An Omic and Multidimensional Spatial Atlas from Serial Biopsies of an Evolving Metastatic Breast Cancer
Mechanisms of therapeutic resistance manifest in metastatic cancers as tumor cell intrinsic alterations and extrinsic microenvironmental influences that can change during treatment. To support the development of methods for the identification of these mechanisms in individual patients, we present he...
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Cold Spring Harbor Laboratory
16.07.2021
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| Abstract | Mechanisms of therapeutic resistance manifest in metastatic cancers as tumor cell intrinsic alterations and extrinsic microenvironmental influences that can change during treatment. To support the development of methods for the identification of these mechanisms in individual patients, we present here an Omic and Multidimensional Spatial (OMS) Atlas generated from four serial biopsies of a metastatic breast cancer patient during 3.5 years of therapy. This resource links detailed, longitudinal clinical metadata including treatment times and doses, anatomic imaging, and blood-based response measurements to exploratory analytics including comprehensive DNA, RNA, and protein profiles, images of multiplexed immunostaining, and 2- and 3-dimensional scanning electron micrographs. These data reveal aspects of therapy-associated heterogeneity and evolution of the cancer’s genome, signaling pathways, immune microenvironment, cellular composition and organization, and ultrastructure. We present illustrative examples showing how integrative analyses of these data provide insights into potential mechanisms of response and resistance, and suggest novel therapeutic vulnerabilities. |
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| AbstractList | Mechanisms of therapeutic resistance manifest in metastatic cancers as tumor cell intrinsic alterations and extrinsic microenvironmental influences that can change during treatment. To support the development of methods for the identification of these mechanisms in individual patients, we present here an Omic and Multidimensional Spatial (OMS) Atlas generated from four serial biopsies of a metastatic breast cancer patient during 3.5 years of therapy. This resource links detailed, longitudinal clinical metadata including treatment times and doses, anatomic imaging, and blood-based response measurements to exploratory analytics including comprehensive DNA, RNA, and protein profiles, images of multiplexed immunostaining, and 2- and 3-dimensional scanning electron micrographs. These data reveal aspects of therapy-associated heterogeneity and evolution of the cancer’s genome, signaling pathways, immune microenvironment, cellular composition and organization, and ultrastructure. We present illustrative examples showing how integrative analyses of these data provide insights into potential mechanisms of response and resistance, and suggest novel therapeutic vulnerabilities. |
| Author | Kong, Ben L. Demir, Emek Stommel, Jayne M. Lee, Jinho Coussens, Lisa M. Thibault, Guillaume Sivagnanam, Shamilene Thomas, George Keck, Jamie M. Mitri, Zahi Labrie, Marilyne Zheng, Christina Chin, Koei Corless, Christopher Blucher, Aurora Creason, Allison L. Heiser, Laura M. Chang, Young Hwan Boniface, Christopher Riesterer, Jessica L. Burlingame, Erik Mills, Gordon B. Eng, Jennifer Leyshock, Patrick Somers, Julia Spellman, Paul T. Guimaraes, Alexander R. Patterson, Janice Sudar, Damir Mitri, Souraya Johnson, Brett E. Goecks, Jeremy Bergan, Raymond Bucher, Elmar Parmar, Swapnil Camp, Todd Feiler, Heidi S. Nan, Xiaolin Hu, Zhi Kolodzie, Annette Estabrook, Joseph Gray, Joe W. Betts, Courtney B. |
| Author_xml | – sequence: 1 givenname: Brett E. orcidid: 0000-0001-6810-551X surname: Johnson fullname: Johnson, Brett E. organization: Department of Biomedical Engineering, Oregon Health & Science University – sequence: 2 givenname: Allison L. surname: Creason fullname: Creason, Allison L. organization: Department of Biomedical Engineering, Oregon Health & Science University – sequence: 3 givenname: Jayne M. surname: Stommel fullname: Stommel, Jayne M. organization: Department of Biomedical Engineering, Oregon Health & Science University – sequence: 4 givenname: Jamie M. surname: Keck fullname: Keck, Jamie M. organization: Knight Cancer Institute, Oregon Health & Science University – sequence: 5 givenname: Swapnil surname: Parmar fullname: Parmar, Swapnil organization: Knight Cancer Institute, Oregon Health & Science University – sequence: 6 givenname: Courtney B. surname: Betts fullname: Betts, Courtney B. organization: n Health & Science University – sequence: 7 givenname: Aurora surname: Blucher fullname: Blucher, Aurora organization: n Health & Science University – sequence: 8 givenname: Christopher surname: Boniface fullname: Boniface, Christopher organization: Cancer Early Detection Advanced Research Center, Oregon Health & Science University – sequence: 9 givenname: Elmar surname: Bucher fullname: Bucher, Elmar organization: Department of Biomedical Engineering, Oregon Health & Science University – sequence: 10 givenname: Erik surname: Burlingame fullname: Burlingame, Erik organization: Computational Biology Program, Oregon Health & Science University – sequence: 11 givenname: Todd surname: Camp fullname: Camp, Todd organization: Knight Cancer Institute, Oregon Health & Science University – sequence: 12 givenname: Koei surname: Chin fullname: Chin, Koei organization: Department of Biomedical Engineering, Oregon Health & Science University – sequence: 13 givenname: Jennifer surname: Eng fullname: Eng, Jennifer organization: Department of Biomedical Engineering, Oregon Health & Science University – sequence: 14 givenname: Joseph surname: Estabrook fullname: Estabrook, Joseph organization: Department of Molecular and Medical Genetics, Oregon Health & Science University – sequence: 15 givenname: Heidi S. surname: Feiler fullname: Feiler, Heidi S. organization: Department of Biomedical Engineering, Oregon Health & Science University – sequence: 16 givenname: Zhi surname: Hu fullname: Hu, Zhi organization: Department of Biomedical Engineering, Oregon Health & Science University – sequence: 17 givenname: Annette surname: Kolodzie fullname: Kolodzie, Annette organization: Knight Cancer Institute, Oregon Health & Science University – sequence: 18 givenname: Ben L. surname: Kong fullname: Kong, Ben L. organization: Department of Pharmacy Services, Oregon Health & Science University – sequence: 19 givenname: Marilyne surname: Labrie fullname: Labrie, Marilyne organization: n Health & Science University – sequence: 20 givenname: Jinho surname: Lee fullname: Lee, Jinho organization: Knight Cancer Institute, Oregon Health & Science University – sequence: 21 givenname: Patrick surname: Leyshock fullname: Leyshock, Patrick organization: Knight Cancer Institute, Oregon Health & Science University – sequence: 22 givenname: Souraya surname: Mitri fullname: Mitri, Souraya organization: Knight Cancer Institute, Oregon Health & Science University – sequence: 23 givenname: Janice surname: Patterson fullname: Patterson, Janice organization: Knight Diagnostic Laboratories, Oregon Health and Science University – sequence: 24 givenname: Jessica L. surname: Riesterer fullname: Riesterer, Jessica L. organization: Multiscale Microscopy Core, Oregon Health & Science University – sequence: 25 givenname: Shamilene surname: Sivagnanam fullname: Sivagnanam, Shamilene organization: Computational Biology Program, Oregon Health & Science University – sequence: 26 givenname: Julia surname: Somers fullname: Somers, Julia organization: Department of Molecular and Medical Genetics, Oregon Health & Science University – sequence: 27 givenname: Damir surname: Sudar fullname: Sudar, Damir organization: Quantitative Imaging Systems LLC – sequence: 28 givenname: Guillaume surname: Thibault fullname: Thibault, Guillaume organization: Department of Biomedical Engineering, Oregon Health & Science University – sequence: 29 givenname: Christina surname: Zheng fullname: Zheng, Christina organization: Knight Cancer Institute, Oregon Health & Science University – sequence: 30 givenname: Xiaolin orcidid: 0000-0002-0597-0255 surname: Nan fullname: Nan, Xiaolin organization: Cancer Early Detection Advanced Research Center, Oregon Health & Science University – sequence: 31 givenname: Laura M. surname: Heiser fullname: Heiser, Laura M. organization: Department of Biomedical Engineering, Oregon Health & Science University – sequence: 32 givenname: Paul T. orcidid: 0000-0002-4810-0022 surname: Spellman fullname: Spellman, Paul T. organization: Department of Molecular and Medical Genetics, Oregon Health & Science University – sequence: 33 givenname: George orcidid: 0000-0001-7416-8840 surname: Thomas fullname: Thomas, George organization: Department of Pathology & Laboratory Medicine, Oregon Health & Science University – sequence: 34 givenname: Emek surname: Demir fullname: Demir, Emek organization: Department of Molecular and Medical Genetics, Oregon Health & Science University – sequence: 35 givenname: Young Hwan orcidid: 0000-0001-8764-1959 surname: Chang fullname: Chang, Young Hwan organization: Computational Biology Program, Oregon Health & Science University – sequence: 36 givenname: Lisa M. surname: Coussens fullname: Coussens, Lisa M. organization: n Health & Science University – sequence: 37 givenname: Alexander R. surname: Guimaraes fullname: Guimaraes, Alexander R. organization: Department of Diagnostic Radiology, Oregon Health & Science University – sequence: 38 givenname: Christopher surname: Corless fullname: Corless, Christopher organization: Department of Pathology & Laboratory Medicine, Oregon Health & Science University – sequence: 39 givenname: Jeremy surname: Goecks fullname: Goecks, Jeremy organization: Department of Biomedical Engineering, Oregon Health & Science University – sequence: 40 givenname: Raymond surname: Bergan fullname: Bergan, Raymond organization: Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center – sequence: 41 givenname: Zahi surname: Mitri fullname: Mitri, Zahi organization: Department of Medicine, Knight Cancer Institute, Oregon Health & Science University – sequence: 42 givenname: Gordon B. surname: Mills fullname: Mills, Gordon B. organization: n Health & Science University – sequence: 43 givenname: Joe W. orcidid: 0000-0001-9225-6756 surname: Gray fullname: Gray, Joe W. email: grayjo@ohsu.edu organization: Department of Biomedical Engineering, Oregon Health & Science University |
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| Cites_doi | 10.3791/53154 10.1080/15548627.2021.1919969 10.1016/j.patter.2021.100257 |
| ContentType | Paper |
| Copyright | 2021, Posted by Cold Spring Harbor Laboratory |
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| DOI | 10.1101/2020.12.03.408500 |
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| Keywords | precision oncology human tumor atlas metastatic breast cancer personalized medicine |
| Language | English |
| License | This pre-print is available under a Creative Commons License (Attribution 4.0 International), CC BY 4.0, as described at http://creativecommons.org/licenses/by/4.0 |
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| Notes | Competing Interest Statement: D.S. is employed by Quantitative Imaging Systems, which sells image analysis software. L.M.C. is a paid consultant for Cell Signaling Technologies, Shasqi Inc., and AbbVie Inc.; received reagent and/or research support from Plexxikon Inc., Pharmacyclics Inc., Acerta Pharma, LLC, Deciphera Pharmaceuticals, LLC, Genentech Inc., Roche Glycart AG, Syndax Pharmaceuticals Inc., Innate Pharma, and NanoString Technologies; and is a member of the Scientific Advisory Boards of Syndax Pharmaceuticals, Carisma Therapeutics, Zymeworks Inc., Verseau Therapeutics, Cytomix Therapeutics Inc., and Kineta Inc. G.B.M. has licensed technologies to Myriad Genetics and Nanostring; is on the SAB or is a consultant to Amphista, AstraZeneca, Chrysallis Biotechnology, GSK, ImmunoMET, Ionis, Lilly, PDX Pharmaceuticals, Signalchem Lifesciences, Symphogen, Tarveda, Turbine, and Zentalis Pharmaceuticals; and has stock/options/financial interests in Catena Pharmaceuticals, ImmunoMet, SignalChem, and Tarveda. 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, 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 Zimmer Biomet. |
| ORCID | 0000-0002-4810-0022 0000-0002-0597-0255 0000-0001-9225-6756 0000-0001-8764-1959 0000-0001-6810-551X 0000-0001-7416-8840 |
| OpenAccessLink | https://www.biorxiv.org/content/10.1101/2020.12.03.408500 |
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| PublicationDate | 20210716 |
| PublicationDateYYYYMMDD | 2021-07-16 |
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| PublicationDecade | 2020 |
| PublicationTitle | bioRxiv |
| PublicationYear | 2021 |
| Publisher | Cold Spring Harbor Laboratory |
| Publisher_xml | – name: Cold Spring Harbor Laboratory |
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| Title | An Omic and Multidimensional Spatial Atlas from Serial Biopsies of an Evolving Metastatic Breast Cancer |
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