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Costa AD, Väyrynen SA, Chawla A, Zhang J, Väyrynen JP, Lau MC, Williams HL, Yuan C, Morales-Oyarvide V, Elganainy D, Singh H, Cleary JM, Perez K, Ng K, Freed-Pastor W, Mancias JD, Dougan SK, Wang J, Rubinson DA, Dunne RF, Kozak MM, Brais L, Reilly E, Clancy T, Linehan DC, Chang DT, Hezel AF, Koong AC, Aguirre A, Wolpin BM, Nowak JA. Neoadjuvant Chemotherapy Is Associated with Altered Immune Cell Infiltration and an Anti-Tumorigenic Microenvironment in Resected Pancreatic Cancer. Clin Cancer Res 2022; 28:5167-5179. [PMID: 36129461 PMCID: PMC9999119 DOI: 10.1158/1078-0432.ccr-22-1125] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Revised: 07/01/2022] [Accepted: 09/16/2022] [Indexed: 01/28/2023]
Abstract
PURPOSE Neoadjuvant chemotherapy is increasingly administered to patients with resectable or borderline resectable pancreatic ductal adenocarcinoma (PDAC), yet its impact on the tumor immune microenvironment is incompletely understood. EXPERIMENTAL DESIGN We employed quantitative, spatially resolved multiplex immunofluorescence and digital image analysis to identify T-cell subpopulations, macrophage polarization states, and myeloid cell subpopulations in a multi-institution cohort of up-front resected primary tumors (n = 299) and in a comparative set of resected tumors after FOLFIRINOX-based neoadjuvant therapy (n = 36) or up-front surgery (n = 30). Multivariable-adjusted Cox proportional hazards models were used to evaluate associations between the immune microenvironment and patient outcomes. RESULTS In the multi-institutional resection cohort, immune cells exhibited substantial heterogeneity across patient tumors and were located predominantly in stromal regions. Unsupervised clustering using immune cell densities identified four main patterns of immune cell infiltration. One pattern, seen in 20% of tumors and characterized by abundant T cells (T cell-rich) and a paucity of immunosuppressive granulocytes and macrophages, was associated with improved patient survival. Neoadjuvant chemotherapy was associated with a higher CD8:CD4 ratio, greater M1:M2-polarized macrophage ratio, and reduced CD15+ARG1+ immunosuppressive granulocyte density. Within neoadjuvant-treated tumors, 72% showed a T cell-rich pattern with low immunosuppressive granulocytes and macrophages. M1-polarized macrophages were located closer to tumor cells after neoadjuvant chemotherapy, and colocalization of M1-polarized macrophages and tumor cells was associated with greater tumor pathologic response and improved patient survival. CONCLUSIONS Neoadjuvant chemotherapy with FOLFIRINOX shifts the PDAC immune microenvironment toward an anti-tumorigenic state associated with improved patient survival.
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Affiliation(s)
- Andressa Dias Costa
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Sara A. Väyrynen
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Akhil Chawla
- Department of Surgery, Northwestern Medicine Regional Medical Group, Northwestern University Feinberg School of Medicine, Chicago, IL
- Robert H. Lurie Comprehensive Cancer Center, Chicago, IL
| | - Jinming Zhang
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Juha P. Väyrynen
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
- Program in MPE Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
- Cancer and Translational Medicine Research Unit, Medical Research Center Oulu, Oulu University Hospital, and University of Oulu, Oulu, Finland
| | - Mai Chan Lau
- Program in MPE Molecular Pathological Epidemiology, Department of Pathology, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - Hannah L. Williams
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Chen Yuan
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Vicente Morales-Oyarvide
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Dalia Elganainy
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Harshabad Singh
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - James M. Cleary
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Kimberly Perez
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Kimmie Ng
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - William Freed-Pastor
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Joseph D. Mancias
- Department of Radiation Oncology, Dana-Farber Cancer Institute and Brigham and Women’s Hospital, Boston, MA
| | - Stephanie K. Dougan
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Jiping Wang
- Department of Surgery, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - Douglas A. Rubinson
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Richard F. Dunne
- Division of Hematology and Oncology, Department of Medicine, Wilmot Cancer Institute, University of Rochester Medical Center, Rochester, NY
| | - Margaret M. Kozak
- Department of Radiation Oncology, Stanford Cancer Institute, Stanford, CA
| | - Lauren Brais
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Emma Reilly
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Thomas Clancy
- Department of Surgery, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
| | - David C. Linehan
- Department of General Surgery, University of Rochester Medical Center, Rochester, NY
| | - Daniel T. Chang
- Department of Radiation Oncology, Stanford Cancer Institute, Stanford, CA
| | - Aram F. Hezel
- Department of Cell, Developmental & Cancer Biology, Oregon Health and Science University, Portland, OR
| | - Albert C. Koong
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Andrew Aguirre
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
- Broad Institute of MIT and Harvard, Cambridge, MA
| | - Brian M. Wolpin
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA
| | - Jonathan A. Nowak
- Department of Pathology, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA
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Hwang WL, Su J, Guo JA, Shiau C, Barth JL, Hoffman HI, Divakar P, Reeves JW, Miller E, Cervantes-Jaramillo G, Freed-Pastor W, Funes V, Wo JY, Hong TS, Castillo CFD, Zheng L, Aguirre AJ, Ting DT, Mino-Kenudson M, Jacks T. Abstract C052: Identifying mediators of perineural invasion in pancreatic cancer using spatial transcriptomics. Cancer Res 2022. [DOI: 10.1158/1538-7445.panca22-c052] [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: 11/17/2022]
Abstract
Abstract
Intratumoral nerves play important and versatile roles in cancer initiation, progression, recurrence, treatment-resistance, metastasis, morbidity, and mortality for many malignancies but the diverse molecular mechanisms underlying tumor-nerve crosstalk remain largely unknown. One of the differentiating hallmarks of pancreatic ductal adenocarcinoma (PDAC) is an exceptionally high frequency of perineural invasion (PNI), a histopathologic manifestation of tumor-nerve crosstalk whereby cancer cells recruit, migrate towards, and envelop or invade peripheral nerves. Evidence for some neurochemicals/neurotrophins involved in PNI have been uncovered, but most of the underlying work was limited by a lack of cell-type specificity, spatial context, and fragmented focus on individual pathways. To address these shortcomings, we set out to comprehensively identify cell-type specific genes spatially linked to PNI in patient tumors and then dissect the functional roles of these genes through live imaging of dorsal root ganglia (DRG) sensory neurons incubated in conditioned media from cancer cell organoids overexpressing candidate genes via CRISPR activation (CRISPRa). First, we performed whole transcriptome digital spatial profiling (NanoString GeoMx) on twelve custom tissue microarrays (n=288 cores) derived from intratumorally-matched malignant regions with and without PNI in primary resected PDAC specimens (n=31 patients). Differential gene expression (DE) analysis (FDR < 0.001) for PNI demonstrated that for malignant cells there were 271 enriched and 65 depleted genes, and for fibroblasts there were 16 enriched and 27 depleted genes. We further evaluated associations between PNI and expression of malignant subtypes previously identified from single-nucleus RNA-seq applied to 43 primary resected PDAC specimens. We found that malignant cells engaged in PNI were enriched in the mesenchymal, basaloid and neural-like progenitor (NRP) subtypes and depleted in the classical subtype. To test these associations functionally, we generated isogenic murine organoid lines (KrasG12D/+;Trp53FL/FL;R26-dCas9-VPR) overexpressing subtype-driving transcription factors and collected conditioned media. DRG sensory neurons demonstrate enhanced and suppressed growth kinetics when grown in NRP and classical conditioned media, respectively; mesenchymal and basal-like conditioned media do not appear to influence growth kinetics. These results suggest that while mesenchymal, basaloid, and NRP cells likely all play a role in cancer cell invasion of nerves, NRP cells may have an additional role in tumor-nerve tropism. Additional experiments exploring the functional effects of the top enriched and depleted genes from the DE analysis are ongoing. We anticipate that this study will provide a high-resolution understanding of critical intercellular interactions in the PDAC tumor microenvironment that facilitate PNI and tumor-nerve crosstalk more broadly to guide novel therapeutic strategies.
Citation Format: William L. Hwang, Jennifer Su, Jimmy A. Guo, Carina Shiau, Jaimie L. Barth, Hannah I. Hoffman, Prajan Divakar, Jason W. Reeves, Eric Miller, Grissel Cervantes-Jaramillo, William Freed-Pastor, Vanessa Funes, Jennifer Y. Wo, Theodore S. Hong, Carlos Fernandez-del Castillo, Lei Zheng, Andrew J. Aguirre, David T. Ting, Mari Mino-Kenudson, Tyler Jacks. Identifying mediators of perineural invasion in pancreatic cancer using spatial transcriptomics [abstract]. In: Proceedings of the AACR Special Conference on Pancreatic Cancer; 2022 Sep 13-16; Boston, MA. Philadelphia (PA): AACR; Cancer Res 2022;82(22 Suppl):Abstract nr C052.
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Affiliation(s)
| | - Jennifer Su
- 2Massachusetts Institute of Technology, Cambridge, MA,
| | | | | | | | | | | | | | | | | | | | | | | | | | | | - Lei Zheng
- 6Johns Hopkins University, Baltimore, MD,
| | | | | | | | - Tyler Jacks
- 2Massachusetts Institute of Technology, Cambridge, MA,
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Freed-Pastor W, Lambert L, Ely Z, Pattada N, Bhutkar A, Jaeger A, Eng G, Mercer K, Hwang W, Jacks T. Abstract PO-063: Functional interrogation of immune escape in neoantigen-expressing pancreatic cancer identifies a critical role for the CD155/TIGIT axis. Cancer Res 2021. [DOI: 10.1158/1538-7445.panca21-po-063] [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
The CD155/TIGIT axis can be co-opted during immune evasion in chronic viral infections and cancer. While insights regarding mechanisms of immune escape have fueled tremendous clinical successes in a broad range of tumor types, microsatellite-stable pancreatic adenocarcinoma (PDAC), which represents greater than 98% of patients, is largely refractory to available immune checkpoint blockade. The recent recognition that a subset of pancreas cancer harbors potential neoantigens has intensified interest in defining the molecular and cellular mechanisms of immune evasion in PDAC to guide effective therapeutic strategies that leverage the adaptive immune system in this disease. However, difficulty in precisely defining the tumor-reactive T cell compartment has hampered prior efforts to delineate the full spectrum of mechanisms by which PDAC evades immune eradication. We recently developed multiple organoid-based and autochthonous preclinical models to delineate the molecular and cellular mechanisms of immune evasion in this subset of patients. Specifically, we utilized a high affinity MHC class I-restricted antigen (OVA257–264) or recently described missense-derived MHC class I-restricted neoantigens (mutations in the laminin 4 alpha subunit or in alpha-1,3-glucosyltransferase). While a subset of animals either successfully clear these tumors, or are arrested in a state of immune-mediated tumor dormancy, all three neoantigen models lead to a significant subset of tumors that acquire the ability to evade immune clearance. In these preclinical models, we demonstrate that intratumoral neoantigen-specific CD8+ T cells adopt multiple states of dysfunction, typified by T cell exhaustion (best marked by TIGIT+PD1+ co-positivity). Global profiling of the tumor-immune microenvironment in neoantigen-expressing murine PDAC compared to non-neoantigen-expressing PDAC identified an expected increase in CD8+ T cells, and specifically in neoantigen-specific CD8+ T cells, but also identified additional changes within the broader leukocyte contexture. Using flow cytometric and single-cell transcriptomic analyses, we demonstrate that human PDAC TILs express similar dysfunctional programs and are enriched in TIGIT+PD1+ TILs. Furthermore, we show that CD155, the high affinity TIGIT ligand, is highly expressed on the surface of murine and human PDAC tumor cells. Using genetic (CRISPR-activation) and/or pharmacologic modulation, we functionally interrogate the CD155/TIGIT axis and demonstrate that increased signaling through CD155 and/or TIGIT is sufficient to promote immune evasion in neoantigen-expressing PDAC. Lastly, we identified a combination immunotherapy (TIGIT/PD-1 co-blockade plus CD40 agonism) that elicits profound anti-tumor responses in these preclinical models. Using a suite of high-resolution analyses, we are dissecting the mechanisms of effectiveness and resistance to this combination immunotherapy, which is set to enter clinical trials in pancreatic cancer later this year.
Citation Format: William Freed-Pastor, Laurens Lambert, Zackery Ely, Nimisha Pattada, Arjun Bhutkar, Alex Jaeger, George Eng, Kim Mercer, William Hwang, Tyler Jacks. Functional interrogation of immune escape in neoantigen-expressing pancreatic cancer identifies a critical role for the CD155/TIGIT axis [abstract]. In: Proceedings of the AACR Virtual Special Conference on Pancreatic Cancer; 2021 Sep 29-30. Philadelphia (PA): AACR; Cancer Res 2021;81(22 Suppl):Abstract nr PO-063.
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Hwang WL, Jagadeesh KA, Ashenberg O, Drokhlyansky E, Eng G, Wittenberghe NV, Freed-Pastor W, Rodriguez C, Dionne D, Waldman J, Cuoco M, Tsankov A, Lambden C, Porter C, Schenkel J, Lambert L, Ciprani D, Aguirre AJ, Mino-Kenudson M, Hong TS, Rozenblatt-Rosen O, Castillo CFD, Liss AS, Regev A, Jacks TE. Abstract A22: Molecular subtypes and resistance programs in pancreatic ductal adenocarcinoma elucidated with single-nucleus RNA-seq. Cancer Res 2019. [DOI: 10.1158/1538-7445.panca19-a22] [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
Objective: Pancreatic ductal adenocarcinoma (PDAC) remains a treatment-refractory disease as existing molecular subtypes are insufficient and do not currently inform clinical decisions. Rare cell types, including those responsible for resistance, are difficult to detect with bulk transcriptomic profiling. Indeed, several previously identified transcriptomic subtypes of PDAC are unintentionally driven by “contaminating” stromal components. Single-cell transcriptomics provides an unprecedented degree of resolution into the properties of individual cells. However, RNA extraction from RNase- and stroma-rich pancreatic tissue is difficult and prior single-cell efforts have been limited by suboptimal dissociation/RNA quality. We developed a robust single-nucleus RNA-seq (sNuc-seq) technique compatible with frozen archival PDAC specimens and computational techniques to identify the transcriptomic programs driving tumor subtypes and therapeutic resistance.
Methods: Patients with localized PDAC undergoing surgical resection with or without neoadjuvant chemoradiotherapy were consented for this IRB-approved study. Specimens were screened for RNA Integrity Number >6. Single nuclei suspensions were extracted from flash-frozen primary PDAC specimens and organoids. Approximately 8,000 nuclei were loaded on the 10x Genomics Chromium platform per sample to generate and sequence 3’ gene expression libraries (Illumina HiSeq 2500, 125 bp paired-end reads). sNuc-seq derived reads were processed using the 10X CellRanger v3.0.2 pipeline. Unsupervised clustering was utilized to identify different cell populations and known marker genes from literature were used to label cell types.
Results: Both treatment-naïve (n=12) and treatment-resistant (n=11) specimens yielded high-quality sNuc-seq data (>1,000 nuclei per sample, >1,000 median genes per nucleus). In each tumor, distinct clusters with gene expression profiles consistent with ductal, fibroblast, endothelial, endocrine, lymphocyte, and myeloid cell populations were identified. Malignant cells were confirmed by inferred copy number variation analysis (InferCNV v3.9) and segregated into several distinct clusters for each individual patient highlighting intratumoral heterogeneity. While some malignant clusters corresponded to previously identified basal-squamous and classical-progenitor bulk subtypes, others featured expression profiles distinct from known subtypes, including cells with upregulation of hypoxia-associated or cytoskeletal genes.
Conclusions: Applying sNuc-seq to treatment-naïve and pretreated PDAC specimens, we uncovered significant intratumoral heterogeneity in the malignant and stromal compartments and identified malignant cells featuring transcriptomic programs that do not fit previously identified bulk subtypes. Characterization of therapeutic resistance programs, spatial relationships among cell types, and association with clinical outcomes is ongoing.
Citation Format: William L. Hwang, Karthik A. Jagadeesh, Orr Ashenberg, Eugene Drokhlyansky, George Eng, Nicholas Van Wittenberghe, William Freed-Pastor, Clifton Rodriguez, Danielle Dionne, Julia Waldman, Michael Cuoco, Alexander Tsankov, Connor Lambden, Caroline Porter, Jason Schenkel, Laurens Lambert, Debora Ciprani, Andrew J. Aguirre, Mari Mino-Kenudson, Theodore S. Hong, Orit Rozenblatt-Rosen, Carlos Fernandez-del Castillo, Andrew S. Liss, Aviv Regev, Tyler E. Jacks. Molecular subtypes and resistance programs in pancreatic ductal adenocarcinoma elucidated with single-nucleus RNA-seq [abstract]. In: Proceedings of the AACR Special Conference on Pancreatic Cancer: Advances in Science and Clinical Care; 2019 Sept 6-9; Boston, MA. Philadelphia (PA): AACR; Cancer Res 2019;79(24 Suppl):Abstract nr A22.
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Abstract
It is well established that mutant forms of the p53 tumour suppressor acquire pro-oncogenic activities. Inhibition of the mevalonate pathway is now shown to promote degradation of select oncogenic mutant p53 proteins, indicating that destabilization of mutant p53 could be a promising therapeutic strategy.
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Affiliation(s)
- William Freed-Pastor
- Dana Farber Cancer Institute, 450 Brookline Ave, Boston, Massachusetts 12215, USA
| | - Carol Prives
- Department of Biological Sciences, Columbia University, New York, New York 10027, USA
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