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DCIS genomic signatures define biology and clinical outcome: Human Tumor Atlas Network (HTAN) analysis of TBCRC 038 and RAHBT cohorts

View ORCID ProfileSiri H Strand, Belén Rivero-Gutiérrez, Kathleen E Houlahan, Jose A Seoane, Lorraine M King, Tyler Risom, Lunden A Simpson, Sujay Vennam, Aziz Khan, View ORCID ProfileLuis Cisneros, Timothy Hardman, Bryan Harmon, Fergus Couch, Kristalyn Gallagher, Mark Kilgore, Shi Wei, Angela DeMichele, Tari King, Priscilla F McAuliffe, Julie Nangia, Joanna Lee, Jennifer Tseng, Anna Maria Storniolo, Alastair M Thompson, Gaorav P Gupta, Robyn Burns, Deborah J Veis, Katherine DeSchryver, Chunfang Zhu, Magdalena Matusiak, Jason Wang, Shirley X Zhu, Jen Tappenden, Daisy Yi Ding, Dadong Zhang, Jingqin Luo, Shu Jiang, Sushama Varma, Lauren Anderson, Cody Straub, Sucheta Srivastava, View ORCID ProfileChristina Curtis, Rob Tibshirani, View ORCID ProfileRobert Michael Angelo, Allison Hall, Kouros Owzar, Kornelia Polyak, Carlo Maley, Jeffrey R Marks, View ORCID ProfileGraham A Colditz, E Shelley Hwang, Robert B West
doi: https://doi.org/10.1101/2021.06.16.448585
Siri H Strand
1Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
2Department of Molecular Medicine, Aarhus University Hospital, 8200 Aarhus N, Denmark
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  • ORCID record for Siri H Strand
Belén Rivero-Gutiérrez
1Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
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Kathleen E Houlahan
3Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
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Jose A Seoane
3Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
4Vall d’Hebron Institute of Oncology, Barcelona, 08035, Spain
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Lorraine M King
5Department of Surgery, Duke University School of Medicine, Durham, NC 27708, USA
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Tyler Risom
1Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
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Lunden A Simpson
5Department of Surgery, Duke University School of Medicine, Durham, NC 27708, USA
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Sujay Vennam
1Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
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Aziz Khan
3Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
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Luis Cisneros
6School of Life Sciences, Arizona State University, Tempe, AZ 85281, USA
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  • ORCID record for Luis Cisneros
Timothy Hardman
5Department of Surgery, Duke University School of Medicine, Durham, NC 27708, USA
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Bryan Harmon
7Department of Pathology, Montefiore Medical Center, Bronx, NY 10467, USA
8TBCRC Loco-Regional Working Group
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Fergus Couch
8TBCRC Loco-Regional Working Group
9Department of Pathology, Mayo Clinic, Rochester, MN 55902, USA
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Kristalyn Gallagher
8TBCRC Loco-Regional Working Group
10Department of Surgery, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
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Mark Kilgore
8TBCRC Loco-Regional Working Group
11Department of Pathology, University of Washington, Seattle, WA 98195, USA
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Shi Wei
8TBCRC Loco-Regional Working Group
12Department of Pathology, University of Alabama at Birmingham, Birmingham, AL 35294, USA
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Angela DeMichele
8TBCRC Loco-Regional Working Group
13Department of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
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Tari King
8TBCRC Loco-Regional Working Group
14Breast Oncology Program, Dana-Farber Cancer Institute, Boston, MA 02215, USA
15Department of Surgery, Brigham and Women’s Hospital, Boston, MA 02115, USA
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Priscilla F McAuliffe
8TBCRC Loco-Regional Working Group
16Department of Surgery, University of Pittsburgh, Pittsburgh, PA 15213, USA
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Julie Nangia
8TBCRC Loco-Regional Working Group
17Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston TX 77030, USA
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Joanna Lee
8TBCRC Loco-Regional Working Group
18Department of Surgery, MD Anderson Cancer Center, Houston, TX 77030, USA
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Jennifer Tseng
8TBCRC Loco-Regional Working Group
19Department of Surgery, University of Chicago, Chicago, IL 60637, USA
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Anna Maria Storniolo
8TBCRC Loco-Regional Working Group
20Department of Medicine, Indiana University, Indianapolis, IN 46202, USA
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Alastair M Thompson
8TBCRC Loco-Regional Working Group
17Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston TX 77030, USA
21Department of Surgery, Baylor College of Medicine, Houston, TX 77030, USA
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Gaorav P Gupta
8TBCRC Loco-Regional Working Group
22Department of Radiation Oncology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
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Robyn Burns
8TBCRC Loco-Regional Working Group
23TBCRC, The EMMES Corporation, Rockville, MD 20850, USA
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Deborah J Veis
24Department of Medicine, Washington University School of Medicine, St. Louis, MO 63108, USA
25Departments of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO 63108, USA
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Katherine DeSchryver
25Departments of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO 63108, USA
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Chunfang Zhu
1Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
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Magdalena Matusiak
1Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
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Jason Wang
1Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
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Shirley X Zhu
1Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
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Jen Tappenden
26Department of Surgery, Washington University School of Medicine, St. Louis, MO 63110, USA
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Daisy Yi Ding
27Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA
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Dadong Zhang
28Duke Cancer Institute, Duke University School of Medicine, Durham, NC 27708, USA
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Jingqin Luo
26Department of Surgery, Washington University School of Medicine, St. Louis, MO 63110, USA
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Shu Jiang
26Department of Surgery, Washington University School of Medicine, St. Louis, MO 63110, USA
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Sushama Varma
1Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
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Lauren Anderson
5Department of Surgery, Duke University School of Medicine, Durham, NC 27708, USA
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Cody Straub
5Department of Surgery, Duke University School of Medicine, Durham, NC 27708, USA
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Sucheta Srivastava
1Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
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Christina Curtis
3Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
29Department of Medicine and Genetics, Stanford University, Stanford, CA 94305, USA
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Rob Tibshirani
27Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA
30Department of Statistics, Stanford University, Stanford, CA 94305, USA
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Robert Michael Angelo
1Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
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Allison Hall
31Department of Pathology, Duke University School of Medicine, Durham, NC 27708, USA
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Kouros Owzar
28Duke Cancer Institute, Duke University School of Medicine, Durham, NC 27708, USA
32Department of Biostatistics & Bioinformatics, Duke University School of Medicine, Durham, NC 27708, USA
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Kornelia Polyak
33Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
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Carlo Maley
6School of Life Sciences, Arizona State University, Tempe, AZ 85281, USA
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Jeffrey R Marks
5Department of Surgery, Duke University School of Medicine, Durham, NC 27708, USA
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Graham A Colditz
26Department of Surgery, Washington University School of Medicine, St. Louis, MO 63110, USA
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  • ORCID record for Graham A Colditz
E Shelley Hwang
5Department of Surgery, Duke University School of Medicine, Durham, NC 27708, USA
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  • For correspondence: rbwest@stanford.edu shelley.hwang@duke.edu
Robert B West
5Department of Surgery, Duke University School of Medicine, Durham, NC 27708, USA
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  • For correspondence: rbwest@stanford.edu shelley.hwang@duke.edu
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Abstract

Ductal carcinoma in situ (DCIS) is the most common precursor of invasive breast cancer (IBC), with variable propensity for progression. We have performed the first multiscale, integrated profiling of DCIS with clinical outcomes by analyzing 677 DCIS samples from 481 patients with 7.1 years median follow-up from the Translational Breast Cancer Research Consortium (TBCRC) 038 study and the Resource of Archival Breast Tissue (RAHBT) cohorts. We identified 812 genes associated with ipsilateral recurrence within 5 years from treatment and developed a classifier that was predictive of DCIS or IBC recurrence in both cohorts. Pathways associated with recurrence include proliferation, immune response, and metabolism. Distinct stromal expression patterns and immune cell compositions were identified. Our multiscale approach employed in situ methods to generate a spatially resolved atlas of breast precancers, where complementary modalities can be directly compared and correlated with conventional pathology findings, disease states, and clinical outcome.

Competing Interest Statement

CC serves on the Scientific Advisory Board and/or as a consultant for GRAIL, Deepcell, Ravel, Viosera, NanoString, Genentech and holds equity in GRAIL, Deepcell, Ravel. KP serves on the Scientific Advisory Board of Acrivon Therapeutics, Vividion Therapeutics, and Scorpion Therapeutics, holds equity in Scorpion Therapeutics and Vividion Therapeutics, is a consultant to Aria Pharmaceuticals, and received honorarium from Astra-Zeneca. RMA is an inventor on patent US20150287578A, and is a board member and shareholder in IonPath Inc. TR and RBW have consulted for IonPath Inc.

Footnotes

  • We identified 812 genes associated with ipsilateral recurrence within 5 years from treatment and developed a classifier that was predictive of DCIS or IBC recurrence in both cohorts.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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DCIS genomic signatures define biology and clinical outcome: Human Tumor Atlas Network (HTAN) analysis of TBCRC 038 and RAHBT cohorts
Siri H Strand, Belén Rivero-Gutiérrez, Kathleen E Houlahan, Jose A Seoane, Lorraine M King, Tyler Risom, Lunden A Simpson, Sujay Vennam, Aziz Khan, Luis Cisneros, Timothy Hardman, Bryan Harmon, Fergus Couch, Kristalyn Gallagher, Mark Kilgore, Shi Wei, Angela DeMichele, Tari King, Priscilla F McAuliffe, Julie Nangia, Joanna Lee, Jennifer Tseng, Anna Maria Storniolo, Alastair M Thompson, Gaorav P Gupta, Robyn Burns, Deborah J Veis, Katherine DeSchryver, Chunfang Zhu, Magdalena Matusiak, Jason Wang, Shirley X Zhu, Jen Tappenden, Daisy Yi Ding, Dadong Zhang, Jingqin Luo, Shu Jiang, Sushama Varma, Lauren Anderson, Cody Straub, Sucheta Srivastava, Christina Curtis, Rob Tibshirani, Robert Michael Angelo, Allison Hall, Kouros Owzar, Kornelia Polyak, Carlo Maley, Jeffrey R Marks, Graham A Colditz, E Shelley Hwang, Robert B West
bioRxiv 2021.06.16.448585; doi: https://doi.org/10.1101/2021.06.16.448585
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DCIS genomic signatures define biology and clinical outcome: Human Tumor Atlas Network (HTAN) analysis of TBCRC 038 and RAHBT cohorts
Siri H Strand, Belén Rivero-Gutiérrez, Kathleen E Houlahan, Jose A Seoane, Lorraine M King, Tyler Risom, Lunden A Simpson, Sujay Vennam, Aziz Khan, Luis Cisneros, Timothy Hardman, Bryan Harmon, Fergus Couch, Kristalyn Gallagher, Mark Kilgore, Shi Wei, Angela DeMichele, Tari King, Priscilla F McAuliffe, Julie Nangia, Joanna Lee, Jennifer Tseng, Anna Maria Storniolo, Alastair M Thompson, Gaorav P Gupta, Robyn Burns, Deborah J Veis, Katherine DeSchryver, Chunfang Zhu, Magdalena Matusiak, Jason Wang, Shirley X Zhu, Jen Tappenden, Daisy Yi Ding, Dadong Zhang, Jingqin Luo, Shu Jiang, Sushama Varma, Lauren Anderson, Cody Straub, Sucheta Srivastava, Christina Curtis, Rob Tibshirani, Robert Michael Angelo, Allison Hall, Kouros Owzar, Kornelia Polyak, Carlo Maley, Jeffrey R Marks, Graham A Colditz, E Shelley Hwang, Robert B West
bioRxiv 2021.06.16.448585; doi: https://doi.org/10.1101/2021.06.16.448585

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