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Spatial drivers and pre-cancer populations collaborate with the microenvironment in untreated and chemo-resistant pancreatic cancer

Daniel Cui Zhou, Reyka G. Jayasinghe, John M. Herndon, Erik Storrs, Chia-Kuei Mo, Yige Wu, Robert S. Fulton, Matthew A. Wyczalkowski, Catrina C. Fronick, Lucinda A. Fulton, Lisa Thammavong, Kazuhito Sato, Houxiang Zhu, Hua Sun, Liang-Bo Wang, Yize Li, Chong Zuo, Joshua F. McMichael, Sherri R. Davies, Elizabeth L. Appelbaum, Keenan J. Robbins, Sara E. Chasnoff, Xiaolu Yang, Ruiyang Liu, Ashley N. Reeb, Michael C. Wendl, Clara Oh, Mamatha Serasanambati, Preet Lal, Rajees Varghese, R. Jay Mashl, Jennifer Ponce, Nadezhda V. Terekhanova, Nataly Naser Al Deen, Lijun Yao, Fang Wang, Lijun Chen, Michael Schnaubelt, Sidharth V. Puram, Albert H. Kim, Sheng-Kwei Song, Kooresh I. Shoghi, Tao Ju, William G. Hawkins, Ken Chen, Deyali Chatterjee, Hui Zhang, Milan G. Chheda, Samuel Achilefu, David G. DeNardo, Stephen T. Oh, Feng Chen, William E. Gillanders, Ryan C. Fields, Li Ding
doi: https://doi.org/10.1101/2021.01.13.426413
Daniel Cui Zhou
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Reyka G. Jayasinghe
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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John M. Herndon
3Department of Surgery, Washington University in St. Louis, St. Louis, MO, 63110, USA
4Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Erik Storrs
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Chia-Kuei Mo
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Yige Wu
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Robert S. Fulton
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Matthew A. Wyczalkowski
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Catrina C. Fronick
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Lucinda A. Fulton
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Lisa Thammavong
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Kazuhito Sato
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Houxiang Zhu
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Hua Sun
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Liang-Bo Wang
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Yize Li
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Chong Zuo
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Joshua F. McMichael
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Sherri R. Davies
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Elizabeth L. Appelbaum
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Keenan J. Robbins
3Department of Surgery, Washington University in St. Louis, St. Louis, MO, 63110, USA
4Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Sara E. Chasnoff
3Department of Surgery, Washington University in St. Louis, St. Louis, MO, 63110, USA
4Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Xiaolu Yang
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Ruiyang Liu
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Ashley N. Reeb
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
5Department of Otolaryngology–Head & Neck Surgery, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Michael C. Wendl
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
6Department of Genetics, Washington University in St. Louis, St. Louis, MO, 63110, USA
7Department of Mathematics, Washington University in St. Louis, St. Louis, MO, 63105, USA
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Clara Oh
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Mamatha Serasanambati
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Preet Lal
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Rajees Varghese
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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R. Jay Mashl
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Jennifer Ponce
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Nadezhda V. Terekhanova
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Nataly Naser Al Deen
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Lijun Yao
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
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Fang Wang
12Department of Pathology and Immunology, Washington University in St. Louis, St. Louis, MO, 63110, USA;
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Lijun Chen
8Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21231
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Michael Schnaubelt
8Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21231
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Sidharth V. Puram
5Department of Otolaryngology–Head & Neck Surgery, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Albert H. Kim
4Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
9Department of Neurological Surgery, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Sheng-Kwei Song
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
10Department of Radiology, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Kooresh I. Shoghi
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
10Department of Radiology, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Tao Ju
11Department of Computer Science and Engineering, Washington University in St. Louis, St. Louis, MO, 63110, USA;
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William G. Hawkins
3Department of Surgery, Washington University in St. Louis, St. Louis, MO, 63110, USA
4Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Ken Chen
13Department of Bioinformatics and Computational Biology, University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA;
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Deyali Chatterjee
12Department of Pathology and Immunology, Washington University in St. Louis, St. Louis, MO, 63110, USA;
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Hui Zhang
8Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21231
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Milan G. Chheda
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
4Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Samuel Achilefu
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
10Department of Radiology, Washington University in St. Louis, St. Louis, MO, 63110, USA
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David G. DeNardo
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
12Department of Pathology and Immunology, Washington University in St. Louis, St. Louis, MO, 63110, USA;
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Stephen T. Oh
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
12Department of Pathology and Immunology, Washington University in St. Louis, St. Louis, MO, 63110, USA;
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Feng Chen
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
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William E. Gillanders
3Department of Surgery, Washington University in St. Louis, St. Louis, MO, 63110, USA
4Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
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Ryan C. Fields
3Department of Surgery, Washington University in St. Louis, St. Louis, MO, 63110, USA
4Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
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  • For correspondence: rcfields@wustl.edu lding@wustl.edu
Li Ding
1Department of Medicine, Washington University in St. Louis, St. Louis, MO, 63110, USA
2McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, 63108, USA
4Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, 63110, USA
6Department of Genetics, Washington University in St. Louis, St. Louis, MO, 63110, USA
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  • For correspondence: rcfields@wustl.edu lding@wustl.edu
  • Abstract
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SUMMARY

Pancreatic Ductal Adenocarcinoma (PDAC) is a lethal disease with limited treatment options and poor survival. We studied 73 samples from 21 patients (7 treatment-naïve and 14 treated with neoadjuvant regimens), analyzing distinct spatial units and performing bulk proteogenomics, single cell sequencing, and cellular imaging. Spatial drivers, including mutant KRAS, SMAD4, and GNAQ, were associated with differential phosphosignaling and metabolic responses compared to wild type. Single cell subtyping discovered 12 of 21 tumors with mixed basal and classical features. Trefoil factor family members were upregulated in classical populations, while the basal populations showed enhanced expression of mesenchymal genes, including VIM and IGTB1. Acinar-ductal metaplasia (ADM) populations, present in 95% of patients, with 46% reduction of driver mutation fractions compared to tumor populations, exhibited suppressive and oncogenic features linked to morphologic states. We identified coordinated expression of TIGIT in exhausted and regulatory T cells and Nectin receptor expression in tumor cells. Higher expression of angiogenic and stress response genes in dendritic cells compared to tumor cells suggests they have a pro-tumorigenic role in remodeling the microenvironment. Treated samples contain a three-fold enrichment of inflammatory CAFs when compared to untreated samples, while other CAF subtypes remain similar. A subset of tumor and/or ADM-specific biomarkers showed differential expression between treatment groups, and several known drug targets displayed potential cross-cell type reactivities. This resolution that spatially defined single cell omics provides reveals the diversity of tumor and microenvironment populations in PDAC. Such understanding may lead to more optimal treatment regimens for patients with this devastating disease.

HIGHLIGHTS

  1. Acinar-ductal metaplasia (ADM) cells represent a genetic and morphologic transition state between acinar and tumor cells.

  2. Inflammatory cancer associated fibroblasts (iCAFs) are a major component of the PDAC TME and are significantly higher in treated samples

  3. Receptor-ligand analysis reveals tumor cell-TME interactions through NECTIN4-TIGIT

  4. Tumor and ADM cell proteogenomics differ between treated and untreated samples, with unique and shared potential drug targets

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ↵¶ Lead contact

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-NC-ND 4.0 International license.
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Spatial drivers and pre-cancer populations collaborate with the microenvironment in untreated and chemo-resistant pancreatic cancer
Daniel Cui Zhou, Reyka G. Jayasinghe, John M. Herndon, Erik Storrs, Chia-Kuei Mo, Yige Wu, Robert S. Fulton, Matthew A. Wyczalkowski, Catrina C. Fronick, Lucinda A. Fulton, Lisa Thammavong, Kazuhito Sato, Houxiang Zhu, Hua Sun, Liang-Bo Wang, Yize Li, Chong Zuo, Joshua F. McMichael, Sherri R. Davies, Elizabeth L. Appelbaum, Keenan J. Robbins, Sara E. Chasnoff, Xiaolu Yang, Ruiyang Liu, Ashley N. Reeb, Michael C. Wendl, Clara Oh, Mamatha Serasanambati, Preet Lal, Rajees Varghese, R. Jay Mashl, Jennifer Ponce, Nadezhda V. Terekhanova, Nataly Naser Al Deen, Lijun Yao, Fang Wang, Lijun Chen, Michael Schnaubelt, Sidharth V. Puram, Albert H. Kim, Sheng-Kwei Song, Kooresh I. Shoghi, Tao Ju, William G. Hawkins, Ken Chen, Deyali Chatterjee, Hui Zhang, Milan G. Chheda, Samuel Achilefu, David G. DeNardo, Stephen T. Oh, Feng Chen, William E. Gillanders, Ryan C. Fields, Li Ding
bioRxiv 2021.01.13.426413; doi: https://doi.org/10.1101/2021.01.13.426413
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Spatial drivers and pre-cancer populations collaborate with the microenvironment in untreated and chemo-resistant pancreatic cancer
Daniel Cui Zhou, Reyka G. Jayasinghe, John M. Herndon, Erik Storrs, Chia-Kuei Mo, Yige Wu, Robert S. Fulton, Matthew A. Wyczalkowski, Catrina C. Fronick, Lucinda A. Fulton, Lisa Thammavong, Kazuhito Sato, Houxiang Zhu, Hua Sun, Liang-Bo Wang, Yize Li, Chong Zuo, Joshua F. McMichael, Sherri R. Davies, Elizabeth L. Appelbaum, Keenan J. Robbins, Sara E. Chasnoff, Xiaolu Yang, Ruiyang Liu, Ashley N. Reeb, Michael C. Wendl, Clara Oh, Mamatha Serasanambati, Preet Lal, Rajees Varghese, R. Jay Mashl, Jennifer Ponce, Nadezhda V. Terekhanova, Nataly Naser Al Deen, Lijun Yao, Fang Wang, Lijun Chen, Michael Schnaubelt, Sidharth V. Puram, Albert H. Kim, Sheng-Kwei Song, Kooresh I. Shoghi, Tao Ju, William G. Hawkins, Ken Chen, Deyali Chatterjee, Hui Zhang, Milan G. Chheda, Samuel Achilefu, David G. DeNardo, Stephen T. Oh, Feng Chen, William E. Gillanders, Ryan C. Fields, Li Ding
bioRxiv 2021.01.13.426413; doi: https://doi.org/10.1101/2021.01.13.426413

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