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Guinn S, Kinny-Köster B, Tandurella JA, Mitchell JT, Sidiropoulos DN, Loth M, Lyman MR, Pucsek AB, Zabransky DJ, Lee JW, Kartalia E, Ramani M, Seppälä TT, Cherry C, Suri R, Zlomke H, Patel J, He J, Wolfgang CL, Yu J, Zheng L, Ryan DP, Ting DT, Kimmelman A, Gupta A, Danilova L, Elisseeff JH, Wood LD, Stein-O’Brien G, Kagohara LT, Jaffee EM, Burkhart RA, Fertig EJ, Zimmerman JW. Transfer Learning Reveals Cancer-Associated Fibroblasts Are Associated with Epithelial-Mesenchymal Transition and Inflammation in Cancer Cells in Pancreatic Ductal Adenocarcinoma. Cancer Res 2024; 84:1517-1533. [PMID: 38587552 PMCID: PMC11065624 DOI: 10.1158/0008-5472.can-23-1660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 08/09/2023] [Accepted: 10/27/2023] [Indexed: 04/09/2024]
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is an aggressive malignancy characterized by an immunosuppressive tumor microenvironment enriched with cancer-associated fibroblasts (CAF). This study used a convergence approach to identify tumor cell and CAF interactions through the integration of single-cell data from human tumors with human organoid coculture experiments. Analysis of a comprehensive atlas of PDAC single-cell RNA sequencing data indicated that CAF density is associated with increased inflammation and epithelial-mesenchymal transition (EMT) in epithelial cells. Transfer learning using transcriptional data from patient-derived organoid and CAF cocultures provided in silico validation of CAF induction of inflammatory and EMT epithelial cell states. Further experimental validation in cocultures demonstrated integrin beta 1 (ITGB1) and vascular endothelial factor A (VEGFA) interactions with neuropilin-1 mediating CAF-epithelial cell cross-talk. Together, this study introduces transfer learning from human single-cell data to organoid coculture analyses for experimental validation of discoveries of cell-cell cross-talk and identifies fibroblast-mediated regulation of EMT and inflammation. SIGNIFICANCE Adaptation of transfer learning to relate human single-cell RNA sequencing data to organoid-CAF cocultures facilitates discovery of human pancreatic cancer intercellular interactions and uncovers cross-talk between CAFs and tumor cells through VEGFA and ITGB1.
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Affiliation(s)
- Samantha Guinn
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Benedict Kinny-Köster
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Surgery, New York University Grossman School of Medicine, New York, NY
| | - Joseph A. Tandurella
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jacob T. Mitchell
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD
| | - Dimitrios N. Sidiropoulos
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Melanie Loth
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Melissa R. Lyman
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Alexandra B. Pucsek
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Daniel J. Zabransky
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jae W. Lee
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Pathology, Johns Hopkins School of Medicine, Baltimore, MD
| | - Emma Kartalia
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Mili Ramani
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Toni T. Seppälä
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
- Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital
| | - Christopher Cherry
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Translational Tissue Engineering Center, Wilmer Eye Institute, Johns Hopkins School of Medicine, Baltimore, MD
- Department of Biomedical Engineering, Johns Hopkins School of Medicine, Baltimore, MD
| | - Reecha Suri
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Haley Zlomke
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jignasha Patel
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jin He
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
| | | | - Jun Yu
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Lei Zheng
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - David P. Ryan
- The Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - David T. Ting
- The Massachusetts General Hospital Cancer Center and Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Alec Kimmelman
- Department of Radiation Oncology at New York University Grossman School of Medicine, NYU Langone Health, New York, New York
| | - Anuj Gupta
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Ludmila Danilova
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jennifer H. Elisseeff
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere University Hospital
- Translational Tissue Engineering Center, Wilmer Eye Institute, Johns Hopkins School of Medicine, Baltimore, MD
| | - Laura D. Wood
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Pathology, Johns Hopkins School of Medicine, Baltimore, MD
| | - Genevieve Stein-O’Brien
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD
- Department of Neuroscience, Johns Hopkins School of Medicine, Baltimore, MD
| | - Luciane T. Kagohara
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Elizabeth M. Jaffee
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Richard A. Burkhart
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD
| | - Elana J. Fertig
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Department of Biomedical Engineering, Johns Hopkins School of Medicine, Baltimore, MD
- Department of Applied Mathematics and Statistics, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD
| | - Jacquelyn W. Zimmerman
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD
- Convergence Institute, Johns Hopkins University School of Medicine, Baltimore, MD
- Bloomberg Kimmel Immunology Institute, Johns Hopkins University School of Medicine, Baltimore, MD
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