1
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Bahcall M, Paweletz CP, Kuang Y, Taus LJ, Sim T, Kim ND, Dholakia KH, Lau CJ, Gokhale PC, Chopade PR, Hong F, Wei Z, Köhler J, Kirschmeier PT, Guo J, Guo S, Wang S, Janne PA. Combination of type I and type II MET tyrosine kinase inhibitors as therapeutic approach to prevent resistance. Mol Cancer Ther 2021; 21:322-335. [PMID: 34789563 DOI: 10.1158/1535-7163.mct-21-0344] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 10/13/2021] [Accepted: 11/08/2021] [Indexed: 11/16/2022]
Abstract
MET targeted therapies are clinically effective in MET amplified and MET exon 14 deletion mutant (METex14) non-small cell lung cancers (NSCLC) but their efficacy is limited by the development of drug resistance. Structurally distinct MET tyrosine kinase inhibitors (TKIs) (type I/II) have been developed or are under clinical evaluation, which may overcome MET mediated drug resistance mechanisms. In this study, we assess secondary MET mutations likely to emerge in response to treatment with single-agent or combinations of type I/type II MET TKIs using TPR-MET transformed Ba/F3 cell mutagenesis assays. We found that these inhibitors gave rise to distinct secondary MET mutant profiles. However, a combination of type I/II TKI inhibitors (capmatinib and merestinib) yielded no resistant clones in vitro. The combination of capmatinib/merestinib was evaluated in vivo and led to a significant reduction in tumor outgrowth compared to either MET inhibitor alone. Our findings demonstrate in vitro and in vivo that a simultaneous treatment with a type I and type II MET TKI may be a clinically viable approach to delay and/or diminish the emergence of on target MET mediated drug resistance mutations.
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Affiliation(s)
- Magda Bahcall
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute
| | - Cloud P Paweletz
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute and Harvard Medical School
| | - Yanan Kuang
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute
| | - Luke J Taus
- Medical Oncology, Dana-Farber Cancer Institute
| | - Taebo Sim
- Severance Biomedical Science Institute, Yonsei University College of Medicine
| | - Nam Doo Kim
- Daegu-Gyeongbuk Medical Innovation Foundation
| | | | - Christie J Lau
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute
| | | | - Pratik R Chopade
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute
| | | | - Zihan Wei
- Biostatistics, Dana-Farber Cancer Institute
| | - Jens Köhler
- Department of Medical Oncology, Dana-Farber Cancer Institute
| | | | | | - Sujuan Guo
- Fralin Biomedical Research Institute, Virginia Tech
| | - Stephen Wang
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute and Harvard Medical School
| | - Pasi A Janne
- Lowe Center for Thoracic Oncology, Department of Medical Oncology, Dana-Farber Cancer Institute
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2
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Haikala HM, Lopez T, Köhler J, Eser PO, Xu M, Zeng Q, Teceno TJ, Ngo K, Zhao Y, Ivanova EV, Bertram AA, Leeper BA, Chambers ES, Adeni AE, Taus LJ, Kuraguchi M, Kirschmeier PT, Yu C, Shiose Y, Kamai Y, Qiu Y, Paweletz CP, Gokhale PC, Janne PA. EGFR inhibition enhances the cellular uptake and antitumor-activity of the HER3 antibody drug conjugate HER3-DXd. Cancer Res 2021; 82:130-141. [PMID: 34548332 DOI: 10.1158/0008-5472.can-21-2426] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Revised: 08/23/2021] [Accepted: 09/16/2021] [Indexed: 11/16/2022]
Abstract
Epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (TKI) are the standard-of-care treatment for EGFR-mutant non-small cell lung cancers (NSCLC). However, most patients develop acquired drug resistance to EGFR TKIs. HER3 is a unique pseudokinase member of the ERBB family that functions by dimerizing with other ERBB family members (EGFR and HER2) and is frequently overexpressed in EGFR-mutant NSCLC. Although EGFR TKI resistance mechanisms do not lead to alterations in HER3, we hypothesized that targeting HER3 might improve efficacy of EGFR TKI. HER3-DXd is an antibody-drug conjugate (ADC) comprised of HER3-targeting antibody linked to a topoisomerase I inhibitor currently in clinical development. In this study, we evaluated the efficacy of HER3-DXd across a series of EGFR inhibitor-resistant, patient-derived xenografts and observed it to be broadly effective in HER3-expressing cancers. We further developed a preclinical strategy to enhance the efficacy of HER3-DXd through osimertinib pre-treatment, which increased membrane expression of HER3 and led to enhanced internalization and efficacy of HER3-DXd. The combination of osimertinib and HER3-DXd may be an effective treatment approach and should be evaluated in future clinical trials in EGFR-mutant NSCLC patients.
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Affiliation(s)
- Heidi M Haikala
- Lowe Center for Thoracic Oncology, Department of Medical Oncology, Dana-Farber Cancer Institute
| | - Timothy Lopez
- Lowe Center for Thoracic Oncology, Department of Medical Oncology, Dana-Farber Cancer Institute
| | - Jens Köhler
- Department of Medical Oncology, Dana-Farber Cancer Institute
| | - Pinar O Eser
- Lowe Center for Thoracic Oncology, Department of Medical Oncology, Dana-Farber Cancer Institute
| | - Man Xu
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute
| | - Qing Zeng
- Department of Medical Oncology, Dana-Farber Cancer Institute
| | - Tyler J Teceno
- Robert and Renee Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute
| | - Kenneth Ngo
- Robert and Renee Belfer Center for Applied Cancer Science,, Dana-Farber Cancer Institute
| | - Yutong Zhao
- Department of Medical Oncology, Dana-Farber Cancer Institute
| | - Elena V Ivanova
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute
| | | | | | | | | | - Luke J Taus
- Medical Oncology, Dana-Farber Cancer Institute
| | - Mari Kuraguchi
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute
| | | | | | | | - Yasuki Kamai
- Oncology Research Laboratories I, Daiichi Sankyo Co., Ltd
| | - Yang Qiu
- Translational Science, Daiichi Sankyo (United States)
| | - Cloud P Paweletz
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute and Harvard Medical School
| | | | - Pasi A Janne
- Lowe Center for Thoracic Oncology, Department of Medical Oncology, Dana-Farber Cancer Institute
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3
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Mahadevan NR, Knelson EH, Wolff JO, Vajdi A, Saigí M, Campisi M, Hong D, Thai TC, Piel B, Han S, Reinhold BB, Duke-Cohan JS, Poitras MJ, Taus LJ, Lizotte PH, Portell A, Quadros V, Santucci AD, Murayama T, Cañadas I, Kitajima S, Akitsu A, Fridrikh M, Watanabe H, Reardon B, Gokhale PC, Paweletz CP, Awad MM, Van Allen EM, Lako A, Wang XT, Chen B, Hong F, Sholl LM, Tolstorukov MY, Pfaff K, Jänne PA, Gjini E, Edwards R, Rodig S, Reinherz EL, Oser MG, Barbie DA. Intrinsic Immunogenicity of Small Cell Lung Carcinoma Revealed by Its Cellular Plasticity. Cancer Discov 2021; 11:1952-1969. [PMID: 33707236 PMCID: PMC8338750 DOI: 10.1158/2159-8290.cd-20-0913] [Citation(s) in RCA: 71] [Impact Index Per Article: 23.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2020] [Revised: 01/06/2021] [Accepted: 03/05/2021] [Indexed: 12/26/2022]
Abstract
Small cell lung carcinoma (SCLC) is highly mutated, yet durable response to immune checkpoint blockade (ICB) is rare. SCLC also exhibits cellular plasticity, which could influence its immunobiology. Here we discover that a distinct subset of SCLC uniquely upregulates MHC I, enriching for durable ICB benefit. In vitro modeling confirms epigenetic recovery of MHC I in SCLC following loss of neuroendocrine differentiation, which tracks with derepression of STING. Transient EZH2 inhibition expands these nonneuroendocrine cells, which display intrinsic innate immune signaling and basally restored antigen presentation. Consistent with these findings, murine nonneuroendocrine SCLC tumors are rejected in a syngeneic model, with clonal expansion of immunodominant effector CD8 T cells. Therapeutically, EZH2 inhibition followed by STING agonism enhances T-cell recognition and rejection of SCLC in mice. Together, these data identify MHC I as a novel biomarker of SCLC immune responsiveness and suggest novel immunotherapeutic approaches to co-opt SCLC's intrinsic immunogenicity. SIGNIFICANCE: SCLC is poorly immunogenic, displaying modest ICB responsiveness with rare durable activity. In profiling its plasticity, we uncover intrinsically immunogenic MHC Ihi subpopulations of nonneuroendocrine SCLC associated with durable ICB benefit. We also find that combined EZH2 inhibition and STING agonism uncovers this cell state, priming cells for immune rejection.This article is highlighted in the In This Issue feature, p. 1861.
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Affiliation(s)
- Navin R Mahadevan
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Erik H Knelson
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Jacquelyn O Wolff
- Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Amir Vajdi
- Department of Informatics and Analytics, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Maria Saigí
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Marco Campisi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Mechanical and Aerospace Engineering, Politecnico di Torino, Turin, Italy
| | - Deli Hong
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Tran C Thai
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Brandon Piel
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Saemi Han
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Bruce B Reinhold
- Laboratory of Immunobiology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute and Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Jonathan S Duke-Cohan
- Laboratory of Immunobiology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute and Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Michael J Poitras
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts
- Experimental Therapeutics Core, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Luke J Taus
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Patrick H Lizotte
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Andrew Portell
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Victor Quadros
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Alison D Santucci
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Takahiko Murayama
- Blood Cell Development and Function Program, Fox Chase Cancer Center, Philadelphia, Pennsylvania
| | - Israel Cañadas
- Blood Cell Development and Function Program, Fox Chase Cancer Center, Philadelphia, Pennsylvania
| | - Shunsuke Kitajima
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Cell Biology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Aoi Akitsu
- Laboratory of Immunobiology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute and Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Maya Fridrikh
- Department of Medicine, Division of Pulmonary, Critical Care and Sleep Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Hideo Watanabe
- Department of Medicine, Division of Pulmonary, Critical Care and Sleep Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Brendan Reardon
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Prafulla C Gokhale
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts
- Experimental Therapeutics Core, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Cloud P Paweletz
- Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Mark M Awad
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Eliezer M Van Allen
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Ana Lako
- Translational Pathology, Bristol Myers Squibb, Trenton, New Jersey
| | - Xi-Tao Wang
- Translational Pathology, Bristol Myers Squibb, Trenton, New Jersey
| | - Benjamin Chen
- Translational Pathology, Bristol Myers Squibb, Trenton, New Jersey
| | - Fangxin Hong
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Lynette M Sholl
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Michael Y Tolstorukov
- Department of Informatics and Analytics, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Kathleen Pfaff
- Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Pasi A Jänne
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Evisa Gjini
- Translational Pathology, Bristol Myers Squibb, Trenton, New Jersey
| | - Robin Edwards
- Translational Pathology, Bristol Myers Squibb, Trenton, New Jersey
| | - Scott Rodig
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
- Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Ellis L Reinherz
- Laboratory of Immunobiology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute and Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Matthew G Oser
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.
| | - David A Barbie
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.
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4
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Sehgal K, Portell A, Ivanova EV, Lizotte PH, Mahadevan NR, Greene JR, Vajdi A, Gurjao C, Teceno T, Taus LJ, Thai TC, Kitajima S, Liu D, Tani T, Noureddine M, Lau CJ, Kirschmeier PT, Liu D, Giannakis M, Jenkins RW, Gokhale PC, Goldoni S, Pinzon-Ortiz M, Hastings WD, Hammerman PS, Miret JJ, Paweletz CP, Barbie DA. Dynamic single-cell RNA sequencing identifies immunotherapy persister cells following PD-1 blockade. J Clin Invest 2021; 131:135038. [PMID: 33151910 PMCID: PMC7810472 DOI: 10.1172/jci135038] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2019] [Accepted: 11/03/2020] [Indexed: 01/31/2023] Open
Abstract
Resistance to oncogene-targeted therapies involves discrete drug-tolerant persister cells, originally discovered through in vitro assays. Whether a similar phenomenon limits efficacy of programmed cell death 1 (PD-1) blockade is poorly understood. Here, we performed dynamic single-cell RNA-Seq of murine organotypic tumor spheroids undergoing PD-1 blockade, identifying a discrete subpopulation of immunotherapy persister cells (IPCs) that resisted CD8+ T cell-mediated killing. These cells expressed Snai1 and stem cell antigen 1 (Sca-1) and exhibited hybrid epithelial-mesenchymal features characteristic of a stem cell-like state. IPCs were expanded by IL-6 but were vulnerable to TNF-α-induced cytotoxicity, relying on baculoviral IAP repeat-containing protein 2 (Birc2) and Birc3 as survival factors. Combining PD-1 blockade with Birc2/3 antagonism in mice reduced IPCs and enhanced tumor cell killing in vivo, resulting in durable responsiveness that matched TNF cytotoxicity thresholds in vitro. Together, these data demonstrate the power of high-resolution functional ex vivo profiling to uncover fundamental mechanisms of immune escape from durable anti-PD-1 responses, while identifying IPCs as a cancer cell subpopulation targetable by specific therapeutic combinations.
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Affiliation(s)
- Kartik Sehgal
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Division of Medical Oncology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
| | - Andrew Portell
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Elena V. Ivanova
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Patrick H. Lizotte
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Navin R. Mahadevan
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Department of Pathology, Brigham and Women’s Hospital, Boston, Massachusetts, USA
| | | | - Amir Vajdi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Carino Gurjao
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Tyler Teceno
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Luke J. Taus
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Tran C. Thai
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Shunsuke Kitajima
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Department of Cell Biology, Cancer Institute, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Derek Liu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Harvard-MIT Health Sciences and Technology, Harvard Medical School, Boston, Massachusetts, USA
| | - Tetsuo Tani
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Moataz Noureddine
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Christie J. Lau
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Paul T. Kirschmeier
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - David Liu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Marios Giannakis
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Russell W. Jenkins
- Department of Medicine, Massachusetts General Hospital Cancer Center, Boston, Massachusetts, USA
| | - Prafulla C. Gokhale
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Silvia Goldoni
- Novartis Institute for Biomedical Research, Cambridge, Massachusetts, USA
| | - Maria Pinzon-Ortiz
- Novartis Institute for Biomedical Research, Cambridge, Massachusetts, USA
| | | | - Peter S. Hammerman
- Novartis Institute for Biomedical Research, Cambridge, Massachusetts, USA
| | - Juan J. Miret
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Cloud P. Paweletz
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - David A. Barbie
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
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5
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Portell AJ, Greene J, Taus LJ, Lizotte P, Ivanova E, Menezes KO, Aref AR, Kirschmeier P, Jenkins RW, Barbie D, Paweletz CP. Abstract 1483: Ex vivo single cell RNA-sequencing of tumor derived organotypic spheroids identifies a unique mesenchymal resistance program to PD-1 blockade. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-1483] [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
Introduction: Immune checkpoint blockade, including αPD-1 and αPD-L1 form the backbone of personalized medicine for lung cancer and other malignancies. Yet the underlying mechanisms of resistance to therapy are not fully characterized partly because functional models to perform mechanistic studies are lacking. Here we report on single cell RNA sequencing from murine (or patient) derived organotypic tumor spheroids (DOTS-seq) that enables analysis of tumor and immune cell intrinsic changes that occur during αPD-1 treatment ex vivo.
Methods: Murine-derived organotypic spheroids from syngeneic MC38 tumors were grown and treated with αPD-1 and isotype matched IgG in a microfluidic device as previously described1. At day 6, libraries were prepared from individual viable cells using the 10X Genomics platform and sequenced at DFCI. Sequencing data was processed using the Seurat package and corrected for UMI, ribosomal, mitochondrial and cell cycle transcripts. Dimensionality reduction, clustering, and identification of differentially expressed genes were performed on log normalized data. Gene set enrichment analysis was performed using the SetRank package.
Results: Transcripts were obtained for 2,543 IgG treated and 2,626 αPD-1 treated cells that were resistant to ex vivo killing. 60% of αPD-1 treated cells fell into 2 unique clusters which each had downregulated genes associated with apoptosis and interferon-γ response, such as Dap, Cxcl10 and B2m. Within these two, one cluster contained highly upregulated genes known to be E2F targets or important for G2M transition while the other did not. Interestingly, the quiescent subpopulation exhibited a unique epithelial to mesenchymal transition-like state characterized by expression of Snai1, Mmp2, Mmp14, and Vegfa. This subpopulation also upregulated transcripts of immuno-modulatory cytokines from the IL6 family, including Il11, Lif, and Osm. IL-6 extracellular levels are also elevated in treated cultures, suggesting a mesenchymal-like cell subpopulation responsible for this cytokine modulation of the tumor microenvironment.
Conclusion: Here we show that profiling the interplay between tumor and immune cells at the single cell level is possible ex vivo. We identify a previously uncharacterized subpopulation of EMT-like cells that regulate the tumor microenvironment and promote resistance to αPD-1 in MC38 tumors.
Reference: 1. Jenkins RW, et al. Cancer Discov DOI:10.1158/2159-8290
Citation Format: Andrew J. Portell, Jonathan Greene, Luke J. Taus, Patrick Lizotte, Elena Ivanova, Kalil O. Menezes, Amir R. Aref, Paul Kirschmeier, Russell W. Jenkins, David Barbie, Cloud P. Paweletz. Ex vivo single cell RNA-sequencing of tumor derived organotypic spheroids identifies a unique mesenchymal resistance program to PD-1 blockade [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 1483.
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6
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Lizotte PH, Hong RL, Luster TA, Cavanaugh ME, Taus LJ, Wang S, Dhaneshwar A, Mayman N, Yang A, Kulkarni M, Badalucco L, Fitzpatrick E, Kao HF, Kuraguchi M, Bittinger M, Kirschmeier PT, Gray NS, Barbie DA, Jänne PA. A High-Throughput Immune-Oncology Screen Identifies EGFR Inhibitors as Potent Enhancers of Antigen-Specific Cytotoxic T-lymphocyte Tumor Cell Killing. Cancer Immunol Res 2018; 6:1511-1523. [PMID: 30242021 PMCID: PMC6601346 DOI: 10.1158/2326-6066.cir-18-0193] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [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: 03/29/2018] [Revised: 07/18/2018] [Accepted: 09/14/2018] [Indexed: 01/05/2023]
Abstract
We developed a screening assay in which luciferized ID8 expressing OVA was cocultured with transgenic CD8+ T cells specifically recognizing the model antigen in an H-2b-restricted manner. The assay was screened with a small-molecule library to identify compounds that inhibit or enhance T cell-mediated killing of tumor cells. Erlotinib, an EGFR inhibitor, was the top compound that enhanced T-cell killing of tumor cells. Subsequent experiments with erlotinib and additional EGFR inhibitors validated the screen results. EGFR inhibitors increased both basal and IFNγ-induced MHC class-I presentation, which enhanced recognition and lysis of tumor cell targets by CD8+ cytotoxic T lymphocytes. The ID8 cell line was also transduced to constitutively express Cas9, and a pooled CRISPR screen, utilizing the same target tumor cell/T-cell assay, identified single-guide (sg)RNAs targeting EGFR that sensitized tumor cells to T cell-mediated killing. Combination of PD-1 blockade with EGFR inhibition showed significant synergistic efficacy in a syngeneic model, further validating EGFR inhibitors as immunomodulatory agents that enhance checkpoint blockade. This assay can be screened in high-throughput with small-molecule libraries and genome-wide CRISPR/Cas9 libraries to identify both compounds and target genes, respectively, that enhance or inhibit T-cell recognition and killing of tumor cells. Retrospective analyses of squamous-cell head and neck cancer (SCCHN) patients treated with the combination of afatinib and pembrolizumab demonstrated a rate of clinical activity exceeding that of each single agent. Prospective clinical trials evaluating the combination of an EGFR inhibitor and PD-1 blockade should be conducted.
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Affiliation(s)
- Patrick H Lizotte
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Ruey-Long Hong
- Department of Oncology, National Taiwan University Hospital, Zhongzheng District, Taipei City, Taiwan
| | - Troy A Luster
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Megan E Cavanaugh
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Luke J Taus
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Stephen Wang
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Abha Dhaneshwar
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Naomi Mayman
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Aaron Yang
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Meghana Kulkarni
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Lauren Badalucco
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Erica Fitzpatrick
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Hsiang-Fong Kao
- Department of Oncology, National Taiwan University Hospital, Zhongzheng District, Taipei City, Taiwan
| | - Mari Kuraguchi
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Mark Bittinger
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Paul T Kirschmeier
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Nathanael S Gray
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, Massachusetts
| | - David A Barbie
- Belfer Center for Applied Cancer Science, Boston, Massachusetts
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Pasi A Jänne
- Belfer Center for Applied Cancer Science, Boston, Massachusetts.
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
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Kuraguchi M, Taus LJ, Zhou S, Avogadri-Connors F, Cutler RE, Lalani AS, Kirschmeier P, Jänne PA. Abstract 4806: Exploring optimal targeted combination therapies with neratinib for HER2 mutated NSCLC. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-4806] [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
Genetic alterations which constitutively activate human epidermal growth factor receptor 2 (HER2; ERBB2) without overexpression have been observed in patients with non-small cell lung cancer (NSCLC) yet currently there are no effective targeted therapies for such patients. Neratinib is an orally available, quinazoline-based, irreversible pan-HER tyrosine kinase inhibitor. Prior clinical studies have demonstrated that neratinib alone or in combination with temsirolimus has low response rates in patients with HER2 mutated NSCLC. Since dual HER2-tageting is showing promising activity in breast cancer, we hypothesized that combination of neratinib with other HER2-targeted agents, such as trastuzumab and ado-trastuzumab emtansine (T-DM1), may provide better anti-tumor efficacy compared to neratinib alone. To address this, we have developed, under an IRB approved protocol, two NSCLC patient-derived xenograft (PDX) models bearing HER2 kinase domain mutations, DFCI-315 (ERBB2 P780_Y781insGSP) and DFCI-359 (ERBB2 755_757LREdelinsPR). These PDX lines were characterized by different tumor kinetics and doubling times of approximately 12 and 52 days, respectively. IHC analysis confirmed the expression, but not overexpression, of HER2 with H-scores of 70.0 and 54.2, respectively. Treatment with single agent neratinib (P.O. QD x 28 days, 40 mg/kg) was effective in both HER2 mutant lung models, leading to a significant tumor growth inhibition (TGI) with tumor stasis in DFCI-315 (p<0.0001) and tumor regression (TR) of >20% in DFCI-359 (p<0.05). DFCI-315 was insensitive to monotherapy with trastuzumab (I.P. 2x/week x 4 weeks, 20 mg/kg) but responded to monotherapy with T-DM1 (I.V. QWK x 4 weeks, 3 mg/kg) resulting in about 50% TGI (p<0.005). Both agents in combination with neratinib showed additional anti-tumor activity leading to TR in the DFCI-315 model (p<0.0001 vs vehicle), though difference from neratinib alone was not significant. In contrast, DFCI-359 model responded dramatically to neratinib plus trastuzumab combination starting from Day 5 of dosing, reaching TR of 62% by 3 weeks, compared to 25-30% TR by either of single agents (p<0.0001 vs vehicle, p<0.05 vs neratinib or trastuzumab). Tumor growth stasis following the combination treatment was durable for at least 10 days after the drug withdrawal, while the tumors regrew immediately after the drug withdrawal following neratinib treatment alone. Surprisingly, T-DM1 had no anti-tumor activity in this model and its combination with neratinib was indifferent from neratinib alone. Taken together, these data demonstrate neratinib has efficacy as single agent in preclinical models of HER2 mutant NSCLC and its anti-tumor activity was enhanced when combined with trastuzumab. Neratinib plus trastuzumab is a promising combination treatment for HER2 mutant lung cancer and is currently under clinical investigation (ClinicalTrials.gov NCT01953926).
Citation Format: Mari Kuraguchi, Luke J. Taus, Shan Zhou, Francesca Avogadri-Connors, Richard E. Cutler, Alshad S. Lalani, Paul Kirschmeier, Pasi A. Jänne. Exploring optimal targeted combination therapies with neratinib for HER2 mutated NSCLC [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 4806.
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Affiliation(s)
| | | | - Shan Zhou
- 1Dana-Farber Cancer Institute, Boston, MA
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Lizotte PH, Luster T, Cavanaugh ME, Taus LJ, Dhaneshwar A, Mayman N, Yang A, Bittinger M, Kirschmeier P, Gray NS, Barbie DA, Janne PA. Abstract 4935: High-throughput immune-oncology screen identifies EGFR inhibitors as potent enhancers of CTL antigen-specific tumor cell killing. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-4935] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [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
As immune checkpoint blocking antibodies increasing become foundational therapies for the treatment of cancer, there is a pressing need to identify compounds that synergize with checkpoint blockade as the basis of combinatorial treatment regimens. We have developed a screening assay in which a luciferized tumor cell line expressing a model antigen is co-cultured with a transgenic CD8+ T cell specifically recognizing the model antigen in a H-2b-restricted manner. The target tumor cell/T cell assay was screened with a small molecule library to identify compounds that inhibit or enhance T cell-mediated killing of tumor cells in an antigen-dependent manner. The EGFR inhibitor Erlotinib was the top hit that enhanced T cell killing of tumor cells. Subsequent experiments with Erlotinib and additional EGFR inhibitors validated the screen result. EGFR inhibitors increase both basal and IFN-γ-induced antigen processing and presentation of MHC class-I, which enhanced recognition and lysis by CD8+ cytotoxic T lymphocytes. The tumor cell line was also transduced to constitutively express Cas9, and a pooled CRISPR screen utilizing the same target tumor cell/T cell assay identified sgRNAs targeting EGFR as sensitizing tumor cells to T cell-mediated killing. Combination of PD-1 blockade with EGFR inhibition showed significant synergistic efficacy in the MC38 syngeneic colon cancer model that was superior to PD-1 blockade or EGFR inhibition alone, further validating EGFR inhibitors as immunomodulatory agents that enhance PD-1 checkpoint blockade. This novel target tumor cell/T cell assay can be screened in high-throughput with small molecule libraries and genome-wide CRISPR/Cas9 libraries to identify both compounds AND target genes, respectively, that enhance or inhibit T cell recognition and killing of tumor cells.
Citation Format: Patrick H. Lizotte, Troy Luster, Megan E. Cavanaugh, Luke J. Taus, Abha Dhaneshwar, Naomi Mayman, Aaron Yang, Mark Bittinger, Paul Kirschmeier, Nathanael S. Gray, David A. Barbie, Pasi A. Janne. High-throughput immune-oncology screen identifies EGFR inhibitors as potent enhancers of CTL antigen-specific tumor cell killing [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 4935.
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Taus LJ, Flores RE, Seyfried TN. Quantification of metastatic load in a syngeneic murine model of metastasis. Cancer Lett 2017; 405:56-62. [PMID: 28729049 DOI: 10.1016/j.canlet.2017.07.011] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2017] [Revised: 07/06/2017] [Accepted: 07/07/2017] [Indexed: 01/09/2023]
Abstract
Bioluminescence imaging (BLI) is an established method for evaluating metastatic load in preclinical cancer models; however, BLI can produce observational error due to differences in substrate concentration and signal depth. In our syngeneic murine model of metastasis (VM-M3), we used a quantitative polymerase chain reaction (qPCR) method of DNA quantification to bypass these limitations. Liver, spleen, and brain from VM/Dk (VM) mice bearing VM-M3 tumor cells were first imaged ex vivo with BLI. qPCR quantification of tumor cell DNA was then performed on DNA extracted from these organs. Linear regression indicated that qPCR data predicted BLI data in solid tissue. Furthermore, the tumor cell detection limit was lower for qPCR analysis than for BLI analysis. In order to validate qPCR for use in detecting blood metastases, qPCR quantification was performed on whole blood collected from mice whose global organ metastatic load (summation of liver, spleen, kidneys, lungs, and brain) was quantified through BLI. Linear regression indicated that qPCR data in blood predicted BLI data in solid tissue. The results demonstrate that qPCR is an accurate and sensitive method of metastatic quantification in syngeneic murine models.
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Affiliation(s)
- Luke J Taus
- Biology Department, Boston College, 140 Commonwealth Ave., Chestnut Hill, MA 02467, USA
| | - Roberto E Flores
- Biology Department, Boston College, 140 Commonwealth Ave., Chestnut Hill, MA 02467, USA
| | - Thomas N Seyfried
- Biology Department, Boston College, 140 Commonwealth Ave., Chestnut Hill, MA 02467, USA.
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