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Steele NG, Carpenter ES, Kemp SB, Sirihorachai VR, The S, Delrosario L, Lazarus J, Amir EAD, Gunchick V, Espinoza C, Bell S, Harris L, Lima F, Irizarry-Negron V, Paglia D, Macchia J, Chu AKY, Schofield H, Wamsteker EJ, Kwon R, Schulman A, Prabhu A, Law R, Sondhi A, Yu J, Patel A, Donahue K, Nathan H, Cho C, Anderson MA, Sahai V, Lyssiotis CA, Zou W, Allen BL, Rao A, Crawford HC, Bednar F, Frankel TL, Pasca di Magliano M. Multimodal Mapping of the Tumor and Peripheral Blood Immune Landscape in Human Pancreatic Cancer. Nat Cancer 2020; 1:1097-1112. [PMID: 34296197 PMCID: PMC8294470 DOI: 10.1038/s43018-020-00121-4] [Citation(s) in RCA: 198] [Impact Index Per Article: 49.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Accepted: 08/31/2020] [Indexed: 12/17/2022]
Abstract
Pancreatic ductal adenocarcinoma (PDA) is characterized by an immune-suppressive tumor microenvironment that renders it largely refractory to immunotherapy. We implemented a multimodal analysis approach to elucidate the immune landscape in PDA. Using a combination of CyTOF, single-cell RNA sequencing, and multiplex immunohistochemistry on patient tumors, matched blood, and non-malignant samples, we uncovered a complex network of immune-suppressive cellular interactions. These experiments revealed heterogeneous expression of immune checkpoint receptors in individual patient's T cells and increased markers of CD8+ T cell dysfunction in advanced disease stage. Tumor-infiltrating CD8+ T cells had an increased proportion of cells expressing an exhausted expression profile that included upregulation of the immune checkpoint TIGIT, a finding that we validated at the protein level. Our findings point to a profound alteration of the immune landscape of tumors, and to patient-specific immune changes that should be taken into account as combination immunotherapy becomes available for pancreatic cancer.
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Affiliation(s)
- Nina G Steele
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, USA
| | - Eileen S Carpenter
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, MI, USA
| | - Samantha B Kemp
- Molecular and Cellular Pathology Graduate Program, University of Michigan, Ann Arbor, MI, USA
| | | | - Stephanie The
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | | | - Jenny Lazarus
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | | | - Valerie Gunchick
- Department of Internal Medicine, Division of Hematology and Oncology, University of Michigan, Ann Arbor, MI, USA
| | - Carlos Espinoza
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Samantha Bell
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Lindsey Harris
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Fatima Lima
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | | | - Daniel Paglia
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Justin Macchia
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Angel Ka Yan Chu
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | | | - Erik-Jan Wamsteker
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, MI, USA
| | - Richard Kwon
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, MI, USA
| | - Allison Schulman
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, MI, USA
| | - Anoop Prabhu
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, MI, USA
| | - Ryan Law
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, MI, USA
| | - Arjun Sondhi
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, MI, USA
| | - Jessica Yu
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, MI, USA
| | - Arpan Patel
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, MI, USA
| | - Katelyn Donahue
- Cancer Biology Program, University of Michigan, Ann Arbor, MI, USA
| | - Hari Nathan
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Clifford Cho
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Michelle A Anderson
- Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, MI, USA
| | - Vaibhav Sahai
- Department of Internal Medicine, Division of Hematology and Oncology, University of Michigan, Ann Arbor, MI, USA
| | - Costas A Lyssiotis
- Molecular and Cellular Pathology Graduate Program, University of Michigan, Ann Arbor, MI, USA
- Cancer Biology Program, University of Michigan, Ann Arbor, MI, USA
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Weiping Zou
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Benjamin L Allen
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, USA
| | - Arvind Rao
- Cancer Biology Program, University of Michigan, Ann Arbor, MI, USA
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
- Michigan Institute of Data Science (MIDAS), University of Michigan, Ann Arbor, MI, USA
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA
| | - Howard C Crawford
- Molecular and Cellular Pathology Graduate Program, University of Michigan, Ann Arbor, MI, USA.
- Cancer Biology Program, University of Michigan, Ann Arbor, MI, USA.
- Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI, USA.
| | - Filip Bednar
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA.
| | | | - Marina Pasca di Magliano
- Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, USA.
- Molecular and Cellular Pathology Graduate Program, University of Michigan, Ann Arbor, MI, USA.
- Cancer Biology Program, University of Michigan, Ann Arbor, MI, USA.
- Department of Surgery, University of Michigan, Ann Arbor, MI, USA.
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Steele N, Carpenter E, Kemp S, Sirihorachai V, The S, Delrosario L, Lazarus J, Amir EA, Gunchick V, Espinoza C, Bell S, Harris L, Irizarry-Negron V, Paglia D, Macchia J, Lima F, Chu AKY, Schofield H, Wamsteker EJ, Kwon R, Schulman A, Prabhu A, law R, Sondhi A, Donahue K, Nathan H, Cho C, Anderson M, Sahai V, Lyssiotis C, Allen B, Rao A, Zou W, Bednar F, Frankel T, Pasca di Magliano M. Abstract 3442: Multimodal mapping of the immune landscape in human pancreatic cancer. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-3442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Pancreatic ductal adenocarcinoma (PDAC) is the fourth leading cause of cancer related death in the US. Unfortunately, recent clinical trials using immunotherapy targeting the highly immunosuppressive tumor microenvironment have showed disappointing results, as there is no method to predict which patients will respond to therapy. More recently, the development of single cell technology has allowed for in-depth profiling at the cellular level using small amounts of tissue, raising the potential to develop precision medicine tools at time of endoscopic fine needle biopsy.
Results: We performed single-cell RNA sequencing (scRNAseq) on endoscopic fine needle biopsies from 10 PDAC tumors at time of diagnostic endoscopic biopsy or 6 surgically resected tissues. We also sequenced 3 adjacent or normal pancreas tissues. We captured 8,521 cells from 3 surgical normal adjacent samples and 46,244 cells from PDAC tumors. Mapping of putative interactions between ligands and receptors demonstrated upregulation of key signaling pathways, including Hedgehog, NOTCH, and chemokine signaling within myeloid, epithelial, T, and NK cells. Differential expression analysis in cytotoxic CD8 T cells of PDA patients revealed increased expression of genes involved in T cell activation (GZMB, GZMA), exhaustion (GZMK, EOMES) as well as immune checkpoint pathway upregulation when compared to cytotoxic T cells in adjacent normal pancreatic tissue. Among the most significantly increased genes in CD8 T cells of PDAC tumor was the immune checkpoint TIGIT. Upon further analysis of the CD8 T cells, we found TIGIT was almost exclusively expressed in exhausted CD8 T cells, while other checkpoints such as PD-1 and LAG3 were equally distributed across effector and exhausted T cell populations. Interestingly, we were able to capture patient-specific heterogeneity of gene expression in T cells, suggesting the possibility of individualized T cell gene signatures present in PDAC tumors. We used mass cytometry and immunostaining to validate our transcript-based findings.
Conclusion: Overall, we have successfully performed robust in-depth profiling using single-cell sequencing of PDAC tumors from fine needle biopsies. TIGIT, but not other immune checkpoints, correlates with T cells exhaustion in tumors, revealing an important biological function of this relatively understudied checkpoint. Analysis of our results identified patient-specific heterogeneity of key signaling pathways in different cell compartments of PDAC tumors that have to potential to be leveraged for precision medicine.
Citation Format: Nina Steele, Eileen Carpenter, Samantha Kemp, Veerin Sirihorachai, Stephanie The, Lawrence Delrosario, Jenny Lazarus, El-ad Amir, Valerie Gunchick, Carlos Espinoza, Samantha Bell, Lindsey Harris, Valerie Irizarry-Negron, Dan Paglia, Justin Macchia, Fatima Lima, Angel Ka Yan Chu, Heather Schofield, Erik Jan Wamsteker, Richard Kwon, Allison Schulman, Anoop Prabhu, Ryan law, Arjun Sondhi, Katelyn Donahue, Hari Nathan, Clifford Cho, Michelle Anderson, Vaibhav Sahai, Costas Lyssiotis, Benjamin Allen, Arvind Rao, Weiping Zou, Filip Bednar, Timothy Frankel, Marina Pasca di Magliano. Multimodal mapping of the immune landscape in human pancreatic cancer [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 3442.
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