biology, Oregon Health & Science University, Portland, OR, USA
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Andrew C. Adey
3Department of Cell, Developmental & Cancer Biology, Oregon Health & Science University, Portland, OR, USA
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Joe W. Gray
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
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Gordon B. Mills
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
3Department of Cell, Developmental & Cancer Biology, Oregon Health & Science University, Portland, OR, USA
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Jeremy Goecks
1Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
2Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
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  • For correspondence: goecksj@ohsu.edu
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Abstract

CDK4/6 inhibitors (CDK4/6i) have transformed the treatment of hormone receptor-positive (HR+), HER2-negative (HR+) breast cancers as they are effective across all clinicopathological, age, and ethnicity subgroups for metastatic HR+ breast cancer. In metastatic ER+ breast cancer, CDK4/6i lead to strong and consistent improvement in survival across different lines of therapy. To understand how metastatic HR+ breast cancers become refractory to CDK4/6i, we have created a multimodal and longitudinal tumor atlas to investigate therapeutic adaptations in malignant cells and in the tumor immune microenvironment. This atlas is part of the NCI Cancer Moonshot Human Tumor Atlas Network and includes seven pairs of pre- and on-progression biopsies from five metastatic HR+ breast cancer patients treated with CDK4/6i. Biopsies were profiled with bulk genomics, transcriptomics, and proteomics as well as single-cell ATAC-seq and multiplex tissue imaging for spatial, single-cell resolution. These molecular datasets were then linked with detailed clinical metadata to create an atlas for understanding tumor adaptations during therapy. Analysis of our atlas datasets revealed a diverse but tractable set of tumor adaptations to CDK4/6i therapy. Malignant cells adapted to therapy via mTORC1 activation, cell cycle bypass, and increased replication stress. The tumor immune microenvironment displayed evidence of both immune activation and immune suppression, including increased PD-1 expression, features of T cell dysfunction, and CD163+ macrophage infiltration. Together, our metastatic ER+ breast cancer atlas represents a rich multimodal resource to understand tumor therapeutic adaptations to CDK4/6i therapy.

Competing Interest Statement

G.B.M. is a SAB member or Consultant: for Amphista, Astex, AstraZeneca, BlueDot, Chrysallis Biotechnology, Ellipses Pharma, GSK, ImmunoMET, Infinity, Ionis, Leapfrog Bio, Lilly, Medacorp, Nanostring, Nuvectis, PDX Pharmaceuticals, Qureator, Roche, Signalchem Lifesciences, Tarveda, Turbine, Zentalis Pharmaceuticals. G.B.M. has Stock/Options/Financial relationships with: Bluedot, Catena Pharmaceuticals, ImmunoMet, Nuvectis, SignalChem, Tarveda, and Turbine. G.B.M. has Licensed Technology: HRD assay to Myriad Genetics, DSP patents with Nanostring. G.B.M. has Sponsored research with AstraZeneca.J.W.G. has licensed technologies to Abbott Diagnostics; has ownership positions in Convergent Genomics, Health Technology Innovations, Zorro Bio, and PDX Pharmaceuticals; serves as a paid consultant to New Leaf Ventures; has received research support from Thermo Fisher Scientific (formerly FEI), Zeiss, Miltenyi Biotech, Cepheid (Danaher), Quantitative Imaging, Health Technology Innovations, and Micron Technologies; and owns stock in Abbott Diagnostics, AbbVie, Alphabet, Amazon, Amgen, Apple, General Electric, Gilead, Intel, Microsoft, Nvidia, and Z.I.M.mer Biomet. L.M.C. has received reagent support from Cell Signaling Technologies, Syndax Pharmaceuticals, Inc., ZielBio, Inc., and Hibercell, Inc.; holds sponsored research agreements with Syndax Pharmaceuticals, Hibercell, Inc., Prospect Creek Foundation, Lustgarten Foundation for Pancreatic Cancer Research, Susan G. Komen Foundation, and the National Foundation for Cancer Research; is on the Advisory Board for Carisma Therapeutics, Inc., CytomX Therapeutics, Inc., Shasqi, Kineta, Inc., Hibercell, Inc., Cell Signaling Technologies, Inc., Alkermes, Inc., Raska Pharma, Inc., NextCure, Guardian Bio, AstraZeneca Partner of Choice Network (OHSU Site Leader), Genenta Sciences, Pio Therapeutics Pty Ltd., and Lustgarten Foundation for Pancreatic Cancer Research Therapeutics Working Group, Inc. A.C.A. is an author on licensed patents that cover one or more aspects of the single-cell ATAC-seq technologies utilized in this study.P.K.S. is a co-founder and member of the BOD of Glencoe Software, a member of the BOD for Applied Biomath, and a member of the SAB for RareCyte, NanoString, and Montai Health; he holds equity in Glencoe, Applied Biomath, and RareCyte. P.K.S. is a consultant for Merck, and the Sorger lab has received research funding from Novartis and Merck in the past five years. Z.I.M. has a consulting/advisory role with AstraZeneca, Gilead Sciences and Daiichi Sankyo. He has also received research funding for his institution from Seattle Genetics, Novartis, AstraZeneca, Radius Health, Daiichi Sankyo, Lilly, GlaxoSmithKline, and Olema Oncology.

Footnotes

  • https://data.humantumoratlas.org/

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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“Longitudinal and multimodal auditing of tumor adaptation to CDK4/6 inhibitors in HR+ metastatic breast cancers”
Allison L. Creason, Jay Egger, Cameron Watson, Shamilene Sivagnanam, Koei Chin, Kevin MacPherson, Jia-Ren Lin, Yu-An Chen, Brett E. Johnson, Heidi S. Feiler, Danielle Galipeau, Nicholas E. Navin, Emek Demir, Young Hwan Chang, Christopher L. Corless, Zahi I. Mitri, Peter K. Sorger, George V. Thomas, Lisa M. Coussens, Andrew C. Adey, Joe W. Gray, Gordon B. Mills, Jeremy Goecks
bioRxiv 2023.09.27.557464; doi: https://doi.org/10.1101/2023.09.27.557464
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“Longitudinal and multimodal auditing of tumor adaptation to CDK4/6 inhibitors in HR+ metastatic breast cancers”
Allison L. Creason, Jay Egger, Cameron Watson, Shamilene Sivagnanam, Koei Chin, Kevin MacPherson, Jia-Ren Lin, Yu-An Chen, Brett E. Johnson, Heidi S. Feiler, Danielle Galipeau, Nicholas E. Navin, Emek Demir, Young Hwan Chang, Christopher L. Corless, Zahi I. Mitri, Peter K. Sorger, George V. Thomas, Lisa M. Coussens, Andrew C. Adey, Joe W. Gray, Gordon B. Mills, Jeremy Goecks
bioRxiv 2023.09.27.557464; doi: https://doi.org/10.1101/2023.09.27.557464

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