1
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Wehrli M, Guinn S, Birocchi F, Kuo A, Sun Y, Larson RC, Almazan AJ, Scarfò I, Bouffard AA, Bailey SR, Anekal PV, Llopis PM, Nieman LT, Song Y, Xu KH, Berger TR, Kann MC, Leick MB, Silva H, Salas-Benito D, Kienka T, Grauwet K, Armstrong TD, Zhang R, Zhu Q, Fu J, Schmidts A, Korell F, Jan M, Choi BD, Liss AS, Boland GM, Ting DT, Burkhart RA, Jenkins RW, Zheng L, Jaffee EM, Zimmerman JW, Maus MV. Mesothelin CAR T Cells Secreting Anti-FAP/Anti-CD3 Molecules Efficiently Target Pancreatic Adenocarcinoma and its Stroma. Clin Cancer Res 2024; 30:1859-1877. [PMID: 38393682 PMCID: PMC11062832 DOI: 10.1158/1078-0432.ccr-23-3841] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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: 12/15/2023] [Revised: 02/14/2024] [Accepted: 02/20/2024] [Indexed: 02/25/2024]
Abstract
PURPOSE Targeting solid tumors with chimeric antigen receptor (CAR) T cells remains challenging due to heterogenous target antigen expression, antigen escape, and the immunosuppressive tumor microenvironment (TME). Pancreatic cancer is characterized by a thick stroma generated by cancer-associated fibroblasts (CAF), which may contribute to the limited efficacy of mesothelin-directed CAR T cells in early-phase clinical trials. To provide a more favorable TME for CAR T cells to target pancreatic ductal adenocarcinoma (PDAC), we generated T cells with an antimesothelin CAR and a secreted T-cell-engaging molecule (TEAM) that targets CAF through fibroblast activation protein (FAP) and engages T cells through CD3 (termed mesoFAP CAR-TEAM cells). EXPERIMENTAL DESIGN Using a suite of in vitro, in vivo, and ex vivo patient-derived models containing cancer cells and CAF, we examined the ability of mesoFAP CAR-TEAM cells to target PDAC cells and CAF within the TME. We developed and used patient-derived ex vivo models, including patient-derived organoids with patient-matched CAF and patient-derived organotypic tumor spheroids. RESULTS We demonstrated specific and significant binding of the TEAM to its respective antigens (CD3 and FAP) when released from mesothelin-targeting CAR T cells, leading to T-cell activation and cytotoxicity of the target cell. MesoFAP CAR-TEAM cells were superior in eliminating PDAC and CAF compared with T cells engineered to target either antigen alone in our ex vivo patient-derived models and in mouse models of PDAC with primary or metastatic liver tumors. CONCLUSIONS CAR-TEAM cells enable modification of tumor stroma, leading to increased elimination of PDAC tumors. This approach represents a promising treatment option for pancreatic cancer.
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Affiliation(s)
- Marc Wehrli
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Samantha Guinn
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University; Baltimore, MD, USA
- Cancer Convergence Institute and Bloomberg Kimmel Institute at Johns Hopkins; University, Baltimore, MD, USA
| | - Filippo Birocchi
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Adam Kuo
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Yi Sun
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Rebecca C. Larson
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Antonio J. Almazan
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Irene Scarfò
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Amanda A. Bouffard
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Stefanie R. Bailey
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | | | | | - Linda T. Nieman
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Yuhui Song
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Katherine H. Xu
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Trisha R. Berger
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Michael C. Kann
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Mark B. Leick
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Blood and Marrow Transplant Program, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Harrison Silva
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Diego Salas-Benito
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Tamina Kienka
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Korneel Grauwet
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Todd D. Armstrong
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University; Baltimore, MD, USA
- Cancer Convergence Institute and Bloomberg Kimmel Institute at Johns Hopkins; University, Baltimore, MD, USA
| | - Rui Zhang
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University; Baltimore, MD, USA
- Cancer Convergence Institute and Bloomberg Kimmel Institute at Johns Hopkins; University, Baltimore, MD, USA
| | - Qingfeng Zhu
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University; Baltimore, MD, USA
- Cancer Convergence Institute and Bloomberg Kimmel Institute at Johns Hopkins; University, Baltimore, MD, USA
| | - Juan Fu
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University; Baltimore, MD, USA
- Cancer Convergence Institute and Bloomberg Kimmel Institute at Johns Hopkins; University, Baltimore, MD, USA
| | - Andrea Schmidts
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Felix Korell
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Max Jan
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School; Boston, MA, USA
| | - Bryan D. Choi
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Department of Neurosurgery, Massachusetts General Hospital and Harvard Medical School; Boston, MA, USA
| | - Andrew S. Liss
- Division of Gastrointestinal and Oncologic Surgery, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Genevieve M. Boland
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Department of Surgery, Massachusetts General Hospital and Harvard Medical School; Boston, MA, USA
| | - David T. Ting
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Richard A. Burkhart
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University; Baltimore, MD, USA
- Cancer Convergence Institute and Bloomberg Kimmel Institute at Johns Hopkins; University, Baltimore, MD, USA
| | - Russell W. Jenkins
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
| | - Lei Zheng
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University; Baltimore, MD, USA
- Cancer Convergence Institute and Bloomberg Kimmel Institute at Johns Hopkins; University, Baltimore, MD, USA
| | - Elizabeth M. Jaffee
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University; Baltimore, MD, USA
- Cancer Convergence Institute and Bloomberg Kimmel Institute at Johns Hopkins; University, Baltimore, MD, USA
| | - Jacquelyn W. Zimmerman
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University; Baltimore, MD, USA
- Cancer Convergence Institute and Bloomberg Kimmel Institute at Johns Hopkins; University, Baltimore, MD, USA
| | - Marcela V. Maus
- Cellular Immunotherapy Program, Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Cancer Center, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
- Blood and Marrow Transplant Program, Massachusetts General Hospital; Harvard Medical School; Boston, MA, USA
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2
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Chen JH, Nieman LT, Spurrell M, Jorgji V, Elmelech L, Richieri P, Xu KH, Madhu R, Parikh M, Zamora I, Mehta A, Nabel CS, Freeman SS, Pirl JD, Lu C, Meador CB, Barth JL, Sakhi M, Tang AL, Sarkizova S, Price C, Fernandez NF, Emanuel G, He J, Van Raay K, Reeves JW, Yizhak K, Hofree M, Shih A, Sade-Feldman M, Boland GM, Pelka K, Aryee MJ, Mino-Kenudson M, Gainor JF, Korsunsky I, Hacohen N. Human lung cancer harbors spatially organized stem-immunity hubs associated with response to immunotherapy. Nat Immunol 2024; 25:644-658. [PMID: 38503922 DOI: 10.1038/s41590-024-01792-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Accepted: 02/15/2024] [Indexed: 03/21/2024]
Abstract
The organization of immune cells in human tumors is not well understood. Immunogenic tumors harbor spatially localized multicellular 'immunity hubs' defined by expression of the T cell-attracting chemokines CXCL10/CXCL11 and abundant T cells. Here, we examined immunity hubs in human pre-immunotherapy lung cancer specimens and found an association with beneficial response to PD-1 blockade. Critically, we discovered the stem-immunity hub, a subtype of immunity hub strongly associated with favorable PD-1-blockade outcome. This hub is distinct from mature tertiary lymphoid structures and is enriched for stem-like TCF7+PD-1+CD8+ T cells, activated CCR7+LAMP3+ dendritic cells and CCL19+ fibroblasts as well as chemokines that organize these cells. Within the stem-immunity hub, we find preferential interactions between CXCL10+ macrophages and TCF7-CD8+ T cells as well as between mature regulatory dendritic cells and TCF7+CD4+ and regulatory T cells. These results provide a picture of the spatial organization of the human intratumoral immune response and its relevance to patient immunotherapy outcomes.
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Affiliation(s)
- Jonathan H Chen
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA.
- Department of Pathology, MGH, Boston, MA, USA.
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.
- Harvard Medical School, Boston, MA, USA.
| | - Linda T Nieman
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Maxwell Spurrell
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
- Department of Pathology, MGH, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Vjola Jorgji
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
- Department of Pathology, MGH, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Liad Elmelech
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
- Department of Pathology, MGH, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Peter Richieri
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
| | - Katherine H Xu
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
| | - Roopa Madhu
- Harvard Medical School, Boston, MA, USA
- Brigham and Women's Hospital, Division of Genetics, Boston, MA, USA
| | - Milan Parikh
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Izabella Zamora
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Arnav Mehta
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Christopher S Nabel
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Koch Institute for Integrative Cancer Research, Department of Biology, MIT, Cambridge, MA, USA
| | - Samuel S Freeman
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Joshua D Pirl
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Chenyue Lu
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
| | - Catherine B Meador
- Harvard Medical School, Boston, MA, USA
- Department of Medicine, Division of Hematology/Oncology, MGH, HMS, Boston, MA, USA
| | | | | | - Alexander L Tang
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Siranush Sarkizova
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | | | | | | | | | | | | | - Keren Yizhak
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel
| | - Matan Hofree
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- School of Computer Science and Engineering, The Hebrew University of Jerusalem, Jerusalem, Israel
- Lautenberg Center for Immunology and Cancer Research, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Angela Shih
- Department of Pathology, MGH, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Moshe Sade-Feldman
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Genevieve M Boland
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Surgery, MGH, Boston, MA, USA
| | - Karin Pelka
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Gladstone-UCSF Institute of Genomic Immunology, Gladstone Institutes, San Francisco, CA, USA
| | - Martin J Aryee
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Data Science, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Mari Mino-Kenudson
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
- Department of Pathology, MGH, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Justin F Gainor
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA.
- Harvard Medical School, Boston, MA, USA.
- Center for Thoracic Cancers, MGH, Boston, MA, USA.
| | - Ilya Korsunsky
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.
- Harvard Medical School, Boston, MA, USA.
- Brigham and Women's Hospital, Division of Genetics, Boston, MA, USA.
| | - Nir Hacohen
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA.
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.
- Harvard Medical School, Boston, MA, USA.
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3
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Taylor MS, Wu C, Fridy PC, Zhang SJ, Senussi Y, Wolters JC, Cajuso T, Cheng WC, Heaps JD, Miller BD, Mori K, Cohen L, Jiang H, Molloy KR, Chait BT, Goggins MG, Bhan I, Franses JW, Yang X, Taplin ME, Wang X, Christiani DC, Johnson BE, Meyerson M, Uppaluri R, Egloff AM, Denault EN, Spring LM, Wang TL, Shih IM, Fairman JE, Jung E, Arora KS, Yilmaz OH, Cohen S, Sharova T, Chi G, Norden BL, Song Y, Nieman LT, Pappas L, Parikh AR, Strickland MR, Corcoran RB, Mustelin T, Eng G, Yilmaz ÖH, Matulonis UA, Chan AT, Skates SJ, Rueda BR, Drapkin R, Klempner SJ, Deshpande V, Ting DT, Rout MP, LaCava J, Walt DR, Burns KH. Ultrasensitive Detection of Circulating LINE-1 ORF1p as a Specific Multicancer Biomarker. Cancer Discov 2023; 13:2532-2547. [PMID: 37698949 PMCID: PMC10773488 DOI: 10.1158/2159-8290.cd-23-0313] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [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: 03/24/2023] [Revised: 08/09/2023] [Accepted: 09/08/2023] [Indexed: 09/14/2023]
Abstract
Improved biomarkers are needed for early cancer detection, risk stratification, treatment selection, and monitoring treatment response. Although proteins can be useful blood-based biomarkers, many have limited sensitivity or specificity for these applications. Long INterspersed Element-1 (LINE-1) open reading frame 1 protein (ORF1p) is a transposable element protein overexpressed in carcinomas and high-risk precursors during carcinogenesis with negligible expression in normal tissues, suggesting ORF1p could be a highly specific cancer biomarker. To explore ORF1p as a blood-based biomarker, we engineered ultrasensitive digital immunoassays that detect mid-attomolar (10-17 mol/L) ORF1p concentrations in plasma across multiple cancers with high specificity. Plasma ORF1p shows promise for early detection of ovarian cancer, improves diagnostic performance in a multianalyte panel, provides early therapeutic response monitoring in gastroesophageal cancers, and is prognostic for overall survival in gastroesophageal and colorectal cancers. Together, these observations nominate ORF1p as a multicancer biomarker with potential utility for disease detection and monitoring. SIGNIFICANCE The LINE-1 ORF1p transposon protein is pervasively expressed in many cancers and is a highly specific biomarker of multiple common, lethal carcinomas and their high-risk precursors in tissue and blood. Ultrasensitive ORF1p assays from as little as 25 μL plasma are novel, rapid, cost-effective tools in cancer detection and monitoring. See related commentary by Doucet and Cristofari, p. 2502. This article is featured in Selected Articles from This Issue, p. 2489.
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Affiliation(s)
- Martin S. Taylor
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
| | - Connie Wu
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
- Wyss Institute for Biologically Inspired Engineering at Harvard University, Boston, Massachusetts
| | - Peter C. Fridy
- Laboratory of Cellular and Structural Biology, The Rockefeller University, New York, New York
| | - Stephanie J. Zhang
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
- Wyss Institute for Biologically Inspired Engineering at Harvard University, Boston, Massachusetts
| | - Yasmeen Senussi
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
- Wyss Institute for Biologically Inspired Engineering at Harvard University, Boston, Massachusetts
| | - Justina C. Wolters
- Department of Pediatrics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Tatiana Cajuso
- Department of Pathology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
| | - Wen-Chih Cheng
- Department of Pathology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
| | - John D. Heaps
- Department of Pathology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
| | - Bryant D. Miller
- Department of Pathology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
| | - Kei Mori
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
- Healthcare Optics Research Laboratory, Canon U.S.A., Inc., Cambridge, Massachusetts
| | - Limor Cohen
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
- Wyss Institute for Biologically Inspired Engineering at Harvard University, Boston, Massachusetts
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts
| | - Hua Jiang
- Laboratory of Cellular and Structural Biology, The Rockefeller University, New York, New York
| | - Kelly R. Molloy
- Laboratory of Mass Spectrometry and Gaseous Ion Chemistry, The Rockefeller University, New York, New York
| | - Brian T. Chait
- Laboratory of Mass Spectrometry and Gaseous Ion Chemistry, The Rockefeller University, New York, New York
| | | | - Irun Bhan
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Joseph W. Franses
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Xiaoyu Yang
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
| | - Mary-Ellen Taplin
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
| | - Xinan Wang
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Harvard University, Boston, Massachusetts
| | - David C. Christiani
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Harvard University, Boston, Massachusetts
| | - Bruce E. Johnson
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
| | - Matthew Meyerson
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
| | - Ravindra Uppaluri
- Department of Surgery, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Ann Marie Egloff
- Department of Surgery, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Elyssa N. Denault
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Laura M. Spring
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Tian-Li Wang
- Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Ie-Ming Shih
- Johns Hopkins University School of Medicine, Baltimore, Maryland
| | | | - Euihye Jung
- University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania
| | - Kshitij S. Arora
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
| | - Osman H. Yilmaz
- Department of Pathology, Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts
| | - Sonia Cohen
- Department of Surgery, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Tatyana Sharova
- Department of Surgery, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Gary Chi
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Bryanna L. Norden
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Yuhui Song
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Linda T. Nieman
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Leontios Pappas
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Aparna R. Parikh
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Matthew R. Strickland
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Ryan B. Corcoran
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Tomas Mustelin
- Division of Rheumatology, Department of Medicine, University of Washington, Seattle, Washington
| | - George Eng
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
- The David H. Koch Institute for Integrative Cancer Research at MIT, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Ömer H. Yilmaz
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
- The David H. Koch Institute for Integrative Cancer Research at MIT, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Ursula A. Matulonis
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
| | - Andrew T. Chan
- Clinical and Translational Epidemiology Unit and Division of Gastroenterology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Steven J. Skates
- MGH Biostatistics, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Bo R. Rueda
- Department of Obstetrics and Gynecology, Massachusetts General Hospital, and Harvard Medical School, Boston, Massachusetts
| | - Ronny Drapkin
- University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania
| | - Samuel J. Klempner
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Vikram Deshpande
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
| | - David T. Ting
- Mass General Cancer Center and Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Michael P. Rout
- Laboratory of Cellular and Structural Biology, The Rockefeller University, New York, New York
| | - John LaCava
- Laboratory of Cellular and Structural Biology, The Rockefeller University, New York, New York
- European Research Institute for the Biology of Ageing, University Medical Center Groningen, Groningen, the Netherlands
| | - David R. Walt
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
- Wyss Institute for Biologically Inspired Engineering at Harvard University, Boston, Massachusetts
| | - Kathleen H. Burns
- Department of Pathology, Mass General Brigham and Harvard Medical School, Boston, Massachusetts
- Department of Pathology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
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4
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Coley AK, Lu C, Pankaj A, Emmett MJ, Lang ER, Song Y, Xu KH, Xu N, Patel BK, Chougule A, Nieman LT, Aryee MJ, Ferrone CR, Deshpande V, Franses JW, Ting DT. Dysregulated Repeat Element Viral-like Immune Response in Hepatocellular Carcinoma. bioRxiv 2023:2023.12.04.570014. [PMID: 38105940 PMCID: PMC10723373 DOI: 10.1101/2023.12.04.570014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2023]
Abstract
Purpose Dysregulation of viral-like repeat RNAs are a common feature across many malignancies that are linked with immunological response, but the characterization of these in hepatocellular carcinoma (HCC) is understudied. In this study, we performed RNA in situ hybridization (RNA-ISH) of different repeat RNAs, immunohistochemistry (IHC) for immune cell subpopulations, and spatial transcriptomics to understand the relationship of HCC repeat expression, immune response, and clinical outcomes. Experimental Design RNA-ISH for LINE1, HERV-K, HERV-H, and HSATII repeats and IHC for T-cell, Treg, B-cell, macrophage, and immune checkpoint markers were performed on 43 resected HCC specimens. Spatial transcriptomics on tumor and vessel regions of interest was performed on 28 specimens from the same cohort. Results High HERV-K and high LINE1 expression were both associated with worse overall survival. There was a positive correlation between LINE1 expression and FOXP3 T-regulatory cells (r = 0.51 p < 0.001) as well as expression of the TIM3 immune checkpoint (r = 0.34, p = 0.03). Spatial transcriptomic profiling of HERV-K high and LINE-1 high tumors identified elevated expression of multiple genes previously associated with epithelial mesenchymal transition, cellular proliferation, and worse overall prognosis in HCC including SSX1, MAGEC2, and SPINK1. Conclusion Repeat RNAs may serve as useful prognostic biomarkers in HCC and may also serve as novel therapeutic targets. Additional study is needed to understand the mechanisms by which repeat RNAs impact HCC tumorigenesis.
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Affiliation(s)
- Avril K. Coley
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Surgery, Massachusetts General Hospital Harvard Medical School; Boston, MA, USA
| | - Chenyue Lu
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Health Sciences and Technology Program; Cambridge, MA, USA
| | - Amaya Pankaj
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Matthew J. Emmett
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Evan R. Lang
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Yuhui Song
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Katherine H. Xu
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Nova Xu
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Bidish K. Patel
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Abhijit Chougule
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Linda T. Nieman
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Martin J. Aryee
- Department of Biostatistics, Harvard T.H. Chan School of Public Health; Boston, MA, USA
- Department of Data Sciences, Dana-Farber Cancer Institute; Boston, MA, USA
- Broad Institute of Harvard and MIT; Cambridge, MA, USA
| | | | - Vikram Deshpande
- Department of Pathology, Beth Israel Deaconess Medical Center, Harvard Medical School; Boston, MA, USA
| | - Joseph W. Franses
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
- Health Sciences and Technology Program; Cambridge, MA, USA
- Section of Hematology-Oncology, Department of Medicine, University of Chicago; Chicago, IL, USA
| | - David T. Ting
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
- Health Sciences and Technology Program; Cambridge, MA, USA
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5
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Blum SM, Zlotoff DA, Smith NP, Kernin IJ, Ramesh S, Zubiri L, Caplin J, Samanta N, Martin SC, Tirard A, Sen P, Song Y, Barth J, Slowikowski K, Nasrallah M, Tantivit J, Manakongtreecheep K, Arnold BY, McGuire J, Pinto CJ, McLoughlin D, Jackson M, Chan P, Lawless A, Sharova T, Nieman LT, Gainor JF, Juric D, Mino-Kenudsen M, Sullivan RJ, Boland GM, Stone JR, Thomas MF, Neilan TG, Reynolds KL, Villani AC. Immune Responses in Checkpoint Myocarditis Across Heart, Blood, and Tumor. bioRxiv 2023:2023.09.15.557794. [PMID: 37790460 PMCID: PMC10542127 DOI: 10.1101/2023.09.15.557794] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/05/2023]
Abstract
Immune checkpoint inhibitors (ICIs) are widely used anti-cancer therapies that can cause morbid and potentially fatal immune-related adverse events (irAEs). ICI-related myocarditis (irMyocarditis) is uncommon but has the highest mortality of any irAE. The pathogenesis of irMyocarditis and its relationship to anti-tumor immunity remain poorly understood. We sought to define immune responses in heart, tumor, and blood during irMyocarditis and identify biomarkers of clinical severity by leveraging single-cell (sc)RNA-seq coupled with T cell receptor (TCR) sequencing, microscopy, and proteomics analysis of 28 irMyocarditis patients and 23 controls. Our analysis of 284,360 cells from heart and blood specimens identified cytotoxic T cells, inflammatory macrophages, conventional dendritic cells (cDCs), and fibroblasts enriched in irMyocarditis heart tissue. Additionally, potentially targetable, pro-inflammatory transcriptional programs were upregulated across multiple cell types. TCR clones enriched in heart and paired tumor tissue were largely non-overlapping, suggesting distinct T cell responses within these tissues. We also identify the presence of cardiac-expanded TCRs in a circulating, cycling CD8 T cell population as a novel peripheral biomarker of fatality. Collectively, these findings highlight critical biology driving irMyocarditis and putative biomarkers for therapeutic intervention.
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Affiliation(s)
- Steven M. Blum
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Daniel A. Zlotoff
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Cardio-Oncology Program, Division of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Neal P. Smith
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Isabela J. Kernin
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Swetha Ramesh
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Leyre Zubiri
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Joshua Caplin
- Cardio-Oncology Program, Division of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Nandini Samanta
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Sidney C. Martin
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Alice Tirard
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Pritha Sen
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Transplant and Immunocompromised Host Program, Division of Infectious Diseases, Department of Medicine, Brigham and Women’s Hospital
| | - Yuhui Song
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
| | - Jaimie Barth
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Kamil Slowikowski
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Mazen Nasrallah
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Division of Rheumatology, North Shore Physicians Group, Department of Medicine, Mass General Brigham Healthcare Center, Lynn, MA, USA
| | - Jessica Tantivit
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Kasidet Manakongtreecheep
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Benjamin Y. Arnold
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - John McGuire
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
| | - Christopher J. Pinto
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Clinical Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Daniel McLoughlin
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Clinical Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Monica Jackson
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Clinical Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - PuiYee Chan
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Clinical Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Aleigha Lawless
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Tatyana Sharova
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Linda T. Nieman
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
| | - Justin F. Gainor
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Dejan Juric
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Mari Mino-Kenudsen
- Harvard Medical School, Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Ryan J. Sullivan
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Genevieve M. Boland
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - James R. Stone
- Harvard Medical School, Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Molly F. Thomas
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Division of Gastroenterology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Tomas G. Neilan
- Harvard Medical School, Boston, MA, USA
- Cardio-Oncology Program, Division of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Kerry L. Reynolds
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Alexandra-Chloé Villani
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Massachusetts General Hospital, Cancer Center, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
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6
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Patel BK, Raabe MJ, Lang ER, Song Y, Lu C, Deshpande V, Nieman LT, Aryee MJ, Chen YB, Ting DT, DeFilipp Z. Spatial transcriptomics reveals distinct tissue niches linked with steroid responsiveness in acute gastrointestinal GVHD. Blood 2023; 142:1831-1844. [PMID: 37699201 PMCID: PMC10731919 DOI: 10.1182/blood.2023020644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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: 04/05/2023] [Revised: 08/14/2023] [Accepted: 08/14/2023] [Indexed: 09/14/2023] Open
Abstract
Severe acute graft-versus-host disease (aGVHD) is associated with significant mortality and morbidity, especially in steroid-resistant (SR) cases. Spatial transcriptomic technology can elucidate tissue-based interactions in vivo and possibly identify predictors of treatment response. Tissue sections from 32 treatment-naïve patients with biopsy-confirmed lower gastrointestinal (GI) aGVHD were obtained. The GeoMx digital spatial profiler was used to capture transcriptome profiles of >18 000 genes from different foci of immune infiltrates, colonic epithelium, and vascular endothelium. Each tissue compartment sampled showed 2 distinct clusters that were analyzed for differential expression and spatially resolved correlation of gene signatures. Classic cell-mediated immunity signatures, normal differentiated epithelial cells, and inflamed vasculature dominated foci sampled from steroid-sensitive cases. In contrast, a neutrophil predominant noncanonical inflammation with regenerative epithelial cells and some indication of angiogenic endothelial response was overrepresented in areas from SR cases. Evaluation of potential prognostic biomarkers identified ubiquitin specific peptidase 17-like (USP17L) family of genes as being differentially expressed in immune cells from patients with worsened survival. In summary, we demonstrate distinct tissue niches with unique gene expression signatures within lower GI tissue from patients with aGVHD and provide evidence of a potential prognostic biomarker.
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Affiliation(s)
- Bidish K. Patel
- Center for Cancer Research, Mass General Cancer Center, Boston, MA
| | - Michael J. Raabe
- Center for Cancer Research, Mass General Cancer Center, Boston, MA
| | - Evan R. Lang
- Center for Cancer Research, Mass General Cancer Center, Boston, MA
| | - Yuhui Song
- Center for Cancer Research, Mass General Cancer Center, Boston, MA
| | - Chenyue Lu
- Center for Cancer Research, Mass General Cancer Center, Boston, MA
| | - Vikram Deshpande
- Department of Pathology, Massachusetts General Hospital, Boston, MA
| | - Linda T. Nieman
- Center for Cancer Research, Mass General Cancer Center, Boston, MA
| | - Martin J. Aryee
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA
- Department of Data Sciences, Dana-Farber Cancer Institute, Boston, MA
| | - Yi-Bin Chen
- Hematopoietic Cell Transplant and Cellular Therapy Program, Massachusetts General Hospital, Boston, MA
| | - David T. Ting
- Center for Cancer Research, Mass General Cancer Center, Boston, MA
- Department of Medicine, Massachusetts General Hospital, Boston, MA
| | - Zachariah DeFilipp
- Hematopoietic Cell Transplant and Cellular Therapy Program, Massachusetts General Hospital, Boston, MA
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7
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Chen JH, Nieman LT, Spurrell M, Jorgji V, Richieri P, Xu KH, Madhu R, Parikh M, Zamora I, Mehta A, Nabel CS, Freeman SS, Pirl JD, Lu C, Meador CB, Barth JL, Sakhi M, Tang AL, Sarkizova S, Price C, Fernandez NF, Emanuel G, He J, Raay KV, Reeves JW, Yizhak K, Hofree M, Shih A, Sade-Feldman M, Boland GM, Pelka K, Aryee M, Korsunsky I, Mino-Kenudson M, Gainor JF, Hacohen N. Spatial analysis of human lung cancer reveals organized immune hubs enriched for stem-like CD8 T cells and associated with immunotherapy response. bioRxiv 2023:2023.04.04.535379. [PMID: 37066412 PMCID: PMC10104028 DOI: 10.1101/2023.04.04.535379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/18/2023]
Abstract
The organization of immune cells in human tumors is not well understood. Immunogenic tumors harbor spatially-localized multicellular 'immunity hubs' defined by expression of the T cell-attracting chemokines CXCL10/CXCL11 and abundant T cells. Here, we examined immunity hubs in human pre-immunotherapy lung cancer specimens, and found that they were associated with beneficial responses to PD-1-blockade. Immunity hubs were enriched for many interferon-stimulated genes, T cells in multiple differentiation states, and CXCL9/10/11 + macrophages that preferentially interact with CD8 T cells. Critically, we discovered the stem-immunity hub, a subtype of immunity hub strongly associated with favorable PD-1-blockade outcomes, distinct from mature tertiary lymphoid structures, and enriched for stem-like TCF7+PD-1+ CD8 T cells and activated CCR7 + LAMP3 + dendritic cells, as well as chemokines that organize these cells. These results elucidate the spatial organization of the human intratumoral immune response and its relevance to patient immunotherapy outcomes.
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8
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Pankaj A, Raabe MJ, Patel B, Lang ER, Kocher J, Xu KH, Nieman LT, Kimmelman AC, Ryan DP, Hong TS, Hwang WL, Aryee M, Ting DT. Abstract PR004: Characterizing the effects of neoadjuvant therapy in PDAC. Cancer Res 2022. [DOI: 10.1158/1538-7445.panca22-pr004] [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
Pancreatic ductal adenocarcinoma lethality can be attributed to a combination of rapid metastatic dissemination and intrinsic resistance to conventional therapies. Our prior studies using single cell RNA-seq in pancreatic circulating tumor cells (CTCs) revealed that these “seeds of metastasis” had a biphenotypic state of both epithelial and mesenchymal features. This suggested that CTCs are highly plastic cells that exist in an intermediate state along epithelial (E) to mesenchymal (M) transition (EMT). Analysis of CTC markers in primary PDAC tumors revealed that this subpopulation of cancer cells was concentrated at the interface of tumor cells and stromal cancer associated fibroblasts (CAFs). To evaluate the contribution of CAFs in PDAC EMT plasticity, we utilized patient derived PDAC-CAF co-culture preclinical models demonstrating that PDAC EMT heterogeneity was modulated by the density of CAFs and partially driven by TGF-b secretion. Moreover, analysis of patient derived PDAC tumor spheres treated with FOLFIRINOX (FFX) demonstrated selection or induction of EMT changes that were also found in patient tumors that were resected after neoadjuvant FFX. Altogether, our collective work along with others demonstrates the importance of EMT plasticity in PDAC cell metastatic propensity and the ability to resist cytotoxic chemotherapy. A multi-institutional randomized Phase II trial supported by SU2C-Lustgarten Foundation evaluating the role of the TGF-b modulating activities of losartan on locally advanced PDAC response to chemotherapy and suppression of metastatic dissemination has neared completion. This 3 arm (n=40 per arm) trial of neoadjuvant FFX, FFX + losartan, or FFX+ losartan + nivolumab (anti-PD1). Here, we have performed EMT RNA in situ hybridization in all post-treatment resection specimens to determine if there is a difference in EMT proportions between the different arms of the study. As an orthogonal unbiased approach, we have utilized the NanoString GeoMx Digital Spatial Profiler whole transcriptome assay (18,000+ protein coding genes) on each of the resection specimens with analysis of the tumor cells, CAFs, and immune cell separately for multiple regions of interest in these specimens. This provides deeper molecular insight of the PDAC tumor cells that resisted neoadjuvant therapy, the changes in the surrounding CAFs, and the modulation of immune infiltrates that might differ between each arm of the study. We anticipate the results of the trial will be completed before the conference and initial correlative analysis of spatial transcriptomics and RNA-ISH will be presented.
Citation Format: Amaya Pankaj, Michael J. Raabe, Bidish Patel, Evan R. Lang, Joshua Kocher, Katherine H. Xu, Linda T. Nieman, Alec C. Kimmelman, David P. Ryan, Theodore S. Hong, William L. Hwang, Martin Aryee, David T. Ting. Characterizing the effects of neoadjuvant therapy in PDAC [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 PR004.
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Affiliation(s)
- Amaya Pankaj
- 1Mass General Cancer Center, Harvard Medical School, Boston, MA,
| | - Michael J. Raabe
- 1Mass General Cancer Center, Harvard Medical School, Boston, MA,
| | - Bidish Patel
- 1Mass General Cancer Center, Harvard Medical School, Boston, MA,
| | - Evan R. Lang
- 1Mass General Cancer Center, Harvard Medical School, Boston, MA,
| | - Joshua Kocher
- 1Mass General Cancer Center, Harvard Medical School, Boston, MA,
| | - Katherine H. Xu
- 1Mass General Cancer Center, Harvard Medical School, Boston, MA,
| | - Linda T. Nieman
- 1Mass General Cancer Center, Harvard Medical School, Boston, MA,
| | - Alec C. Kimmelman
- 2Department of Radiation Oncology, New York University School of Medicine, New York, NY,
| | - David P. Ryan
- 1Mass General Cancer Center, Harvard Medical School, Boston, MA,
| | - Theodore S. Hong
- 3Department of Radiation Oncology, Massachusetts General Hospital, Harvard Medical School, Boston, MA,
| | - William L. Hwang
- 3Department of Radiation Oncology, Massachusetts General Hospital, Harvard Medical School, Boston, MA,
| | - Martin Aryee
- 4Department of Data Sciences, Dana Farber Cancer Institute, Boston, MA
| | - David T. Ting
- 1Mass General Cancer Center, Harvard Medical School, Boston, MA,
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9
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You E, Phillips IPE, Ebright RY, Desai N, Raabe MJ, Lang ER, Nieman LT, Hajizadeh S, Kreuzer J, Haas W, Ting DT. Abstract A066: 5z-7-oxozeaenol as an epithelial mesenchymal transition plasticity inhibitor in PDAC. Cancer Res 2022. [DOI: 10.1158/1538-7445.panca22-a066] [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
Transcriptional profiling has defined PDAC into distinct classical epithelial (E) or quasi-mesenchymal (QM) subtypes, and these subtypes exist on a continuum of interconverting cell states. This epithelial to mesenchymal transition (EMT) plasticity is thought to be important for the metastatic dissemination and intrinsic resistance to chemotherapy. Our prior work identified TAK1 as an important driver of EMT in mouse circulating tumor cells, and we had identified a compound (5z)-7-oxozeaenol (Oxo) as a small molecule inhibitor of TAK1. Here, we have expanded upon this prior work by evaluating Oxo in 3 human patient derived PDAC cell lines as an EMT plasticity inhibitor. Treatment with Oxo induced a shift of all PDAC cell lines towards an E phenotype in both E and QM PDAC cell lines using RNA-seq and quantitative RNA in situ hybridization. This was associated with increased FFX sensitivity, loss of migratory abilities of all cell lines by Boyden chamber, and decreased invasion in matrigel. Interestingly, genetic TAK1 knockout via CRISPR/Cas9 in these PDAC cell lines showed different effects from Oxo. We found that TAK1 knockout decreased E PDAC cell line migratory behavior and increased FFX sensitivity, but QM PDAC cell lines were not affected by TAK1 knockout. This suggests that QM PDAC cell lines have additional signaling cascades that compensate for TAK1 loss and that Oxo effects across PDAC cell lines are not solely TAK1 dependent. Using phospho-proteomics, in FFX treated PDAC cell lines, we have identified potential candidate pathways in RNA splicing and viral processes that may be additional processes affected by Oxo that merits further investigation. Altogether, we have identified Oxo as a potential broad EMT plasticity inhibitor across PDAC subtypes, and there is a potential role of selective TAK1 inhibitors for E PDAC tumors.
Citation Format: Eunae You, Ildiko Phillips E. Phillips, Richard Y. Ebright, Niyati Desai, Michael J. Raabe, Evan R. Lang, Linda T. Nieman, Soroush Hajizadeh, Johannes Kreuzer, Wilhelm Haas, David T. Ting. 5z-7-oxozeaenol as an epithelial mesenchymal transition plasticity inhibitor in PDAC [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 A066.
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Affiliation(s)
- Eunae You
- 1Mass General Cancer Center, Harvard Medical School, Charlestown, MA
| | | | | | - Niyati Desai
- 1Mass General Cancer Center, Harvard Medical School, Charlestown, MA
| | - Michael J. Raabe
- 1Mass General Cancer Center, Harvard Medical School, Charlestown, MA
| | - Evan R. Lang
- 1Mass General Cancer Center, Harvard Medical School, Charlestown, MA
| | - Linda T. Nieman
- 1Mass General Cancer Center, Harvard Medical School, Charlestown, MA
| | - Soroush Hajizadeh
- 1Mass General Cancer Center, Harvard Medical School, Charlestown, MA
| | - Johannes Kreuzer
- 1Mass General Cancer Center, Harvard Medical School, Charlestown, MA
| | - Wilhelm Haas
- 1Mass General Cancer Center, Harvard Medical School, Charlestown, MA
| | - David T. Ting
- 1Mass General Cancer Center, Harvard Medical School, Charlestown, MA
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10
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Porter RL, Sun S, Flores MN, Berzolla E, You E, Phillips IE, KC N, Desai N, Tai EC, Szabolcs A, Lang ER, Pankaj A, Raabe MJ, Thapar V, Xu KH, Nieman LT, Rabe DC, Kolin DL, Stover EH, Pepin D, Stott SL, Deshpande V, Liu JF, Solovyov A, Matulonis UA, Greenbaum BD, Ting DT. Satellite repeat RNA expression in epithelial ovarian cancer associates with a tumor-immunosuppressive phenotype. J Clin Invest 2022; 132:e155931. [PMID: 35708912 PMCID: PMC9374379 DOI: 10.1172/jci155931] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 06/14/2022] [Indexed: 11/17/2022] Open
Abstract
Aberrant expression of viral-like repeat elements is a common feature of epithelial cancers, and the substantial diversity of repeat species provides a distinct view of the cancer transcriptome. Repeatome profiling across ovarian, pancreatic, and colorectal cell lines identifies distinct clustering independent of tissue origin that is seen with coding gene analysis. Deeper analysis of ovarian cancer cell lines demonstrated that human satellite II (HSATII) satellite repeat expression was highly associated with epithelial-mesenchymal transition (EMT) and anticorrelated with IFN-response genes indicative of a more aggressive phenotype. SATII expression - and its correlation with EMT and anticorrelation with IFN-response genes - was also found in ovarian cancer RNA-Seq data and was associated with significantly shorter survival in a second independent cohort of patients with ovarian cancer. Repeat RNAs were enriched in tumor-derived extracellular vesicles capable of stimulating monocyte-derived macrophages, demonstrating a mechanism that alters the tumor microenvironment with these viral-like sequences. Targeting of HSATII with antisense locked nucleic acids stimulated IFN response and induced MHC I expression in ovarian cancer cell lines, highlighting a potential strategy of modulating the repeatome to reestablish antitumor cell immune surveillance.
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Affiliation(s)
- Rebecca L. Porter
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Division of Gynecologic Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Siyu Sun
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Micayla N. Flores
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Emily Berzolla
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Eunae You
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Ildiko E. Phillips
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Neelima KC
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Niyati Desai
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Eric C. Tai
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Annamaria Szabolcs
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Evan R. Lang
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Amaya Pankaj
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
- Department of Surgery, Massachusetts General Hospital
| | - Michael J. Raabe
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Vishal Thapar
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Katherine H. Xu
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Linda T. Nieman
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Daniel C. Rabe
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - David L. Kolin
- Department of Pathology, Brigham and Women’s Hospital, and
| | - Elizabeth H. Stover
- Division of Gynecologic Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - David Pepin
- Department of Surgery, Massachusetts General Hospital
| | - Shannon L. Stott
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
| | - Vikram Deshpande
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Joyce F. Liu
- Division of Gynecologic Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Alexander Solovyov
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Ursula A. Matulonis
- Division of Gynecologic Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Benjamin D. Greenbaum
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - David T. Ting
- Mass General Cancer Center, Harvard Medical School, Charlestown, Massachusetts, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
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11
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Rajurkar M, Parikh AR, Solovyov A, You E, Kulkarni AS, Chu C, Xu KH, Jaicks C, Taylor MS, Wu C, Alexander KA, Good CR, Szabolcs A, Gerstberger S, Tran AV, Xu N, Ebright RY, Van Seventer EE, Vo KD, Tai EC, Lu C, Joseph-Chazan J, Raabe MJ, Nieman LT, Desai N, Arora KS, Ligorio M, Thapar V, Cohen L, Garden PM, Senussi Y, Zheng H, Allen JN, Blaszkowsky LS, Clark JW, Goyal L, Wo JY, Ryan DP, Corcoran RB, Deshpande V, Rivera MN, Aryee MJ, Hong TS, Berger SL, Walt DR, Burns KH, Park PJ, Greenbaum BD, Ting DT. Reverse Transcriptase Inhibition Disrupts Repeat Element Life Cycle in Colorectal Cancer. Cancer Discov 2022; 12:1462-1481. [PMID: 35320348 PMCID: PMC9167735 DOI: 10.1158/2159-8290.cd-21-1117] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [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: 08/17/2021] [Revised: 01/27/2022] [Accepted: 03/08/2022] [Indexed: 11/16/2022]
Abstract
Altered RNA expression of repetitive sequences and retrotransposition are frequently seen in colorectal cancer, implicating a functional importance of repeat activity in cancer progression. We show the nucleoside reverse transcriptase inhibitor 3TC targets activities of these repeat elements in colorectal cancer preclinical models with a preferential effect in p53-mutant cell lines linked with direct binding of p53 to repeat elements. We translate these findings to a human phase II trial of single-agent 3TC treatment in metastatic colorectal cancer with demonstration of clinical benefit in 9 of 32 patients. Analysis of 3TC effects on colorectal cancer tumorspheres demonstrates accumulation of immunogenic RNA:DNA hybrids linked with induction of interferon response genes and DNA damage response. Epigenetic and DNA-damaging agents induce repeat RNAs and have enhanced cytotoxicity with 3TC. These findings identify a vulnerability in colorectal cancer by targeting the viral mimicry of repeat elements. SIGNIFICANCE Colorectal cancers express abundant repeat elements that have a viral-like life cycle that can be therapeutically targeted with nucleoside reverse transcriptase inhibitors (NRTI) commonly used for viral diseases. NRTIs induce DNA damage and interferon response that provide a new anticancer therapeutic strategy. This article is highlighted in the In This Issue feature, p. 1397.
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Affiliation(s)
- Mihir Rajurkar
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Aparna R. Parikh
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Alexander Solovyov
- Computational Oncology, Department of Epidemiology and Biostatistics; Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Eunae You
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | | | - Chong Chu
- Department of Biomedical Informatics, Harvard Medical School; Boston, MA, USA
| | - Katherine H. Xu
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Christopher Jaicks
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Martin S. Taylor
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Connie Wu
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School; Boston, MA, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard Medical School; Boston, MA, USA
| | - Katherine A. Alexander
- Epigenetics Institute, Departments of Cell and Developmental Biology, Genetics, and Biology, Perelman School of Medicine, University of Pennsylvania; Philadelphia, PA, USA
| | - Charly R. Good
- Epigenetics Institute, Departments of Cell and Developmental Biology, Genetics, and Biology, Perelman School of Medicine, University of Pennsylvania; Philadelphia, PA, USA
| | - Annamaria Szabolcs
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Stefanie Gerstberger
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Antuan V. Tran
- Department of Biomedical Informatics, Harvard Medical School; Boston, MA, USA
| | - Nova Xu
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Richard Y. Ebright
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | | | - Kevin D. Vo
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Eric C. Tai
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Chenyue Lu
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | | | - Michael J. Raabe
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Linda T. Nieman
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Niyati Desai
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Kshitij S. Arora
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Matteo Ligorio
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Surgery, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Vishal Thapar
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
| | - Limor Cohen
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School; Boston, MA, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard Medical School; Boston, MA, USA
| | - Padric M. Garden
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School; Boston, MA, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard Medical School; Boston, MA, USA
| | - Yasmeen Senussi
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School; Boston, MA, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard Medical School; Boston, MA, USA
| | - Hui Zheng
- Biostatistics Center, Massachusetts General Hospital, Boston, MA, USA
| | - Jill N. Allen
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Lawrence S. Blaszkowsky
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Jeffrey W. Clark
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Lipika Goyal
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Jennifer Y. Wo
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Radiation Oncology, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - David P. Ryan
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Ryan B. Corcoran
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Vikram Deshpande
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Miguel N. Rivera
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Martin J. Aryee
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Theodore S. Hong
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Radiation Oncology, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
| | - Shelley L. Berger
- Epigenetics Institute, Departments of Cell and Developmental Biology, Genetics, and Biology, Perelman School of Medicine, University of Pennsylvania; Philadelphia, PA, USA
| | - David R. Walt
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School; Boston, MA, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard Medical School; Boston, MA, USA
| | - Kathleen H. Burns
- Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School; Boston, MA, USA
- Department of Oncologic Pathology, Dana-Farber Cancer Institute, Harvard Medical School; Boston, MA, USA
| | - Peter J. Park
- Department of Biomedical Informatics, Harvard Medical School; Boston, MA, USA
| | - Benjamin D. Greenbaum
- Computational Oncology, Department of Epidemiology and Biostatistics; Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Physiology, Biophysics & Systems Biology, Weill Cornell Medicine, Weill Cornell Medical College, New York, NY, USA
| | - David T. Ting
- Mass General Cancer Center, Harvard Medical School; Charlestown, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School; Boston, MA, USA
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12
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Krishnan B, Yasuhara T, Rumde P, Stanzione M, Lu C, Lee H, Lawrence MS, Zou L, Nieman LT, Sanidas I, Dyson NJ. Active RB causes visible changes in nuclear organization. J Cell Biol 2022; 221:212957. [PMID: 35019938 PMCID: PMC8759594 DOI: 10.1083/jcb.202102144] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2021] [Revised: 10/21/2021] [Accepted: 12/09/2021] [Indexed: 12/13/2022] Open
Abstract
RB restricts G1/S progression by inhibiting E2F. Here, we show that sustained expression of active RB, and prolonged G1 arrest, causes visible changes in chromosome architecture that are not directly associated with E2F inhibition. Using FISH probes against two euchromatin RB-associated regions, two heterochromatin domains that lack RB-bound loci, and two whole-chromosome probes, we found that constitutively active RB (ΔCDK-RB) promoted a more diffuse, dispersed, and scattered chromatin organization. These changes were RB dependent, were driven by specific isoforms of monophosphorylated RB, and required known RB-associated activities. ΔCDK-RB altered physical interactions between RB-bound genomic loci, but the RB-induced changes in chromosome architecture were unaffected by dominant-negative DP1. The RB-induced changes appeared to be widespread and influenced chromosome localization within nuclei. Gene expression profiles revealed that the dispersion phenotype was associated with an increased autophagy response. We infer that, after cell cycle arrest, RB acts through noncanonical mechanisms to significantly change nuclear organization, and this reorganization correlates with transitions in cellular state.
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Affiliation(s)
- Badri Krishnan
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, MA
| | - Takaaki Yasuhara
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, MA
| | - Purva Rumde
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, MA
| | - Marcello Stanzione
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, MA
| | - Chenyue Lu
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, MA
| | - Hanjun Lee
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, MA.,Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA.,Department of Biology, Massachusetts Institute of Technology, Cambridge, MA
| | - Michael S Lawrence
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, MA.,Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA
| | - Lee Zou
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, MA
| | - Linda T Nieman
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, MA
| | - Ioannis Sanidas
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, MA
| | - Nicholas J Dyson
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Charlestown, MA
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13
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Karabacak NM, Zheng Y, Dubash TD, Burr R, Micalizzi DS, Wittner BS, Lin M, Wiley DF, Comaills V, Emmons E, Niederhoffer KL, Ho U, Ukleja J, Che D, Stowe H, Nieman LT, Haas W, Stott SL, Lawrence MS, Ting DT, Miyamoto DT, Haber DA, Toner M, Maheswaran S. Differential kinase activity across prostate tumor compartments defines sensitivity to target inhibition. Cancer Res 2022; 82:1084-1097. [DOI: 10.1158/0008-5472.can-21-2609] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 11/03/2021] [Accepted: 01/12/2022] [Indexed: 11/16/2022]
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14
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Gill T, Wang H, Bandaru R, Lawlor M, Lu C, Nieman LT, Tao J, Zhang Y, Anderson DG, Ting DT, Chen X, Bradner JE, Ott CJ. Selective targeting of MYC mRNA by stabilized antisense oligonucleotides. Oncogene 2021; 40:6527-6539. [PMID: 34650218 PMCID: PMC8627489 DOI: 10.1038/s41388-021-02053-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Revised: 09/07/2021] [Accepted: 09/30/2021] [Indexed: 12/30/2022]
Abstract
MYC is a prolific proto-oncogene driving the malignant behaviors of numerous common cancers, yet potent and selective cell-permeable inhibitors of MYC remain elusive. In order to ultimately realize the goal of therapeutic MYC inhibition in cancer, we have initiated discovery chemistry efforts aimed at inhibiting MYC translation. Here we describe a series of conformationally stabilized synthetic antisense oligonucleotides designed to target MYC mRNA (MYCASOs). To support bioactivity, we designed and synthesized this focused library of MYCASOs incorporating locked nucleic acid (LNA) bases at the 5'- and 3'-ends, a phosphorothioate backbone, and internal DNA bases. Treatment of MYC-expressing cancer cells with MYCASOs leads to a potent decrease in MYC mRNA and protein levels. Cleaved MYC mRNA in MYCASO-treated cells is detected with a sensitive 5' Rapid Amplification of cDNA Ends (RACE) assay. MYCASO treatment of cancer cell lines leads to significant inhibition of cellular proliferation while specifically perturbing MYC-driven gene expression signatures. In a MYC-induced model of hepatocellular carcinoma, MYCASO treatment decreases MYC protein levels within tumors, decreases tumor burden, and improves overall survival. MYCASOs represent a new chemical tool for in vitro and in vivo modulation of MYC activity, and promising therapeutic agents for MYC-addicted tumors.
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Affiliation(s)
- Taylor Gill
- Harvard-MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, 02215, USA
- Broad Institute of MIT & Harvard, Cambridge, MA, 02142, USA
| | - Haichuan Wang
- Department of Bioengineering and Therapeutic Sciences, University of California-San Francisco, San Francisco, CA, 94143, USA
| | - Raj Bandaru
- ENZON Pharmaceuticals, Cranford, NJ, 07016, USA
| | - Matthew Lawlor
- Center for Cancer Research, Massachusetts General Hospital, Charlestown, MA, 02129, USA
| | - Chenyue Lu
- Center for Cancer Research, Massachusetts General Hospital, Charlestown, MA, 02129, USA
| | - Linda T Nieman
- Center for Cancer Research, Massachusetts General Hospital, Charlestown, MA, 02129, USA
| | - Junyan Tao
- Department of Bioengineering and Therapeutic Sciences, University of California-San Francisco, San Francisco, CA, 94143, USA
| | | | - Daniel G Anderson
- Harvard-MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
- David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, 02142, USA
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02142, USA
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, 02142, USA
| | - David T Ting
- Center for Cancer Research, Massachusetts General Hospital, Charlestown, MA, 02129, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
| | - Xin Chen
- Department of Bioengineering and Therapeutic Sciences, University of California-San Francisco, San Francisco, CA, 94143, USA
| | - James E Bradner
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, 02215, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA.
- Novartis Institutes for BioMedical Research, Cambridge, MA, 02139, USA.
| | - Christopher J Ott
- Broad Institute of MIT & Harvard, Cambridge, MA, 02142, USA.
- Center for Cancer Research, Massachusetts General Hospital, Charlestown, MA, 02129, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA.
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15
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Guo H, Golczer G, Wittner BS, Langenbucher A, Zachariah M, Dubash TD, Hong X, Comaills V, Burr R, Ebright RY, Horwitz E, Vuille JA, Hajizadeh S, Wiley DF, Reeves BA, Zhang JM, Niederhoffer KL, Lu C, Wesley B, Ho U, Nieman LT, Toner M, Vasudevan S, Zou L, Mostoslavsky R, Maheswaran S, Lawrence MS, Haber DA. NR4A1 regulates expression of immediate early genes, suppressing replication stress in cancer. Mol Cell 2021; 81:4041-4058.e15. [PMID: 34624217 PMCID: PMC8549465 DOI: 10.1016/j.molcel.2021.09.016] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [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: 05/18/2021] [Revised: 06/23/2021] [Accepted: 09/12/2021] [Indexed: 01/14/2023]
Abstract
Deregulation of oncogenic signals in cancer triggers replication stress. Immediate early genes (IEGs) are rapidly and transiently expressed following stressful signals, contributing to an integrated response. Here, we find that the orphan nuclear receptor NR4A1 localizes across the gene body and 3' UTR of IEGs, where it inhibits transcriptional elongation by RNA Pol II, generating R-loops and accessible chromatin domains. Acute replication stress causes immediate dissociation of NR4A1 and a burst of transcriptionally poised IEG expression. Ectopic expression of NR4A1 enhances tumorigenesis by breast cancer cells, while its deletion leads to massive chromosomal instability and proliferative failure, driven by deregulated expression of its IEG target, FOS. Approximately half of breast and other primary cancers exhibit accessible chromatin domains at IEG gene bodies, consistent with this stress-regulatory pathway. Cancers that have retained this mechanism in adapting to oncogenic replication stress may be dependent on NR4A1 for their proliferation.
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MESH Headings
- 3' Untranslated Regions
- Animals
- Antineoplastic Agents/pharmacology
- Binding Sites
- Breast Neoplasms/drug therapy
- Breast Neoplasms/genetics
- Breast Neoplasms/metabolism
- Breast Neoplasms/pathology
- Cell Proliferation/drug effects
- Chromatin Assembly and Disassembly
- Female
- Gene Expression Regulation, Neoplastic
- Genomic Instability
- HEK293 Cells
- Humans
- Immediate-Early Proteins/genetics
- Immediate-Early Proteins/metabolism
- Indoles/pharmacology
- MCF-7 Cells
- Mice, Inbred NOD
- Mice, SCID
- Mitosis/drug effects
- Neoplastic Cells, Circulating/drug effects
- Neoplastic Cells, Circulating/metabolism
- Neoplastic Cells, Circulating/pathology
- Nuclear Receptor Subfamily 4, Group A, Member 1/antagonists & inhibitors
- Nuclear Receptor Subfamily 4, Group A, Member 1/genetics
- Nuclear Receptor Subfamily 4, Group A, Member 1/metabolism
- Phenylacetates/pharmacology
- Proto-Oncogene Proteins c-fos/genetics
- Proto-Oncogene Proteins c-fos/metabolism
- R-Loop Structures
- RNA Polymerase II/genetics
- RNA Polymerase II/metabolism
- Signal Transduction
- Transcription Elongation, Genetic
- Tumor Cells, Cultured
- Xenograft Model Antitumor Assays
- Mice
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Affiliation(s)
- Hongshan Guo
- Massachusetts General Hospital Cancer Center, Boston, MA, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA
| | - Gabriel Golczer
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Ben S Wittner
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | | | | | | | - Xin Hong
- Massachusetts General Hospital Cancer Center, Boston, MA, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA
| | | | - Risa Burr
- Massachusetts General Hospital Cancer Center, Boston, MA, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA
| | | | - Elad Horwitz
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Joanna A Vuille
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | | | - Devon F Wiley
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | | | - Jia-Min Zhang
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | | | - Chenyue Lu
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Benjamin Wesley
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Uyen Ho
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Linda T Nieman
- Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Mehmet Toner
- Center for Bioengineering in Medicine and Shriners Hospital, Harvard Medical School, Boston, MA 02114, USA; Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Shobha Vasudevan
- Massachusetts General Hospital Cancer Center, Boston, MA, USA; Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Lee Zou
- Massachusetts General Hospital Cancer Center, Boston, MA, USA; Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Raul Mostoslavsky
- Massachusetts General Hospital Cancer Center, Boston, MA, USA; Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Shyamala Maheswaran
- Massachusetts General Hospital Cancer Center, Boston, MA, USA; Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.
| | - Michael S Lawrence
- Massachusetts General Hospital Cancer Center, Boston, MA, USA; Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.
| | - Daniel A Haber
- Massachusetts General Hospital Cancer Center, Boston, MA, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA; Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.
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16
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Pelka K, Hofree M, Chen JH, Sarkizova S, Pirl JD, Jorgji V, Bejnood A, Dionne D, Ge WH, Xu KH, Chao SX, Zollinger DR, Lieb DJ, Reeves JW, Fuhrman CA, Hoang ML, Delorey T, Nguyen LT, Waldman J, Klapholz M, Wakiro I, Cohen O, Albers J, Smillie CS, Cuoco MS, Wu J, Su MJ, Yeung J, Vijaykumar B, Magnuson AM, Asinovski N, Moll T, Goder-Reiser MN, Applebaum AS, Brais LK, DelloStritto LK, Denning SL, Phillips ST, Hill EK, Meehan JK, Frederick DT, Sharova T, Kanodia A, Todres EZ, Jané-Valbuena J, Biton M, Izar B, Lambden CD, Clancy TE, Bleday R, Melnitchouk N, Irani J, Kunitake H, Berger DL, Srivastava A, Hornick JL, Ogino S, Rotem A, Vigneau S, Johnson BE, Corcoran RB, Sharpe AH, Kuchroo VK, Ng K, Giannakis M, Nieman LT, Boland GM, Aguirre AJ, Anderson AC, Rozenblatt-Rosen O, Regev A, Hacohen N. Spatially organized multicellular immune hubs in human colorectal cancer. Cell 2021; 184:4734-4752.e20. [PMID: 34450029 PMCID: PMC8772395 DOI: 10.1016/j.cell.2021.08.003] [Citation(s) in RCA: 212] [Impact Index Per Article: 70.7] [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: 12/23/2020] [Revised: 05/28/2021] [Accepted: 08/03/2021] [Indexed: 12/11/2022]
Abstract
Immune responses to cancer are highly variable, with mismatch repair-deficient (MMRd) tumors exhibiting more anti-tumor immunity than mismatch repair-proficient (MMRp) tumors. To understand the rules governing these varied responses, we transcriptionally profiled 371,223 cells from colorectal tumors and adjacent normal tissues of 28 MMRp and 34 MMRd individuals. Analysis of 88 cell subsets and their 204 associated gene expression programs revealed extensive transcriptional and spatial remodeling across tumors. To discover hubs of interacting malignant and immune cells, we identified expression programs in different cell types that co-varied across tumors from affected individuals and used spatial profiling to localize coordinated programs. We discovered a myeloid cell-attracting hub at the tumor-luminal interface associated with tissue damage and an MMRd-enriched immune hub within the tumor, with activated T cells together with malignant and myeloid cells expressing T cell-attracting chemokines. By identifying interacting cellular programs, we reveal the logic underlying spatially organized immune-malignant cell networks.
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Affiliation(s)
- Karin Pelka
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA; Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
| | - Matan Hofree
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jonathan H Chen
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA; Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA; Department of Pathology, MGH, Boston, MA, USA
| | - Siranush Sarkizova
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Joshua D Pirl
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Vjola Jorgji
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA; Department of Pathology, MGH, Boston, MA, USA
| | - Alborz Bejnood
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Danielle Dionne
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - William H Ge
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Katherine H Xu
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
| | - Sherry X Chao
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA; Department of Biomedical Informatics, HMS, Boston, MA, USA
| | | | - David J Lieb
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | | | | | | | - Toni Delorey
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Lan T Nguyen
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Julia Waldman
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Max Klapholz
- Evergrande Center for Immunologic Diseases, HMS and Brigham and Women's Hospital (BWH), Boston, MA, USA
| | - Isaac Wakiro
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA, USA
| | - Ofir Cohen
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA; Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA, USA; Department of Medical Oncology, DFCI, Boston, MA, USA
| | - Julian Albers
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | | | - Michael S Cuoco
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jingyi Wu
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA, USA
| | - Mei-Ju Su
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA, USA
| | - Jason Yeung
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA, USA
| | | | | | | | - Tabea Moll
- Clinical Research Center, MGH, Boston, MA, USA
| | | | | | | | - Laura K DelloStritto
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA, USA
| | | | | | - Emma K Hill
- Clinical Research Center, DFCI, Boston, MA, USA
| | | | | | | | - Abhay Kanodia
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA, USA
| | - Ellen Z Todres
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Judit Jané-Valbuena
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Moshe Biton
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Department of Molecular Biology, MGH, Boston, MA, USA
| | - Benjamin Izar
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA, USA; Department of Medical Oncology, DFCI, Boston, MA, USA
| | - Conner D Lambden
- Evergrande Center for Immunologic Diseases, HMS and Brigham and Women's Hospital (BWH), Boston, MA, USA
| | | | | | | | | | | | | | | | | | - Shuji Ogino
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA; Department of Pathology, BWH, Boston, MA, USA
| | - Asaf Rotem
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA, USA
| | - Sébastien Vigneau
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA, USA
| | - Bruce E Johnson
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute (DFCI), Boston, MA, USA; Department of Medical Oncology, DFCI, Boston, MA, USA
| | - Ryan B Corcoran
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA; Department of Medicine, HMS, Boston, MA, USA
| | - Arlene H Sharpe
- Evergrande Center for Immunologic Diseases, HMS and Brigham and Women's Hospital (BWH), Boston, MA, USA; Department of Immunology, Blavatnik Institute, HMS, Boston, MA, USA
| | - Vijay K Kuchroo
- Evergrande Center for Immunologic Diseases, HMS and Brigham and Women's Hospital (BWH), Boston, MA, USA
| | - Kimmie Ng
- Department of Medical Oncology, DFCI, Boston, MA, USA
| | - Marios Giannakis
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA; Department of Medical Oncology, DFCI, Boston, MA, USA
| | - Linda T Nieman
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA
| | - Genevieve M Boland
- Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA; Department of Surgery, MGH, Boston, MA, USA
| | - Andrew J Aguirre
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA; Department of Medical Oncology, DFCI, Boston, MA, USA
| | - Ana C Anderson
- Evergrande Center for Immunologic Diseases, HMS and Brigham and Women's Hospital (BWH), Boston, MA, USA.
| | | | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Howard Hughes Medical Institute and Koch Institute for Integrative Cancer Research, Department of Biology, MIT, Cambridge, MA, USA.
| | - Nir Hacohen
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA; Massachusetts General Hospital (MGH) Cancer Center, Harvard Medical School (HMS), Boston, MA, USA; Department of Immunology, HMS, Boston, MA, USA.
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17
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Wong J, Kuplast-Barr K, Abo RP, Kulkarni AS, Nieman LT, Neyaz A, Xu KH, Sharaf R, Albacker LA, Ting DT, Keilhack H, McEachern KA. Abstract 381: Elevated PARP7 expression in select cancers identifies a target population for RBN-2397 therapy. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-381] [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
PARP7 (TIPARP) is a monoPARP which catalyzes the transfer of single units of ADP-ribose onto substrates to change their function. Its expression is upregulated during cellular stress, including viral infection or through the activation of the aryl hydrocarbon receptor after exposure to cigarette smoke. We and others have shown that PARP7 activity suppresses the Type I interferon (IFN) response following activation by cytosolic nucleic acid sensing pathways. RBN-2397 is a first-in class PARP7 inhibitor, which induces cancer cell autonomous and immune stimulatory effects in preclinical models through enhanced Type I IFN signaling in cancer cells. Here we describe the presence of PARP7 genomic amplification with corresponding increased mRNA expression across select cancers. Elevated PARP7 expression or amplification may identify cancer patients that could derive benefit from treatment with RBN-2397.
In characterizing PARP7 copy number and mRNA expression from The Cancer Genome Atlas (TCGA) database, we found the presence of PARP7 copy number amplification in a subset of tumor types, particularly those of squamous histology, as well as ovarian cancer that corresponded to higher mRNA expression levels. High PARP7 expression correlated with poor survival in squamous cancers, while it had no effect on survival in ovarian cancer. Interestingly, tumor types with high PARP7 expression also expressed higher levels of baseline interferon stimulated genes (ISGs). This parallels our findings that cancer cell lines with higher ISGs at baseline are more responsive to PARP7 inhibition.
To explore PARP7 copy number variations (CNVs) in advanced cancer patients, we queried the FoundationCore® (Foundation Medicine, Inc) database. Similar to TCGA, squamous cancers as well as ovarian, breast, and pancreatic ductal adenocarcinoma (PDAC) were among the tumor types with PARP7 amplifications. Moreover, PARP7 was found to be amplified both on the background of chromosome 3q arm-level amplifications as well as focally.
Congruent to our analysis of PARP7 amplifications, we evaluated PARP7 mRNA expression in both squamous and non-squamous non-small cell lung carcinoma (NSCLC), breast cancer, and PDAC primary tumor samples. Using a validated RNAscope ISH probe set, we analyzed over 1,000 patient samples and found that PARP7 was more highly expressed in tumor cells relative to corresponding normal tissues. Overall, there were varying levels of PARP7 expression across samples with higher expression levels of PARP7 in tumor cells, compared to stroma, across all cancers examined.
Our analyses describing the presence of PARP7 amplifications as well as high expression levels in several tumor types including NSCLC, breast, and PDAC provides evidence for the therapeutic relevance of PARP7 inhibition and highlights potential patient selection strategies to identify those patients more likely to benefit from RBN-2397 treatment.
Citation Format: Jodie Wong, Kristy Kuplast-Barr, Ryan P. Abo, Anupriya S. Kulkarni, Linda T. Nieman, Azfar Neyaz, Katherine H. Xu, Radwa Sharaf, Lee A. Albacker, David T. Ting, Heike Keilhack, Kristen A. McEachern. Elevated PARP7 expression in select cancers identifies a target population for RBN-2397 therapy [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 381.
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Affiliation(s)
- Jodie Wong
- 1Ribon Therapeutics, Inc., Cambridge, MA
| | | | | | | | | | - Azfar Neyaz
- 2Massachusetts General Hospital Cancer Center, Boston, MA
| | | | | | | | - David T. Ting
- 2Massachusetts General Hospital Cancer Center, Boston, MA
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18
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Ebright RY, Zachariah MA, Micalizzi DS, Wittner BS, Niederhoffer KL, Nieman LT, Chirn B, Wiley DF, Wesley B, Shaw B, Nieblas-Bedolla E, Atlas L, Szabolcs A, Iafrate AJ, Toner M, Ting DT, Brastianos PK, Haber DA, Maheswaran S. HIF1A signaling selectively supports proliferation of breast cancer in the brain. Nat Commun 2020; 11:6311. [PMID: 33298946 PMCID: PMC7725834 DOI: 10.1038/s41467-020-20144-w] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Accepted: 11/10/2020] [Indexed: 12/16/2022] Open
Abstract
Blood-borne metastasis to the brain is a major complication of breast cancer, but cellular pathways that enable cancer cells to selectively grow in the brain microenvironment are poorly understood. We find that cultured circulating tumor cells (CTCs), derived from blood samples of women with advanced breast cancer and directly inoculated into the mouse frontal lobe, exhibit striking differences in proliferative potential in the brain. Derivative cell lines generated by serial intracranial injections acquire selectively increased proliferative competency in the brain, with reduced orthotopic tumor growth. Increased Hypoxia Inducible Factor 1A (HIF1A)-associated signaling correlates with enhanced proliferation in the brain, and shRNA-mediated suppression of HIF1A or drug inhibition of HIF-associated glycolytic pathways selectively impairs brain tumor growth while minimally impacting mammary tumor growth. In clinical specimens, brain metastases have elevated HIF1A protein expression, compared with matched primary breast tumors, and in patients with brain metastases, hypoxic signaling within CTCs predicts decreased overall survival. The selective activation of hypoxic signaling by metastatic breast cancer in the brain may have therapeutic implications.
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Affiliation(s)
- Richard Y Ebright
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Marcus A Zachariah
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
- Department of Neurosurgery, University of Mississippi Medical Center, Jackson, MS, 39216, USA
| | - Douglas S Micalizzi
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Ben S Wittner
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Kira L Niederhoffer
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Linda T Nieman
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Brian Chirn
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Devon F Wiley
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Benjamin Wesley
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Brian Shaw
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Edwin Nieblas-Bedolla
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Lian Atlas
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Annamaria Szabolcs
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
| | - Anthony J Iafrate
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Mehmet Toner
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
- Center for Bioengineering in Medicine, Massachusetts General Hospital and Harvard Medical School, and Shriners Hospital for Children, Boston, MA, 02114, USA
| | - David T Ting
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Priscilla K Brastianos
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Daniel A Haber
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA.
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, 20815, USA.
| | - Shyamala Maheswaran
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Charlestown, MA, 02129, USA.
- Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA.
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19
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Hong X, Roh W, Sullivan RJ, Wong KHK, Wittner BS, Guo H, Dubash TD, Sade-Feldman M, Wesley B, Horwitz E, Boland GM, Marvin DL, Bonesteel T, Lu C, Aguet F, Burr R, Freeman SS, Parida L, Calhoun K, Jewett MK, Nieman LT, Hacohen N, Näär AM, Ting DT, Toner M, Stott SL, Getz G, Maheswaran S, Haber DA. The Lipogenic Regulator SREBP2 Induces Transferrin in Circulating Melanoma Cells and Suppresses Ferroptosis. Cancer Discov 2020; 11:678-695. [PMID: 33203734 DOI: 10.1158/2159-8290.cd-19-1500] [Citation(s) in RCA: 105] [Impact Index Per Article: 26.3] [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: 12/18/2019] [Revised: 09/22/2020] [Accepted: 11/12/2020] [Indexed: 12/20/2022]
Abstract
Circulating tumor cells (CTC) are shed by cancer into the bloodstream, where a viable subset overcomes oxidative stress to initiate metastasis. We show that single CTCs from patients with melanoma coordinately upregulate lipogenesis and iron homeostasis pathways. These are correlated with both intrinsic and acquired resistance to BRAF inhibitors across clonal cultures of BRAF-mutant CTCs. The lipogenesis regulator SREBP2 directly induces transcription of the iron carrier Transferrin (TF), reducing intracellular iron pools, reactive oxygen species, and lipid peroxidation, thereby conferring resistance to inducers of ferroptosis. Knockdown of endogenous TF impairs tumor formation by melanoma CTCs, and their tumorigenic defects are partially rescued by the lipophilic antioxidants ferrostatin-1 and vitamin E. In a prospective melanoma cohort, presence of CTCs with high lipogenic and iron metabolic RNA signatures is correlated with adverse clinical outcome, irrespective of treatment regimen. Thus, SREBP2-driven iron homeostatic pathways contribute to cancer progression, drug resistance, and metastasis. SIGNIFICANCE: Through single-cell analysis of primary and cultured melanoma CTCs, we have uncovered intrinsic cancer cell heterogeneity within lipogenic and iron homeostatic pathways that modulates resistance to BRAF inhibitors and to ferroptosis inducers. Activation of these pathways within CTCs is correlated with adverse clinical outcome, pointing to therapeutic opportunities.This article is highlighted in the In This Issue feature, p. 521.
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Affiliation(s)
- Xin Hong
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | - Whijae Roh
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Ryan J Sullivan
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Keith H K Wong
- Center for Engineering in Medicine, Department of Surgery, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
- Shriners Hospitals for Children, Boston, Massachusetts
| | - Ben S Wittner
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | - Hongshan Guo
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | - Taronish D Dubash
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | - Moshe Sade-Feldman
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Benjamin Wesley
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | - Elad Horwitz
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | - Genevieve M Boland
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
- Department of Surgery, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Dieuwke L Marvin
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | - Todd Bonesteel
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | - Chenyue Lu
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | - François Aguet
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Risa Burr
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | | | - Laxmi Parida
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Katherine Calhoun
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
- Center for Engineering in Medicine, Department of Surgery, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Michelle K Jewett
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
- Center for Engineering in Medicine, Department of Surgery, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Linda T Nieman
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | - Nir Hacohen
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Anders M Näär
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
| | - David T Ting
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Mehmet Toner
- Center for Engineering in Medicine, Department of Surgery, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
- Shriners Hospitals for Children, Boston, Massachusetts
- Department of Surgery, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Shannon L Stott
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Gad Getz
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
- Howard Hughes Medical Institute, Bethesda, Maryland
| | - Shyamala Maheswaran
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts.
- Department of Surgery, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Daniel A Haber
- Massachusetts General Hospital Cancer Center and Harvard Medical School, Boston, Massachusetts.
- Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
- IBM Research, Yorktown Heights, New York
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20
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Richardson LG, Nieman LT, Stemmer-Rachamimov AO, Zheng XS, Stafford K, Nagashima H, Miller JJ, Kiyokawa J, Ting DT, Wakimoto H, Cahill DP, Choi BD, Curry WT. IDH-mutant gliomas harbor fewer regulatory T cells in humans and mice. Oncoimmunology 2020; 9:1806662. [PMID: 32923170 PMCID: PMC7458656 DOI: 10.1080/2162402x.2020.1806662] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
The metabolic gene isocitrate dehydrogenase 1 (IDH1) is commonly mutated in lower grade glioma (LGG) and secondary glioblastoma (GBM). Regulatory T cells (Tregs) play a significant role in the suppression of antitumor immunity in human glioma. Given the importance of Tregs in the overall framework of designing immune-based therapies, a better understanding on their association with IDH mutational status remains of critical clinical importance. Using multispectral imaging analysis, we compared the incidence of Tregs in IDH-mutant and IDH wild-type glioma from patient tumor samples of LGG. An orthotopic IDH-mutant murine model was generated to evaluate the role of mutant IDH on Treg infiltration by immunohistochemistry. When compared to IDH wild-type controls, Tregs are disproportionally underrepresented in mutant disease, even when taken as a proportion of all infiltrating T cells. Our findings suggest that therapeutic agents targeting Tregs may be more appropriate in modulating the immune response to wild-type disease.
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Affiliation(s)
- Leland G Richardson
- Translational Brain Tumor Immunology Laboratory, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.,Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Linda T Nieman
- Cancer Center, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Xijin S Zheng
- Translational Brain Tumor Immunology Laboratory, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.,Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Khalifa Stafford
- Translational Brain Tumor Immunology Laboratory, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.,Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Hiroaki Nagashima
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Julie J Miller
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Juri Kiyokawa
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - David T Ting
- Cancer Center, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Hiroaki Wakimoto
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel P Cahill
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Bryan D Choi
- Translational Brain Tumor Immunology Laboratory, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.,Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - William T Curry
- Translational Brain Tumor Immunology Laboratory, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.,Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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21
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Hong X, Roh W, Sullivan RJ, Wong KH, Wittner BS, Guo H, Dubash TD, Sade-Feldman M, Wesley BK, Boland GM, Marvin DL, Bonesteel T, Lu C, Horwitz E, Aguet F, Freeman SS, Calhoun K, Jewett MK, Nieman LT, Hacohen N, Näär AM, Ting DT, Toner M, Stott SL, Getz G, Maheswaran S, Haber DA. Abstract 6073: The lipogenic regulator SREBP induces Transferrin in circulating melanoma cells, suppressing their susceptibility to ferroptosis. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-6073] [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
Circulating tumor cells (CTCs) are shed by cancers into the bloodstream, where a viable subset overcomes oxidative stress to initiate metastatic outgrowth. Clonally derived cultured CTCs from patients with BRAF-mutant melanoma reveal upregulation of lipogenesis and iron homeostasis pathways, correlated with their baseline and acquired drug resistance. In CTCs, the lipogenesis regulator SREBP directly induces transcription of the iron carrier Transferrin (TF), thereby reducing intracellular reactive oxygen species (ROS) and lipid peroxidation, and conferring resistance to BRAF inhibitors and inducers of ferroptosis. Knockdown of endogenous TF impairs tumorigenesis by melanoma CTCs; their associated soft agar clonogenic defect is rescued by the lipophilic anti-oxidants Ferrostatin-1 or Vitamin E, and by cholesterol. Single cell RNA-seq of patient-derived melanoma CTCs identifies a subset with high lipogenic, iron metabolic and proliferative signatures, correlated with adverse clinical outcome. Together, the coordinated regulation of these SREBP-driven pathways contributes to cancer progression, drug resistance and metastasis.
Citation Format: Xin Hong, Whijae Roh, Ryan J. Sullivan, Keith H. Wong, Ben S. Wittner, HongShan Guo, Taronish D. Dubash, Moshe Sade-Feldman, Ben K. Wesley, Genevieve M. Boland, Dieuwke L. Marvin, Todd Bonesteel, Chenyue Lu, Elad Horwitz, François Aguet, Samuel S. Freeman, Katherine Calhoun, Michelle K. Jewett, Linda T. Nieman, Nir Hacohen, Anders M. Näär, David T. Ting, Mehmet Toner, Shannon L. Stott, Gad Getz, Shyamala Maheswaran, Daniel A. Haber. The lipogenic regulator SREBP induces Transferrin in circulating melanoma cells, suppressing their susceptibility to ferroptosis [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 6073.
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Affiliation(s)
- Xin Hong
- 1MGH/Harvard Medical School, Charlestown, MA
| | - Whijae Roh
- 2Broad Institute of Harvard and MIT, Charlestown, MA
| | | | | | | | | | | | | | | | | | | | | | - Chenyue Lu
- 1MGH/Harvard Medical School, Charlestown, MA
| | | | | | | | - Katherine Calhoun
- 3Center for Engineering in Medicine/Harvard Medical School, Charlestown, MA
| | - Michelle K. Jewett
- 3Center for Engineering in Medicine/Harvard Medical School, Charlestown, MA
| | | | - Nir Hacohen
- 1MGH/Harvard Medical School, Charlestown, MA
| | | | | | - Mehmet Toner
- 3Center for Engineering in Medicine/Harvard Medical School, Charlestown, MA
| | | | - Gad Getz
- 2Broad Institute of Harvard and MIT, Charlestown, MA
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22
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Desai N, Neyaz A, Szabolcs A, Shih AR, Chen JH, Thapar V, Nieman LT, Solovyov A, Mehta A, Lieb DJ, Kulkarni AS, Jaicks C, Pinto CJ, Juric D, Chebib I, Colvin RB, Kim AY, Monroe R, Warren SE, Danaher P, Reeves JW, Gong J, Rueckert EH, Greenbaum BD, Hacohen N, Lagana SM, Rivera MN, Sholl LM, Stone JR, Ting DT, Deshpande V. Temporal and Spatial Heterogeneity of Host Response to SARS-CoV-2 Pulmonary Infection. medRxiv 2020:2020.07.30.20165241. [PMID: 32766600 PMCID: PMC7402055 DOI: 10.1101/2020.07.30.20165241] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
The relationship of SARS-CoV-2 lung infection and severity of pulmonary disease is not fully understood. We analyzed autopsy specimens from 24 patients who succumbed to SARS-CoV-2 infection using a combination of different RNA and protein analytical platforms to characterize inter- and intra- patient heterogeneity of pulmonary virus infection. There was a spectrum of high and low virus cases that was associated with duration of disease and activation of interferon pathway genes. Using a digital spatial profiling platform, the virus corresponded to distinct spatial expression of interferon response genes and immune checkpoint genes demonstrating the intra-pulmonary heterogeneity of SARS-CoV-2 infection.
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Affiliation(s)
- Niyati Desai
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
| | - Azfar Neyaz
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
| | | | | | - Jonathan H. Chen
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
- Department of Pathology, Boston, MA 02114, USA
| | - Vishal Thapar
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
| | - Linda T. Nieman
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
| | | | - Arnav Mehta
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
- The Broad Institute, Cambridge, MA 02142, USA
| | | | | | | | | | - Dejan Juric
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
| | - Ivan Chebib
- Department of Pathology, Boston, MA 02114, USA
| | | | | | - Robert Monroe
- Advanced Cell Diagnostics, a Bio-Techne Brand, Newark, CA 94560, USA
| | | | | | | | | | | | | | - Nir Hacohen
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
- Department of Medicine, Boston, MA 02114, USA
- The Broad Institute, Cambridge, MA 02142, USA
| | - Stephen M. Lagana
- Columbia University Irving Medical Center, Department of Pathology and Cell Biology, New York, NY 10032, USA
| | - Miguel N. Rivera
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
- Department of Pathology, Boston, MA 02114, USA
- The Broad Institute, Cambridge, MA 02142, USA
| | - Lynette M. Sholl
- Brigham and Woman’s Hospital, Department of Pathology, Boston, MA 02115
| | | | - David T. Ting
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
- Department of Medicine, Boston, MA 02114, USA
| | - Vikram Deshpande
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA
- Department of Pathology, Boston, MA 02114, USA
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23
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Edd JF, Mishra A, Dubash TD, Herrera S, Mohammad R, Williams EK, Hong X, Mutlu BR, Walsh JR, Machado de Carvalho F, Aldikacti B, Nieman LT, Stott SL, Kapur R, Maheswaran S, Haber DA, Toner M. Microfluidic concentration and separation of circulating tumor cell clusters from large blood volumes. Lab Chip 2020; 20:558-567. [PMID: 31934715 PMCID: PMC7469923 DOI: 10.1039/c9lc01122f] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
Circulating tumor cells (CTCs) are extremely rare in the blood, yet they account for metastasis. Notably, it was reported that CTC clusters (CTCCs) can be 50-100 times more metastatic than single CTCs, making them particularly salient as a liquid biopsy target. Yet they can split apart and are even rarer, complicating their recovery. Isolation by filtration risks loss when clusters squeeze through filter pores over time, and release of captured clusters can be difficult. Deterministic lateral displacement is continuous but requires channels not much larger than clusters, leading to clogging. Spiral inertial focusing requires large blood dilution factors (or lysis). Here, we report a microfluidic chip that continuously isolates untouched CTC clusters from large volumes of minimally (or undiluted) whole blood. An array of 100 μm-wide channels first concentrates clusters in the blood, and then a similar array transfers them into a small volume of buffer. The microscope-slide-sized PDMS device isolates individually-spiked CTC clusters from >30 mL per hour of whole blood with 80% efficiency into enumeration (fluorescence imaging), and on-chip yield approaches 100% (high speed video). Median blood cell removal (in base-10 logs) is 4.2 for leukocytes, 5.5 for red blood cells, and 4.9 for platelets, leaving less than 0.01% of leukocytes alongside CTC clusters in the product. We also demonstrate that cluster configurations are preserved. Gentle, high throughput concentration and separation of circulating tumor cell clusters from large blood volumes will enable cluster-specific diagnostics and speed the generation of patient-specific CTC cluster lines.
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Affiliation(s)
- Jon F Edd
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA. and Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Avanish Mishra
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA.
| | - Taronish D Dubash
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA and Harvard Medical School, Boston, MA 02115, USA
| | - Stefan Herrera
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA.
| | - Ridhwan Mohammad
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA.
| | - E Kendall Williams
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA.
| | - Xin Hong
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Baris R Mutlu
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA.
| | - John R Walsh
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA. and Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | | | - Berent Aldikacti
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA. and Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Linda T Nieman
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA
| | - Shannon L Stott
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA. and Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA and Harvard Medical School, Boston, MA 02115, USA
| | - Ravi Kapur
- MicroMedicine, Inc., Waltham, MA 02451, USA
| | - Shyamala Maheswaran
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA and Harvard Medical School, Boston, MA 02115, USA
| | - Daniel A Haber
- Cancer Center, Massachusetts General Hospital, Boston, Massachusetts 02114, USA and Harvard Medical School, Boston, MA 02115, USA and Howard Hughes Medical Institute, Bethesda, MD 20815, USA
| | - Mehmet Toner
- BioMEMS Resource Center, Center for Engineering in Medicine and Surgical Services, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts 02114, USA. and Shriners Hospitals for Children, Boston, Massachusetts 02114, USA
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24
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Ligorio M, Sil S, Malagon-Lopez J, Nieman LT, Misale S, Di Pilato M, Ebright RY, Karabacak MN, Kulkarni AS, Liu A, Vincent Jordan N, Franses JW, Philipp J, Kreuzer J, Desai N, Arora KS, Rajurkar M, Horwitz E, Neyaz A, Tai E, Magnus NKC, Vo KD, Yashaswini CN, Marangoni F, Boukhali M, Fatherree JP, Damon LJ, Xega K, Desai R, Choz M, Bersani F, Langenbucher A, Thapar V, Morris R, Wellner UF, Schilling O, Lawrence MS, Liss AS, Rivera MN, Deshpande V, Benes CH, Maheswaran S, Haber DA, Fernandez-Del-Castillo C, Ferrone CR, Haas W, Aryee MJ, Ting DT. Stromal Microenvironment Shapes the Intratumoral Architecture of Pancreatic Cancer. Cell 2019; 178:160-175.e27. [PMID: 31155233 DOI: 10.1016/j.cell.2019.05.012] [Citation(s) in RCA: 330] [Impact Index Per Article: 66.0] [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: 08/28/2018] [Revised: 01/29/2019] [Accepted: 05/03/2019] [Indexed: 01/05/2023]
Abstract
Single-cell technologies have described heterogeneity across tissues, but the spatial distribution and forces that drive single-cell phenotypes have not been well defined. Combining single-cell RNA and protein analytics in studying the role of stromal cancer-associated fibroblasts (CAFs) in modulating heterogeneity in pancreatic cancer (pancreatic ductal adenocarcinoma [PDAC]) model systems, we have identified significant single-cell population shifts toward invasive epithelial-to-mesenchymal transition (EMT) and proliferative (PRO) phenotypes linked with mitogen-activated protein kinase (MAPK) and signal transducer and activator of transcription 3 (STAT3) signaling. Using high-content digital imaging of RNA in situ hybridization in 195 PDAC tumors, we quantified these EMT and PRO subpopulations in 319,626 individual cancer cells that can be classified within the context of distinct tumor gland "units." Tumor gland typing provided an additional layer of intratumoral heterogeneity that was associated with differences in stromal abundance and clinical outcomes. This demonstrates the impact of the stroma in shaping tumor architecture by altering inherent patterns of tumor glands in human PDAC.
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Affiliation(s)
- Matteo Ligorio
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Srinjoy Sil
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Jose Malagon-Lopez
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Linda T Nieman
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Sandra Misale
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Mauro Di Pilato
- Division of Rheumatology, Allergy, and Immunology, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Richard Y Ebright
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Murat N Karabacak
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Center for Engineering in Medicine, Massachusetts General Hospital, Boston, MA 02114, USA; Harvard Medical School, Boston, MA 02114, USA
| | | | - Ann Liu
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Joseph W Franses
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Julia Philipp
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Johannes Kreuzer
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Niyati Desai
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Kshitij S Arora
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Mihir Rajurkar
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Elad Horwitz
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Azfar Neyaz
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Eric Tai
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Kevin D Vo
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Francesco Marangoni
- Division of Rheumatology, Allergy, and Immunology, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Myriam Boukhali
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Leah J Damon
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Kristina Xega
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Rushil Desai
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Melissa Choz
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Francesca Bersani
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Adam Langenbucher
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Vishal Thapar
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Robert Morris
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Oliver Schilling
- Institute of Pathology, University Medical Center Freiburg, Germany
| | | | - Andrew S Liss
- Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Miguel N Rivera
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Vikram Deshpande
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Cyril H Benes
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Shyamala Maheswaran
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Daniel A Haber
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Division of Rheumatology, Allergy, and Immunology, Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Boston, MA 02114, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA
| | - Carlos Fernandez-Del-Castillo
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Cristina R Ferrone
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Surgery, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Wilhelm Haas
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Martin J Aryee
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA.
| | - David T Ting
- Cancer Center, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA.
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25
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Hong X, Sullivan RJ, Kalinich M, Kwan T, Pan S, LiCausi JA, Milner JD, Nieman LT, Wittner BS, Ho U, Chen T, Kapur R, Lawrence D, Flaherty KT, Sequist LV, Ramaswamy S, Miyamoto DT, Lawrence M, Giobbie-Hurder A, Toner M, Isselbacher KJ, Maheswaran S, Haber DA. Abstract LB-144: Molecular signatures of circulating melanoma cells for monitoring early response to immune checkpoint therapy. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-lb-144] [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
A subset of patients with metastatic melanoma have sustained remissions following treatment with immune checkpoint inhibitors. However, analyses of pretreatment tumor biopsies for markers predictive of response, including PD-L1 expression and mutational burden, are insufficiently precise to guide treatment selection and clinical radiographic evidence of response on therapy may be delayed, leading to some patients receiving potentially ineffective but toxic therapy. Here, we developed a molecular signature of melanoma Circulating Tumor Cells (CTCs) to quantify early tumor response using blood-based monitoring. A quantitative 19-gene digital RNA signature (CTC-Score) applied to microfluidically-enriched CTCs robustly distinguishes melanoma cells, within a background of blood cells in reconstituted and in patient-derived (N=42) blood specimens. In a prospective cohort of 49 patients treated with immune checkpoint inhibitors, a decrease in CTC-Score within 7 weeks of therapy correlates with marked improvement in progression-free survival (Hazard Ratio (HR): 0.17, P=0.008) and overall survival (HR: 0.12, P=0.04). Thus, digital quantitation of melanoma CTC-derived transcripts enables serial noninvasive monitoring of tumor burden, supporting the rational application of immune checkpoint inhibition therapies.
Citation Format: Xin Hong, Ryan J. Sullivan, Mark Kalinich, Tanya Kwan, Shiwei Pan, Joseph A. LiCausi, John D. Milner, Linda T. Nieman, Ben S. Wittner, Uyen Ho, Tianqi Chen, Ravi Kapur, Don Lawrence, Keith T. Flaherty, Lecia V. Sequist, Sridhar Ramaswamy, David T. Miyamoto, Michael Lawrence, Anita Giobbie-Hurder, Mehmet Toner, Kurt J. Isselbacher, Shyamala Maheswaran, Daniel A. Haber. Molecular signatures of circulating melanoma cells for monitoring early response to immune checkpoint therapy [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 LB-144.
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Affiliation(s)
- Xin Hong
- MGH cancer center, Harvard Medical School, Boston, MA
| | | | - Mark Kalinich
- MGH cancer center, Harvard Medical School, Boston, MA
| | - Tanya Kwan
- MGH cancer center, Harvard Medical School, Boston, MA
| | - Shiwei Pan
- MGH cancer center, Harvard Medical School, Boston, MA
| | | | | | | | | | - Uyen Ho
- MGH cancer center, Harvard Medical School, Boston, MA
| | - Tianqi Chen
- MGH cancer center, Harvard Medical School, Boston, MA
| | - Ravi Kapur
- MGH cancer center, Harvard Medical School, Boston, MA
| | - Don Lawrence
- MGH cancer center, Harvard Medical School, Boston, MA
| | | | | | | | | | | | | | - Mehmet Toner
- MGH cancer center, Harvard Medical School, Boston, MA
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26
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Tessier SN, Weng L, Moyo WD, Au SH, Wong KHK, Angpraseuth C, Stoddard AE, Lu C, Nieman LT, Sandlin RD, Uygun K, Stott SL, Toner M. Effect of Ice Nucleation and Cryoprotectants during High Subzero-Preservation in Endothelialized Microchannels. ACS Biomater Sci Eng 2018; 4:3006-3015. [PMID: 31544149 DOI: 10.1021/acsbiomaterials.8b00648] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Cryopreservation is of significance in areas including tissue engineering, regenerative medicine, and organ transplantation. We investigated endothelial cell attachment and membrane integrity in a microvasculature model at high subzero temperatures in the presence of extracellular ice. The results show that in the presence of heterogeneous extracellular ice formation induced by ice nucleating bacteria, endothelial cells showed improved attachment at temperature minimums of -6 °C. However, as temperatures decreased below -6 °C, endothelial cells required additional cryoprotectants. The glucose analog, 3-O-methyl-D-glucose (3-OMG), rescued cell attachment optimally at 100 mM (cells/lane was 34, as compared to 36 for controls), while 2% and 5% polyethylene glycol (PEG) were equally effective at -10 °C (88% and 86.4% intact membranes). Finally, endothelialized microchannels were stored for 72 h at -10 °C in a preservation solution consisting of the University of Wisconsin (UW) solution, Snomax, 3-OMG, PEG, glycerol, and trehalose, whereby cell attachment was not significantly different from unfrozen controls, although membrane integrity was compromised. These findings enrich our knowledge about the direct impact of extracellular ice on endothelial cells. Specifically, we show that, by controlling the ice nucleation temperature and uniformity, we can preserve cell attachment and membrane integrity. Further, we demonstrate the strength of leveraging endothelialized microchannels to fuel discoveries in cryopreservation of thick tissues and solid organs.
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Affiliation(s)
- Shannon N Tessier
- Center for Engineering in Medicine and BioMEMS Resource Center, Surgical Services, Massachusetts General Hospital, Harvard Medical School, 114 16th Street, Charlestown, Massachusetts 02129, United States.,Department of Surgery, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, United States.,Shriners Hospital for Children, 51 Blossom Street, Boston, Massachusetts 02114, United States
| | - Lindong Weng
- Center for Engineering in Medicine and BioMEMS Resource Center, Surgical Services, Massachusetts General Hospital, Harvard Medical School, 114 16th Street, Charlestown, Massachusetts 02129, United States.,Department of Surgery, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, United States
| | - Will D Moyo
- Center for Engineering in Medicine and BioMEMS Resource Center, Surgical Services, Massachusetts General Hospital, Harvard Medical School, 114 16th Street, Charlestown, Massachusetts 02129, United States.,Department of Surgery, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, United States
| | - Sam H Au
- Center for Engineering in Medicine and BioMEMS Resource Center, Surgical Services, Massachusetts General Hospital, Harvard Medical School, 114 16th Street, Charlestown, Massachusetts 02129, United States.,Department of Surgery, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, United States
| | - Keith H K Wong
- Center for Engineering in Medicine and BioMEMS Resource Center, Surgical Services, Massachusetts General Hospital, Harvard Medical School, 114 16th Street, Charlestown, Massachusetts 02129, United States.,Department of Surgery, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, United States.,Shriners Hospital for Children, 51 Blossom Street, Boston, Massachusetts 02114, United States
| | - Cindy Angpraseuth
- Center for Engineering in Medicine and BioMEMS Resource Center, Surgical Services, Massachusetts General Hospital, Harvard Medical School, 114 16th Street, Charlestown, Massachusetts 02129, United States.,Department of Surgery, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, United States
| | - Amy E Stoddard
- Center for Engineering in Medicine and BioMEMS Resource Center, Surgical Services, Massachusetts General Hospital, Harvard Medical School, 114 16th Street, Charlestown, Massachusetts 02129, United States.,Department of Surgery, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, United States
| | - Chenyue Lu
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 149 13th Street, Charlestown, Massachusetts 02129, United States
| | - Linda T Nieman
- Massachusetts General Hospital Cancer Center, Harvard Medical School, 149 13th Street, Charlestown, Massachusetts 02129, United States
| | - Rebecca D Sandlin
- Center for Engineering in Medicine and BioMEMS Resource Center, Surgical Services, Massachusetts General Hospital, Harvard Medical School, 114 16th Street, Charlestown, Massachusetts 02129, United States.,Department of Surgery, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, United States.,Shriners Hospital for Children, 51 Blossom Street, Boston, Massachusetts 02114, United States
| | - Korkut Uygun
- Center for Engineering in Medicine and BioMEMS Resource Center, Surgical Services, Massachusetts General Hospital, Harvard Medical School, 114 16th Street, Charlestown, Massachusetts 02129, United States.,Department of Surgery, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, United States.,Shriners Hospital for Children, 51 Blossom Street, Boston, Massachusetts 02114, United States
| | - Shannon L Stott
- Center for Engineering in Medicine and BioMEMS Resource Center, Surgical Services, Massachusetts General Hospital, Harvard Medical School, 114 16th Street, Charlestown, Massachusetts 02129, United States.,Massachusetts General Hospital Cancer Center, Harvard Medical School, 149 13th Street, Charlestown, Massachusetts 02129, United States.,Department of Medicine, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, United States
| | - Mehmet Toner
- Center for Engineering in Medicine and BioMEMS Resource Center, Surgical Services, Massachusetts General Hospital, Harvard Medical School, 114 16th Street, Charlestown, Massachusetts 02129, United States.,Department of Surgery, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, United States.,Shriners Hospital for Children, 51 Blossom Street, Boston, Massachusetts 02114, United States
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27
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Kan CW, Lee AY, Nieman LT, Sokolov K, Markey MK. Adaptive spectral window sizes for extraction of diagnostic features from optical spectra. J Biomed Opt 2010; 15:047012. [PMID: 20799843 PMCID: PMC3188638 DOI: 10.1117/1.3481143] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [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: 04/18/2010] [Revised: 06/26/2010] [Accepted: 07/01/2010] [Indexed: 05/29/2023]
Abstract
We present an approach to adaptively adjust the spectral window sizes for optical spectra feature extraction. Previous studies extracted features from spectral windows of a fixed width. In our algorithm, piecewise linear regression is used to adaptively adjust the window sizes to find the maximum window size with reasonable linear fit with the spectrum. This adaptive windowing technique ensures the signal linearity in defined windows; hence, the adaptive windowing technique retains more diagnostic information while using fewer windows. This method was tested on a data set of diffuse reflectance spectra of oral mucosa lesions. Eight features were extracted from each window. We performed classifications using linear discriminant analysis with cross-validation. Using windowing techniques results in better classification performance than not using windowing. The area under the receiver-operating-characteristics curve for windowing techniques was greater than a nonwindowing technique for both normal versus mild dysplasia (MD) plus severe high-grade dysplasia or carcinama (SD) (MD+SD) and benign versus MD+SD. Although adaptive and fixed-size windowing perform similarly, adaptive windowing utilizes significantly fewer windows than fixed-size windows (number of windows per spectrum: 8 versus 16). Because adaptive windows retain most diagnostic information while reducing the number of windows needed for feature extraction, our results suggest that it isolates unique diagnostic features in optical spectra.
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Affiliation(s)
- Chih-wen Kan
- The University of Texas, Department of Biomedical Engineering, Austin, Texas 78712-1084, USA
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28
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Nieman LT, Jakovljevic M, Sokolov K. Compact beveled fiber optic probe design for enhanced depth discrimination in epithelial tissues. Opt Express 2009; 17:2780-96. [PMID: 19219183 DOI: 10.1364/oe.17.002780] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
We report the development and evaluation of a simple compact probe that incorporates multiple beveled fibers for depth sensitive detection of spectroscopic signals in vivo. We evaluated three probes with bevel angles 35, 40, and 45 degrees for their collection efficiency and depth resolution using a thin highly scattering white substrate and found that a 40 degree bevel provides the best characteristics for depth-resolved spectroscopy. The depth sensitivity of the probe with 40 degree beveled fibers was then evaluated using multilayer phantoms with scattering properties mimicking precancerous tissue and in vivo on normal human oral mucosa. The results demonstrate that the use of multiple beveled fibers has the capability to simultaneously collect scattering spectra from a range of depths within epithelial tissue that has the potential to provide further significant improvement of detection and monitorin of epithelial precancers.
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Affiliation(s)
- Linda T Nieman
- Department of Biomedical Engineering, The University of Texas M.D. Anderson Cancer Center, 1515 Holcombe Boulevard, Austin, TX 77030, USA.
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29
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Vermaas WFJ, Timlin JA, Jones HDT, Sinclair MB, Nieman LT, Hamad SW, Melgaard DK, Haaland DM. In vivo hyperspectral confocal fluorescence imaging to determine pigment localization and distribution in cyanobacterial cells. Proc Natl Acad Sci U S A 2008; 105:4050-5. [PMID: 18316743 PMCID: PMC2268818 DOI: 10.1073/pnas.0708090105] [Citation(s) in RCA: 107] [Impact Index Per Article: 6.7] [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: 08/27/2007] [Indexed: 11/18/2022] Open
Abstract
Hyperspectral confocal fluorescence imaging provides the opportunity to obtain individual fluorescence emission spectra in small ( approximately 0.03-microm(3)) volumes. Using multivariate curve resolution, individual fluorescence components can be resolved, and their intensities can be calculated. Here we localize, in vivo, photosynthesis-related pigments (chlorophylls, phycobilins, and carotenoids) in wild-type and mutant cells of the cyanobacterium Synechocystis sp. PCC 6803. Cells were excited at 488 nm, exciting primarily phycobilins and carotenoids. Fluorescence from phycocyanin, allophycocyanin, allophycocyanin-B/terminal emitter, and chlorophyll a was resolved. Moreover, resonance-enhanced Raman signals and very weak fluorescence from carotenoids were observed. Phycobilin emission was most intense along the periphery of the cell whereas chlorophyll fluorescence was distributed more evenly throughout the cell, suggesting that fluorescing phycobilisomes are more prevalent along the outer thylakoids. Carotenoids were prevalent in the cell wall and also were present in thylakoids. Two chlorophyll fluorescence components were resolved: the short-wavelength component originates primarily from photosystem II and is most intense near the periphery of the cell; and the long-wavelength component that is attributed to photosystem I because it disappears in mutants lacking this photosystem is of higher relative intensity toward the inner rings of the thylakoids. Together, the results suggest compositional heterogeneity between thylakoid rings, with the inner thylakoids enriched in photosystem I. In cells depleted in chlorophyll, the amount of both chlorophyll emission components was decreased, confirming the accuracy of the spectral assignments. These results show that hyperspectral fluorescence imaging can provide unique information regarding pigment organization and localization in the cell.
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Affiliation(s)
- Wim F. J. Vermaas
- *School of Life Sciences and Center for Bioenergy and Photosynthesis, Arizona State University, Box 874501, Tempe, AZ 85287-4501; and
| | | | | | | | | | - Sawsan W. Hamad
- *School of Life Sciences and Center for Bioenergy and Photosynthesis, Arizona State University, Box 874501, Tempe, AZ 85287-4501; and
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Nieman LT, Kan CW, Gillenwater A, Markey MK, Sokolov K. Probing local tissue changes in the oral cavity for early detection of cancer using oblique polarized reflectance spectroscopy: a pilot clinical trial. J Biomed Opt 2008; 13:024011. [PMID: 18465974 DOI: 10.1117/1.2907450] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
We report the results of an oral cavity pilot clinical trial to detect early precancer and cancer using a fiber optic probe with obliquely oriented collection fibers that preferentially probe local tissue morphology and heterogeneity using oblique polarized reflectance spectroscopy (OPRS). We extract epithelial cell nuclear sizes and 10 spectral features. These features are analyzed independently and in combination to assess the best metrics for separation of diagnostic classes. Without stratifying the data according to anatomical location or level of keratinization, OPRS is found to be sensitive to four diagnostic categories: normal, benign, mild dysplasia, high-grade dysplasia, and carcinoma. Using linear discriminant analysis, separation of normal from high-grade dysplasia and carcinoma yield a sensitivity and specificity of 90 and 86%, respectively. Discrimination of morphologically similar lesions such as normal from mild dysplasia is achieved with a sensitivity of 75% and specificity of 73%. Separation of visually indistinguishable benign lesions from high-grade dysplasia and carcinoma is achieved with good sensitivity (100%) and specificity (85%), while separation of benign from mild dysplasia gives a sensitivity of 92% and a specificity of 69%. These promising results suggest that OPRS has the potential to aid screening and diagnosis of oral precancer and cancer.
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Affiliation(s)
- Linda T Nieman
- The University of Texas M. D. Anderson Cancer Center, Department of Biomedical Engineering, 1515 Holcombe Boulevard, Houston, Texas 77030, USA
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Kan CW, Jiang BC, Nieman LT, Sokolov K, Markey MK. Comparison of linear and non-linear classifiers for oral cancer screening by optical spectroscopy. AMIA Annu Symp Proc 2007:1003. [PMID: 18694102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Received: 03/15/2007] [Accepted: 10/11/2007] [Indexed: 05/26/2023]
Abstract
We compared the use of linear discriminant analysis and an artificial neural network for classifying optical spectral measurements of oral sites. Consistent with studies of optical spectroscopy for diagnosis of other forms of cancer, our results suggest that a non-linear classifier may be warranted. Our study also demonstrated that the classifiers were better able to distinguish between sites that were more histopathologically distinct.
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Affiliation(s)
- Chih-Wen Kan
- TheUniversity of Texas. Department of Biomedical Engineering, USA
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Sutherland VL, Timlin JA, Nieman LT, Guzowski JF, Chawla MK, Worley PF, Roysam B, McNaughton BL, Sinclair MB, Barnes CA. Advanced imaging of multiple mRNAs in brain tissue using a custom hyperspectral imager and multivariate curve resolution. J Neurosci Methods 2006; 160:144-8. [PMID: 17049619 PMCID: PMC1815393 DOI: 10.1016/j.jneumeth.2006.08.018] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.3] [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: 03/15/2006] [Revised: 08/25/2006] [Accepted: 08/25/2006] [Indexed: 11/30/2022]
Abstract
Simultaneous imaging of multiple cellular components is of tremendous importance in the study of complex biological systems, but the inability to use probes with similar emission spectra and the time consuming nature of collecting images on a confocal microscope are prohibitive. Hyperspectral imaging technology, originally developed for remote sensing applications, has been adapted to measure multiple genes in complex biological tissues. A spectral imaging microscope was used to acquire overlapping fluorescence emissions from specific mRNAs in brain tissue by scanning the samples using a single fluorescence excitation wavelength. The underlying component spectra obtained from the samples are then separated into their respective spectral signatures using multivariate analyses, enabling the simultaneous quantitative measurement of multiple genes either at regional or cellular levels.
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Affiliation(s)
- Vicki L Sutherland
- Arizona Research Laboratories, Division of Neural Systems Memory & Aging, University of Arizona, Tucson, AZ, United States
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Abstract
Early detection of cancer and its curable precursors remains the best way to ensure patient survival and quality of life. Thus, highly selective, sensitive and cost-effective screening and diagnostic techniques to identify curable pre-cancerous lesions are desperately needed. Precancers are characterized by increased nuclear size, increased nuclear/cytoplasmic ratio, hyperchromasia and pleomorphism, which currently can only be assessed through an invasive, painful biopsy. Here, we describe the development of a non-invasive optical technique based on polarized reflectance spectroscopy that has the potential to provide in real time diagnostically useful information for pre-cancer detection. Our results demonstrate that polarized reflectance spectroscopy can be used to selectively detect the size-dependent scattering characteristics of nuclei in vivo. We gradually progress from cell suspensions to realistic three-dimensional tissue models of epithelium, then to cervical biopsies and, finally to in vivo studies on normal volunteers and clinical patients.
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Affiliation(s)
- Konstantin Sokolov
- Department of Imaging Physics, M.D. Anderson Cancer Center, 1515 Holcombe Blvd., Unit 56, Houston, TX 77030, USA.
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