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Gerami P, Chen A, Sharma N, Patel P, Hagstrom M, Kancherla P, Geraminejad T, Olivares S, Biswas A, Bosenberg M, Busam KJ, de La Fouchardière A, Duncan LM, Elder DE, Ko J, Landman G, Lazar AJ, Lowe L, Massi D, Mihic-Probst D, Parker DC, Scolyer RA, Shea CR, Zembowicz A, Yun SJ, Blokx WAM, Barnhill RL. BRAF Mutated and Morphologically Spitzoid Tumors, a Subgroup of Melanocytic Neoplasms Difficult to Distinguish From True Spitz Neoplasms. Am J Surg Pathol 2024; 48:538-545. [PMID: 38525831 DOI: 10.1097/pas.0000000000002194] [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] [Indexed: 03/26/2024]
Abstract
Drivers of Spitz neoplasms include activating point mutations in HRAS and Spitz-associated genomic fusions. It has become evident that some BRAF -mutated melanocytic neoplasms can morphologically mimic Spitz tumors (STs). These have been termed BRAF mutated and morphologically spitzoid (BAMS). In this study, 17 experts from the International Melanoma Pathology Study Group assessed 54 cases which included 40 BAMS and 14 true STs. The participants reviewed the cases blinded to the genomic data and selected among several diagnostic options, including BAMS, ST, melanoma, and other. A total of 38% of all diagnostic selections in the BAMS cases were for BAMS, whereas 32% were for ST. In 22 of the BAMS cases, the favored diagnosis was BAMS, whereas in 17 of the BAMS cases, the favored diagnosis was ST. Among the 20 cases in the total group of 54 with the highest number of votes for ST, half were BAMS. Of BAMS, 75% had a number of votes for ST that was within the SD of votes for ST seen among true ST cases. There was poor interobserver agreement for the precise diagnosis of the BAMS (kappa = 0.16) but good agreement that these cases were not melanoma (kappa = 0.7). BAMS nevi/tumors can closely mimic Spitz neoplasms. Expert melanoma pathologists in this study favored a diagnosis of ST in nearly half of the BAMS cases. There are BAMS cases that even experts cannot morphologically distinguish from true Spitz neoplasms.
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Affiliation(s)
- Pedram Gerami
- Department of Dermatology, Feinberg School of Medicine, Northwestern University
| | - Alice Chen
- Department of Dermatology, Feinberg School of Medicine, Northwestern University
| | - Natasha Sharma
- Department of Dermatology, Feinberg School of Medicine, Northwestern University
| | - Pragi Patel
- Department of Dermatology, Feinberg School of Medicine, Northwestern University
| | - Michael Hagstrom
- Department of Dermatology, Feinberg School of Medicine, Northwestern University
| | - Pranav Kancherla
- Department of Dermatology, Feinberg School of Medicine, Northwestern University
| | - Tara Geraminejad
- Department of Dermatology, Feinberg School of Medicine, Northwestern University
| | - Shantel Olivares
- Department of Dermatology, Feinberg School of Medicine, Northwestern University
| | - Asok Biswas
- Department of Pathology, Western General Hospital, Edinburgh, UK
| | | | - Klaus J Busam
- Department of Pathology, Dermatopathology Service, Memorial Sloan Kettering Cancer Center, New York City, NY
| | | | - Lyn M Duncan
- Department of Dermatopathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - David E Elder
- Department of Pathology and Laboratory Medicine, Division of Anatomic Pathology, Hospital of the University of Pennsylvania, Philadelphia, PA
| | - Jennifer Ko
- Department of Anatomic Pathology, Cleveland Clinic, Cleveland, OH
| | - Gilles Landman
- Department of Pathology, Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Alexander J Lazar
- Department of Pathology, Paulista School of Medicine, Federal University of São Paulo, São Paulo, Brazil
| | - Lori Lowe
- Department of Dermatology and Pathology, University of Michigan Medical School, Ann Arbor, MI
| | - Daniela Massi
- Department of Health Sciences, Section of Anatomic Pathology, University of Florence, Florence, Italy
| | - Daniela Mihic-Probst
- Department of Pathology and Molecular Pathology, University Hospital Zurich, Zurich, Switzerland
| | - Douglas C Parker
- Departments of Pathology and Dermatology, Emory University School of Medicine, Atlanta, GA
| | - Richard A Scolyer
- Department of Tissue Pathology, Royal Prince Alfred Hospital, and NSW Health Pathology, North Sydney, NSW, Australia
- Department of Dermatopathology, The University of Sydney, Sydney, NSW, Australia
- Melanoma Institute Australia, North Sydney, NSW, Australia
| | - Christopher R Shea
- Department of Medicine, Section of Dermatology, University of Chicago, Chicago, IL
| | - Artur Zembowicz
- Department of Anatomic and Clinical Pathology, Tufts Medical School, Boston, MA
| | - Sook Jung Yun
- Department of Dermatology, Chonnam National University Medical School, Gwangju, Korea
| | - Willeke A M Blokx
- Department of Pathology, Division Laboratories, Pharmacy and Biomedical Genetics University Medical Center Utrecht, The Netherlands
| | - Raymond L Barnhill
- Department of Translational Research, Curie Institute, Paris Sciences & Letters University, and UFR of Medicine, University of Paris Cité, Paris, France
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Gadal S, Boyer JA, Roy SF, Outmezguine NA, Sharma M, Li H, Fan N, Chan E, Romin Y, Barlas A, Chang Q, Pancholi P, Timaul NM, Overholtzer M, Yaeger R, Manova-Todorova K, de Stanchina E, Bosenberg M, Rosen N. Tumorigenesis driven by the BRAF V600E oncoprotein requires secondary mutations that overcome its feedback inhibition of migration and invasion. bioRxiv 2024:2023.11.21.568071. [PMID: 38659913 PMCID: PMC11042182 DOI: 10.1101/2023.11.21.568071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
Abstract
BRAF V600E mutation occurs in 46% of melanomas and drives high levels of ERK activity and ERK-dependent proliferation. However, BRAF V600E is insufficient to drive melanoma in GEMM models, and 82% of human benign nevi harbor BRAF V600E mutations. We show here that BRAF V600E inhibits mesenchymal migration by causing feedback inhibition of RAC1 activity. ERK pathway inhibition induces RAC1 activation and restores migration and invasion. In cells with BRAF V600E , mutant RAC1, overexpression of PREX1, PREX2, or PTEN inactivation restore RAC1 activity and cell motility. Together, these lesions occur in 48% of BRAF V600E melanomas. Thus, although BRAF V600E activation of ERK deregulates cell proliferation, it prevents full malignant transformation by causing feedback inhibition of cell migration. Secondary mutations are, therefore, required for tumorigenesis. One mechanism underlying tumor evolution may be the selection of lesions that rescue the deleterious effects of oncogenic drivers. Statement of significance BRAF V600E activation of ERK causes feedback inhibition of cell migration and invasion and thus blocks tumorigenesis. Secondary genetic lesions are required to rescue these processes and enable tumor development. Thus, oncogenic feedback can shape the details of tumor progression and, in doing so, selects for new mutations that may be therapeutic targets.
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Chen A, Sharma N, Patel P, Olivares S, Bahrami A, Barnhill RL, Blokx WAM, Bosenberg M, Busam KJ, de La Fouchardière A, Duncan LM, Elder DE, Ko JS, Landman G, Lazar AJ, Lezcano C, Lowe L, Maher N, Massi D, Messina J, Mihic-Probst D, Parker DC, Redpath M, Scolyer RA, Shea CR, Spatz A, Tron V, Xu X, Yeh I, Jung Yun S, Zembowicz A, Gerami P. The Impact of Next-generation Sequencing on Interobserver Agreement and Diagnostic Accuracy of Desmoplastic Melanocytic Neoplasms. Am J Surg Pathol 2024:00000478-990000000-00332. [PMID: 38590014 DOI: 10.1097/pas.0000000000002226] [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: 04/10/2024]
Abstract
Next-generation sequencing (NGS) is increasingly being utilized as an ancillary tool for diagnostically challenging melanocytic neoplasms. It is incumbent upon the pathology community to perform studies assessing the benefits and limitations of these tools in specific diagnostic scenarios. One of the most challenging diagnostic scenarios faced by skin pathologists involves accurate diagnosis of desmoplastic melanocytic neoplasms (DMNs). In this study, 20 expert melanoma pathologists rendered a diagnosis on 47 DMNs based on hematoxylin and eosin sections with demographic information. After submitting their diagnosis, the experts were given the same cases, but this time with comprehensive genomic sequencing results, and asked to render a diagnosis again. Identification of desmoplastic melanoma (DM) improved by 7%, and this difference was statistically significant (P<0.05). In addition, among the 15 melanoma cases, in the pregenomic assessment, only 12 were favored to be DM by the experts, while after genomics, this improved to 14 of the cases being favored to be DM. In fact, some cases resulting in metastatic disease had a substantial increase in the number of experts recognizing them as DM after genomics. The impact of the genomic findings was less dramatic among benign and intermediate-grade desmoplastic tumors (BIDTs). Interobserver agreement also improved, with the Fleiss multirater Kappa being 0.36 before genomics to 0.4 after genomics. NGS has the potential to improve diagnostic accuracy in the assessment of desmoplastic melanocytic tumors. The degree of improvement will be most substantial among pathologists with some background and experience in bioinformatics and melanoma genetics.
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Affiliation(s)
- Alice Chen
- Department of Dermatology, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Natasha Sharma
- Department of Dermatology, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Pragi Patel
- Department of Dermatology, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Shantel Olivares
- Department of Dermatology, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Armita Bahrami
- Department of Pathology, Emory University School of Medicine, Atlanta, GA
| | - Raymond L Barnhill
- Department of Translational Research, Institut Curie, Paris Sciences and Lettres Research University, and UFR of Medicine, University of Paris Cité, Paris
| | - Willeke A M Blokx
- Department of Pathology, Division Laboratories, Pharmacy and Biomedical Genetics University Medical Center Utrecht, The Netherlands
| | | | - Klaus J Busam
- Department of Pathology, Dermatopathology Service, Memorial Sloan Kettering Cancer Center, New York City, NY
| | | | - Lyn M Duncan
- Department of Dermatopathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - David E Elder
- Department of Pathology and Laboratory Medicine, Division of Anatomic Pathology, Hospital of the University of Pennsylvania
| | - Jennifer S Ko
- Department of Anatomic Pathology, Cleveland Clinic, Cleveland, OH
| | - Gilles Landman
- Department of Pathology, Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Alexander J Lazar
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Cecilia Lezcano
- Department of Pathology, Dermatopathology Service, Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Lori Lowe
- Departments of Dermatology and Pathology, University of Michigan Medical School, Ann Arbor, MI
| | - Nigel Maher
- Tissue Pathology and Diagnostic Oncology, Royal Prince Alfred Hospital, and NSW Health Pathology, Sydney, NSW, Australia
- Faculty of Medicine and Health
- Melanoma Institute Australia
| | - Daniela Massi
- Department of Health Sciences, Section of Anatomic Pathology, University of Florence, Florence, Italy
| | - Jane Messina
- Departments of Pathology and Cutaneous Oncology, Moffitt Cancer Center, Tampa, FL
| | - Daniela Mihic-Probst
- Institute for Pathology and Molecular Pathology, University Hospital Zurich, Zurich, Switzerland
| | - Douglas C Parker
- Departments of Pathology and Dermatology, Emory University School of Medicine, Atlanta, GA
| | | | - Richard A Scolyer
- Tissue Pathology and Diagnostic Oncology, Royal Prince Alfred Hospital, and NSW Health Pathology, Sydney, NSW, Australia
- Faculty of Medicine and Health
- Melanoma Institute Australia
- Charles Perkins Centre, The University of Sydney, Sydney, NSW, Australia
| | - Christopher R Shea
- Department of Medicine, Section of Dermatology, University of Chicago, Chicago, IL
| | - Alan Spatz
- Department of Pathology, McGill University, Montreal, QC
| | - Victor Tron
- Department of Dermatopathology, University of Toronto, Toronto, ON, Canada
| | - Xiaowei Xu
- Departments of Pathology and Dermatology, University of Pennsylvania, Philadelphia, PA
| | - Iwei Yeh
- Departments of Dermatology and Pathology, University of California, San Francisco, San Francisco, CA
| | - Sook Jung Yun
- Department of Dermatology, Chonnam National University Medical School, Gwangju, Korea
| | - Artur Zembowicz
- Dermatopathology Consultations LLC, Lahey Clinic and Tufts Medical School, Boston, MA
| | - Pedram Gerami
- Department of Dermatology, Feinberg School of Medicine, Northwestern University, Chicago, IL
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Santiago S, Roy SF, Tran TT, Bosenberg M, Weston GK. GNAQ-mutated primary subcutaneous blue melanoma arising in naevus of Ota presenting as a skin-coloured forehead mass. Pathology 2024; 56:426-428. [PMID: 37872018 DOI: 10.1016/j.pathol.2023.07.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 07/05/2023] [Accepted: 07/26/2023] [Indexed: 10/25/2023]
Affiliation(s)
- Sueheidi Santiago
- University of Connecticut Health Center, Department of Dermatology, Farmington, CT, USA
| | - Simon F Roy
- Department of Dermatology, Yale School of Medicine, New Haven, CT, USA
| | - Thuy T Tran
- Department of Medical Oncology, Yale School of Medicine, New Haven, CT, USA
| | - Marcus Bosenberg
- Department of Dermatology, Yale School of Medicine, New Haven, CT, USA; Department of Pathology, Yale School of Medicine, New Haven, CT, USA; Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Gillian K Weston
- University of Connecticut Health Center, Department of Dermatology, Farmington, CT, USA.
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5
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Pozniak J, Pedri D, Landeloos E, Van Herck Y, Antoranz A, Vanwynsberghe L, Nowosad A, Roda N, Makhzami S, Bervoets G, Maciel LF, Pulido-Vicuña CA, Pollaris L, Seurinck R, Zhao F, Flem-Karlsen K, Damsky W, Chen L, Karagianni D, Cinque S, Kint S, Vandereyken K, Rombaut B, Voet T, Vernaillen F, Annaert W, Lambrechts D, Boecxstaens V, Saeys Y, van den Oord J, Bosisio F, Karras P, Shain AH, Bosenberg M, Leucci E, Paschen A, Rambow F, Bechter O, Marine JC. A TCF4-dependent gene regulatory network confers resistance to immunotherapy in melanoma. Cell 2024; 187:166-183.e25. [PMID: 38181739 DOI: 10.1016/j.cell.2023.11.037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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: 11/10/2022] [Revised: 08/23/2023] [Accepted: 11/29/2023] [Indexed: 01/07/2024]
Abstract
To better understand intrinsic resistance to immune checkpoint blockade (ICB), we established a comprehensive view of the cellular architecture of the treatment-naive melanoma ecosystem and studied its evolution under ICB. Using single-cell, spatial multi-omics, we showed that the tumor microenvironment promotes the emergence of a complex melanoma transcriptomic landscape. Melanoma cells harboring a mesenchymal-like (MES) state, a population known to confer resistance to targeted therapy, were significantly enriched in early on-treatment biopsies from non-responders to ICB. TCF4 serves as the hub of this landscape by being a master regulator of the MES signature and a suppressor of the melanocytic and antigen presentation transcriptional programs. Targeting TCF4 genetically or pharmacologically, using a bromodomain inhibitor, increased immunogenicity and sensitivity of MES cells to ICB and targeted therapy. We thereby uncovered a TCF4-dependent regulatory network that orchestrates multiple transcriptional programs and contributes to resistance to both targeted therapy and ICB in melanoma.
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Affiliation(s)
- Joanna Pozniak
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium.
| | - Dennis Pedri
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium; Laboratory for Membrane Trafficking, Center for Brain and Disease Research, VIB, Leuven, Belgium
| | - Ewout Landeloos
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium; Department of General Medical Oncology, UZ Leuven, Leuven, Belgium
| | | | - Asier Antoranz
- Laboratory of Translational Cell and Tissue Research, Department of Imaging and Pathology, KU Leuven and UZ Leuven, Leuven, Belgium
| | - Lukas Vanwynsberghe
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Ada Nowosad
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Niccolò Roda
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Samira Makhzami
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Greet Bervoets
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Lucas Ferreira Maciel
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Carlos Ariel Pulido-Vicuña
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - Lotte Pollaris
- Data Mining and Modeling for Biomedicine Group, VIB Center for Inflammation Research, Ghent, Belgium; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Ruth Seurinck
- Data Mining and Modeling for Biomedicine Group, VIB Center for Inflammation Research, Ghent, Belgium; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Fang Zhao
- Laboratory of Molecular Tumor Immunology, Department of Dermatology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany; German Cancer Consortium (DKTK), Partner Site Essen, Essen, Germany
| | - Karine Flem-Karlsen
- Department of Dermatology, Yale University, 15 York Street, New Haven, CT 05610, USA
| | - William Damsky
- Departments of Dermatology and Pathology, Yale University, 15 York Street, New Haven, CT 05610, USA
| | - Limin Chen
- Department of Dermatology, University of California, San Francisco, San Francisco, CA, USA; Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA
| | - Despoina Karagianni
- Immune Regulation and Tumor Immunotherapy Group, Cancer Immunology Unit, Research Department of Haematology, UCL Cancer Institute, London WC1E 6DD, UK
| | - Sonia Cinque
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Sam Kint
- Laboratory of Reproductive Genomics, Department of Human Genetics, KU Leuven, Leuven, Belgium; KU Leuven Institute for Single Cell Omics (LISCO), KU Leuven, Leuven, Belgium
| | - Katy Vandereyken
- Laboratory of Reproductive Genomics, Department of Human Genetics, KU Leuven, Leuven, Belgium; KU Leuven Institute for Single Cell Omics (LISCO), KU Leuven, Leuven, Belgium
| | - Benjamin Rombaut
- Data Mining and Modeling for Biomedicine Group, VIB Center for Inflammation Research, Ghent, Belgium; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Thierry Voet
- Laboratory of Reproductive Genomics, Department of Human Genetics, KU Leuven, Leuven, Belgium; KU Leuven Institute for Single Cell Omics (LISCO), KU Leuven, Leuven, Belgium
| | | | - Wim Annaert
- Laboratory for Membrane Trafficking, Center for Brain and Disease Research, VIB, Leuven, Belgium
| | - Diether Lambrechts
- Laboratory of Translational Genetics, Center for Cancer Biology, VIB, Leuven, Belgium; Center for Human Genetics, KU Leuven, Leuven, Belgium
| | | | - Yvan Saeys
- Data Mining and Modeling for Biomedicine Group, VIB Center for Inflammation Research, Ghent, Belgium; Department of Applied Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium
| | - Joost van den Oord
- Laboratory of Translational Cell and Tissue Research, Department of Pathology, UZ Leuven, Leuven, Belgium
| | - Francesca Bosisio
- Laboratory of Translational Cell and Tissue Research, Department of Pathology, UZ Leuven, Leuven, Belgium
| | - Panagiotis Karras
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium
| | - A Hunter Shain
- Department of Dermatology, University of California, San Francisco, San Francisco, CA, USA; Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA
| | - Marcus Bosenberg
- Departments of Dermatology, Pathology and Immunobiology, Yale University, New Haven, CT 05610, USA
| | - Eleonora Leucci
- Laboratory for RNA Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Annette Paschen
- Laboratory of Molecular Tumor Immunology, Department of Dermatology, University Hospital Essen, University of Duisburg-Essen, Essen, Germany; German Cancer Consortium (DKTK), Partner Site Essen, Essen, Germany
| | - Florian Rambow
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium; Department of Applied Computational Cancer Research, Institute for AI in Medicine (IKIM), University Hospital Essen, Essen, Germany; University Duisburg-Essen, Essen, Germany.
| | - Oliver Bechter
- Department of General Medical Oncology, UZ Leuven, Leuven, Belgium.
| | - Jean-Christophe Marine
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Department of Oncology, KU Leuven, Leuven, Belgium.
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6
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Djureinovic D, Weiss SA, Krykbaeva I, Qu R, Vathiotis I, Moutafi M, Zhang L, Perdigoto AL, Wei W, Anderson G, Damsky W, Hurwitz M, Johnson B, Schoenfeld D, Mahajan A, Hsu F, Miller-Jensen K, Kluger Y, Sznol M, Kaech SM, Bosenberg M, Jilaveanu LB, Kluger HM. A bedside to bench study of anti-PD-1, anti-CD40, and anti-CSF1R indicates that more is not necessarily better. Mol Cancer 2023; 22:182. [PMID: 37964379 PMCID: PMC10644655 DOI: 10.1186/s12943-023-01884-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Accepted: 10/19/2023] [Indexed: 11/16/2023] Open
Abstract
BACKGROUND Stimulating inflammatory tumor associated macrophages can overcome resistance to PD-(L)1 blockade. We previously conducted a phase I trial of cabiralizumab (anti-CSF1R), sotigalimab (CD40-agonist) and nivolumab. Our current purpose was to study the activity and cellular effects of this three-drug regimen in anti-PD-1-resistant melanoma. METHODS We employed a Simon's two-stage design and analyzed circulating immune cells from patients treated with this regimen for treatment-related changes. We assessed various dose levels of anti-CSF1R in murine melanoma models and studied the cellular and molecular effects. RESULTS Thirteen patients were enrolled in the first stage. We observed one (7.7%) confirmed and one (7.7%) unconfirmed partial response, 5 patients had stable disease (38.5%) and 6 disease progression (42.6%). We elected not to proceed to the second stage. CyTOF analysis revealed a reduction in non-classical monocytes. Patients with prolonged stable disease or partial response who remained on study for longer had increased markers of antigen presentation after treatment compared to patients whose disease progressed rapidly. In a murine model, higher anti-CSF1R doses resulted in increased tumor growth and worse survival. Using single-cell RNA-sequencing, we identified a suppressive monocyte/macrophage population in murine tumors exposed to higher doses. CONCLUSIONS Higher anti-CSF1R doses are inferior to lower doses in a preclinical model, inducing a suppressive macrophage population, and potentially explaining the disappointing results observed in patients. While it is impossible to directly infer human doses from murine studies, careful intra-species evaluation can provide important insight. Cabiralizumab dose optimization is necessary for this patient population with limited treatment options. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT03502330.
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Affiliation(s)
- Dijana Djureinovic
- Department of Medicine (Medical Oncology), Yale University School of Medicine, 333 Cedar Street, WWW211B, New Haven, CT, 06520, USA
| | - Sarah A Weiss
- Department of Medicine (Medical Oncology), Yale University School of Medicine, 333 Cedar Street, WWW211B, New Haven, CT, 06520, USA
| | - Irina Krykbaeva
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | - Rihao Qu
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | - Ioannis Vathiotis
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | - Myrto Moutafi
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | - Lin Zhang
- Department of Medicine (Medical Oncology), Yale University School of Medicine, 333 Cedar Street, WWW211B, New Haven, CT, 06520, USA
| | - Ana L Perdigoto
- Department of Internal Medicine, Yale University, New Haven, CT, USA
| | - Wei Wei
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA
| | - Gail Anderson
- Department of Medicine (Medical Oncology), Yale University School of Medicine, 333 Cedar Street, WWW211B, New Haven, CT, 06520, USA
| | - William Damsky
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - Michael Hurwitz
- Department of Medicine (Medical Oncology), Yale University School of Medicine, 333 Cedar Street, WWW211B, New Haven, CT, 06520, USA
| | - Barbara Johnson
- Department of Medicine (Medical Oncology), Yale University School of Medicine, 333 Cedar Street, WWW211B, New Haven, CT, 06520, USA
| | - David Schoenfeld
- Department of Medicine (Medical Oncology), Yale University School of Medicine, 333 Cedar Street, WWW211B, New Haven, CT, 06520, USA
| | - Amit Mahajan
- Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, CT, USA
| | | | - Kathryn Miller-Jensen
- Department of Biomedical Engineering, Yale University, New Haven, CT, USA
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT, USA
- Systems Biology Institute, Yale University, New Haven, CT, USA
| | - Yuval Kluger
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | - Mario Sznol
- Department of Medicine (Medical Oncology), Yale University School of Medicine, 333 Cedar Street, WWW211B, New Haven, CT, 06520, USA
| | - Susan M Kaech
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute, La Jolla, CA, USA
| | - Marcus Bosenberg
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Lucia B Jilaveanu
- Department of Medicine (Medical Oncology), Yale University School of Medicine, 333 Cedar Street, WWW211B, New Haven, CT, 06520, USA
| | - Harriet M Kluger
- Department of Medicine (Medical Oncology), Yale University School of Medicine, 333 Cedar Street, WWW211B, New Haven, CT, 06520, USA.
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7
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Demkowicz P, Pointdujour-Lim R, Miguez S, Lee Y, Jones BSCL, Barker CA, Bosenberg M, Abramson DH, Shoushtari AN, Kluger H, Francis JH, Sznol M, Bakhoum MF. Determinants of overall survival in patients with metastatic uveal melanoma. Cancer 2023; 129:3275-3286. [PMID: 37382208 DOI: 10.1002/cncr.34927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Revised: 05/15/2023] [Accepted: 05/18/2023] [Indexed: 06/30/2023]
Abstract
BACKGROUND Despite improvements in the treatment of primary uveal melanoma (UM), patients with metastatic disease continue to exhibit poor survival. METHODS A retrospective review of metastatic UM patients at Yale (initial cohort) and Memorial Sloan Kettering (validation cohort) was conducted. Cox proportional hazards regression was used to determine baseline factors that are associated with overall survival, including sex, Eastern Cooperative Oncology Group (ECOG) Performance Status Scale, laboratory measurements, metastasis location, and use of anti-CTLA-4 and anti-PD-1 therapies. Differences in overall survival were analyzed using Kaplan-Meier analysis. RESULTS A total of 89 patients with metastatic UM were identified; 71 and 18, in the initial and validation cohorts, respectively. In the initial cohort, median follow-up was 19.8 months (range, 2-127 months) and median overall survival was 21.8 months (95% CI, 16.6-31.3). Female sex, anti-CTLA-4, and anti-PD-1 therapy were associated with better survival outcomes with adjusted death hazard ratios (HRs) of 0.40 (95% CI, 0.20-0.78), 0.44 (0.20-0.97), and 0.42 (0.22-0.84), respectively, whereas development of hepatic metastases and ECOG score ≥1 (per 1 U/L) were associated with worse survival outcomes with HRs of 2.86 (1.28-7.13) and 2.84 (1.29-6.09), respectively. In both the initial and validation cohorts, use of immune checkpoint inhibitors was associated with improved overall survival after adjusting for sex and ECOG score, with death HRs of 0.22 (0.08-0.56) and 0.04 (0.002-0.26), respectively. CONCLUSIONS Development of extrahepatic-only metastases, ECOG of 0, immune checkpoint therapy, and female sex were each associated with more than 2-fold reductions in risk of death. PLAIN LANGUAGE SUMMARY Metastatic uveal melanoma patients face limited treatment options and poor survival rates. Results from this retrospective analysis indicate that immune checkpoint inhibitors, such as anti-CTLA-4 and anti-PD-1 therapies, were associated with improved survival outcomes. Factors such as extrahepatic-only metastases, better baseline performance status, and female sex contributed to a more than 2-fold reduction in death risk. These findings highlight the potential of immunotherapy in treating metastatic uveal melanoma.
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Affiliation(s)
| | - Renelle Pointdujour-Lim
- Department of Ophthalmology and Visual Science, Yale University School of Medicine, New Haven, Connecticut, USA
- Institute of Dermatology & Oculoplastic Surgery, Sarasota, Florida, USA
| | - Sofia Miguez
- Yale University School of Medicine, New Haven, Connecticut, USA
| | - Yesung Lee
- Yale University School of Medicine, New Haven, Connecticut, USA
| | - Bailey S C L Jones
- Yale University School of Medicine, New Haven, Connecticut, USA
- Department of Ophthalmology and Visual Science, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Christopher A Barker
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Marcus Bosenberg
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut, USA
- Yale Cancer Center, Yale University, New Haven, Connecticut, USA
| | - David H Abramson
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Alexander N Shoushtari
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA
- Department of Medicine, Weill Cornell Medical College, New York, New York, USA
| | - Harriet Kluger
- Yale Cancer Center, Yale University, New Haven, Connecticut, USA
- Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Jasmine H Francis
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Mario Sznol
- Yale Cancer Center, Yale University, New Haven, Connecticut, USA
- Department of Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Mathieu F Bakhoum
- Department of Ophthalmology and Visual Science, Yale University School of Medicine, New Haven, Connecticut, USA
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut, USA
- Yale Cancer Center, Yale University, New Haven, Connecticut, USA
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8
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Krykbaeva I, Bridges K, Damsky W, Pizzurro GA, Alexander AF, McGeary MK, Park K, Muthusamy V, Eyles J, Luheshi N, Turner N, Weiss SA, Olino K, Kaech SM, Kluger HM, Miller-Jensen K, Bosenberg M. Combinatorial Immunotherapy with Agonistic CD40 Activates Dendritic Cells to Express IL12 and Overcomes PD-1 Resistance. Cancer Immunol Res 2023; 11:1332-1350. [PMID: 37478171 DOI: 10.1158/2326-6066.cir-22-0699] [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: 09/01/2022] [Revised: 02/17/2023] [Accepted: 07/20/2023] [Indexed: 07/23/2023]
Abstract
Checkpoint inhibitors have revolutionized cancer treatment, but resistance remains a significant clinical challenge. Myeloid cells within the tumor microenvironment can modulate checkpoint resistance by either supporting or suppressing adaptive immune responses. Using an anti-PD-1-resistant mouse melanoma model, we show that targeting the myeloid compartment via CD40 activation and CSF1R blockade in combination with anti-PD-1 results in complete tumor regression in a majority of mice. This triple therapy combination was primarily CD40 agonist-driven in the first 24 hours after therapy and showed a similar systemic cytokine profile in human patients as was seen in mice. Functional single-cell cytokine secretion profiling of dendritic cells (DC) using a novel microwell assay identified a CCL22+CCL5+ IL12-secreting DC subset as important early-stage effectors of triple therapy. CD4+ and CD8+ T cells are both critical effectors of treatment, and systems analysis of single-cell RNA sequencing data supported a role for DC-secreted IL12 in priming T-cell activation and recruitment. Finally, we showed that treatment with a novel IL12 mRNA therapeutic alone was sufficient to overcome PD-1 resistance and cause tumor regression. Overall, we conclude that combining myeloid-based innate immune activation and enhancement of adaptive immunity is a viable strategy to overcome anti-PD-1 resistance.
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Affiliation(s)
- Irina Krykbaeva
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut
| | - Kate Bridges
- Department of Biomedical Engineering, Yale University, New Haven, Connecticut
| | - William Damsky
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut
- Department of Dermatology, Yale School of Medicine, New Haven, Connecticut
| | - Gabriela A Pizzurro
- Department of Biomedical Engineering, Yale University, New Haven, Connecticut
| | - Amanda F Alexander
- Department of Biomedical Engineering, Yale University, New Haven, Connecticut
| | - Meaghan K McGeary
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut
| | - Koonam Park
- Department of Dermatology, Yale School of Medicine, New Haven, Connecticut
| | - Viswanathan Muthusamy
- Yale Center for Precision Cancer Modeling, Yale School of Medicine, New Haven, Connecticut
| | - James Eyles
- Oncology Research and Early Development, AstraZeneca, Cambridge, United Kingdom
| | - Nadia Luheshi
- Oncology Research and Early Development, AstraZeneca, Cambridge, United Kingdom
| | - Noel Turner
- Department of Dermatology, Yale School of Medicine, New Haven, Connecticut
| | - Sarah A Weiss
- Department of Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Kelly Olino
- Department of Surgery, Yale School of Medicine, New Haven, Connecticut
| | - Susan M Kaech
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute of Biological Sciences, La Jolla, California
| | - Harriet M Kluger
- Department of Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Kathryn Miller-Jensen
- Department of Biomedical Engineering, Yale University, New Haven, Connecticut
- Department of Molecular, Cellular and Developmental Biology, Yale University, New Haven, Connecticut
| | - Marcus Bosenberg
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut
- Department of Dermatology, Yale School of Medicine, New Haven, Connecticut
- Yale Center for Precision Cancer Modeling, Yale School of Medicine, New Haven, Connecticut
- Department of Immunobiology, Yale School of Medicine, New Haven, Connecticut
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9
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Mangalhara KC, Varanasi SK, Johnson MA, Burns MJ, Rojas GR, Moltó PBE, Sainz AG, Tadepalle N, Abbott KL, Mendiratta G, Chen D, Farsakoglu Y, Kunchok T, Hoffmann FA, Parisi B, Rincon M, Heiden MGV, Bosenberg M, Hargreaves DC, Kaech SM, Shadel GS. Manipulating mitochondrial electron flow enhances tumor immunogenicity. Science 2023; 381:1316-1323. [PMID: 37733872 PMCID: PMC11034774 DOI: 10.1126/science.abq1053] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [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: 03/22/2022] [Accepted: 08/02/2023] [Indexed: 09/23/2023]
Abstract
Although tumor growth requires the mitochondrial electron transport chain (ETC), the relative contribution of complex I (CI) and complex II (CII), the gatekeepers for initiating electron flow, remains unclear. In this work, we report that the loss of CII, but not that of CI, reduces melanoma tumor growth by increasing antigen presentation and T cell-mediated killing. This is driven by succinate-mediated transcriptional and epigenetic activation of major histocompatibility complex-antigen processing and presentation (MHC-APP) genes independent of interferon signaling. Furthermore, knockout of methylation-controlled J protein (MCJ), to promote electron entry preferentially through CI, provides proof of concept of ETC rewiring to achieve antitumor responses without side effects associated with an overall reduction in mitochondrial respiration in noncancer cells. Our results may hold therapeutic potential for tumors that have reduced MHC-APP expression, a common mechanism of cancer immunoevasion.
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Affiliation(s)
| | | | | | - Mannix J. Burns
- Salk Institute for Biological Studies; La Jolla, CA 92037, USA
| | - Gladys R. Rojas
- Salk Institute for Biological Studies; La Jolla, CA 92037, USA
| | | | - Alva G. Sainz
- Salk Institute for Biological Studies; La Jolla, CA 92037, USA
- Department of Pathology, Yale University School of Medicine, New Haven, CT 06520, USA
| | | | - Keene L. Abbott
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Gaurav Mendiratta
- Salk Institute for Biological Studies; La Jolla, CA 92037, USA
- Current address: Takeda Development Center America, San Diego, CA 92121, USA
| | - Dan Chen
- Salk Institute for Biological Studies; La Jolla, CA 92037, USA
| | | | - Tenzin Kunchok
- Whitehead Institute Metabolomics Core Facility, Cambridge, MA 02139, USA
| | | | - Bianca Parisi
- Salk Institute for Biological Studies; La Jolla, CA 92037, USA
| | - Mercedes Rincon
- Department of Immunology and Microbiology, University of Colorado Denver; Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Matthew G. Vander Heiden
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Marcus Bosenberg
- Departments of Pathology, Dermatology and Immunology, Yale University School of Medicine New Haven, CT 06520, USA
| | | | - Susan M. Kaech
- Salk Institute for Biological Studies; La Jolla, CA 92037, USA
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10
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Miguez S, Lee RY, Chan AX, Demkowicz PC, Jones BSCL, Long CP, Abramson DH, Bosenberg M, Sznol M, Kluger H, Goldbaum MH, Francis JH, Pointdujour-Lim R, Bakhoum MF. Validation of the Prognostic Usefulness of the Gene Expression Profiling Test in Patients with Uveal Melanoma. Ophthalmology 2023; 130:598-607. [PMID: 36739981 PMCID: PMC10619207 DOI: 10.1016/j.ophtha.2023.01.020] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [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: 09/23/2022] [Revised: 01/11/2023] [Accepted: 01/30/2023] [Indexed: 02/05/2023] Open
Abstract
PURPOSE To validate the prognostic usefulness of gene expression profile (GEP) testing in patients with uveal melanoma. To determine whether combining tumor size with the GEP classification provides additional prognostic value. DESIGN Retrospective analysis. PARTICIPANTS Patients with a diagnosis of choroidal melanoma examined at Yale New Haven Hospital; University of California, San Diego; and Memorial Sloan Kettering Cancer Center. METHODS Patients' demographic and clinical data and tumor characteristics were collected. Univariate and multivariate Cox hazard regression analysis were used to assess the association between tumor characteristics and GEP classification with metastasis as an outcome. MAIN OUTCOME MEASURES Metastasis-free survival (MFS). RESULTS Of the 337 individuals included in the study, 87 demonstrated metastases. The mean follow-up time was 37.2 (standard deviation [SD], 40.2) months for patients with metastases and 55.0 (SD, 49.3) months for those without metastases. Tumors of larger thickness and GEP class 2 (vs. class 1) were associated significantly with increased risk of metastasis. Tumor thickness showed better prognostic usefulness than GEP classification (Wald statistic, 40.7 and 24.2, respectively). Class 2 tumors with a thickness of 7.0 mm or more were associated with increased risk of metastasis than tumors with a thickness of < 7.0 mm (hazard ratio [HR], 3.23; 95% confidence interval [CI], 1.61-6.51), whereas class 1 tumors with a thickness of 9.0 mm or more were associated with increased risk of metastasis than tumors with a thickness of < 9.0 mm (HR, 2.07; 95% CI, 0.86-4.99). No difference in MFS was found between patients with class 1A tumors compared with those with class 1B tumors (P = 0.8). Patients with class 2 tumors showed an observed 5-year MFS of 47.5% (95% CI, 36.0%-62.8%). CONCLUSIONS Tumor size was the most significant predictor of metastasis and provided additional prognostic value independent of GEP classification. In addition, rates of metastasis for class 2 tumors were lower than estimates reported by Castle Bioscience, and no difference in rates of metastasis were found between class 1A and 1B tumors. This indicates that tumor size should be accounted for when relying on GEP for prognostication and that patients with GEP class 1A or 1B tumors may benefit from the same metastatic surveillance protocols. FINANCIAL DISCLOSURE(S) The author(s) have no proprietary or commercial interest in any materials discussed in this article.
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Affiliation(s)
- Sofia Miguez
- Yale University School of Medicine, New Haven, Connecticut
| | - Ryan Y Lee
- Yale University School of Medicine, New Haven, Connecticut
| | - Alison X Chan
- The Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California
| | | | - Bailey S C L Jones
- Department of Ophthalmology and Visual Science, Yale University School of Medicine, New Haven, Connecticut
| | - Christopher P Long
- Department of Ophthalmology, University of Southern California, Los Angeles, California
| | - David H Abramson
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Marcus Bosenberg
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut; Yale Cancer Center, Yale University, New Haven, Connecticut
| | - Mario Sznol
- Yale Cancer Center, Yale University, New Haven, Connecticut; Department of Medicine, Yale University School of Medicine, New Haven, Connecticut
| | - Harriet Kluger
- Yale Cancer Center, Yale University, New Haven, Connecticut; Department of Medicine, Yale University School of Medicine, New Haven, Connecticut
| | - Michael H Goldbaum
- The Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California
| | - Jasmine H Francis
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Renelle Pointdujour-Lim
- Department of Ophthalmology and Visual Science, Yale University School of Medicine, New Haven, Connecticut; Yale Cancer Center, Yale University, New Haven, Connecticut
| | - Mathieu F Bakhoum
- Department of Ophthalmology and Visual Science, Yale University School of Medicine, New Haven, Connecticut; Department of Pathology, Yale University School of Medicine, New Haven, Connecticut; Yale Cancer Center, Yale University, New Haven, Connecticut.
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11
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Bosenberg M, Liu ET, Yu CI, Palucka K. Mouse models for immuno-oncology. Trends Cancer 2023:S2405-8033(23)00041-9. [PMID: 37087398 DOI: 10.1016/j.trecan.2023.03.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 02/27/2023] [Revised: 03/20/2023] [Accepted: 03/29/2023] [Indexed: 04/24/2023]
Abstract
Realizing the clinical promise of cancer immunotherapy is hindered by gaps in our knowledge of in vivo mechanisms underlying treatment response as well as treatment limiting toxicity. Preclinical in vivo model systems and technologies are required to address these knowledge gaps and to surmount the challenges faced in the clinical application of immunotherapy. Mice are commonly used for basic and translational research to support development and testing of immune interventions, including for cancer. Here, we discuss the advantages and the limitations of current models as well as future developments.
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Affiliation(s)
- Marcus Bosenberg
- Department of Dermatology, Yale School of Medicine, New Haven, CT, USA.
| | - Edison T Liu
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA; The Jackson Laboratory Cancer Center, Bar Harbor, ME, USA.
| | - Chun I Yu
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA; The Jackson Laboratory Cancer Center, Bar Harbor, ME, USA
| | - Karolina Palucka
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA; The Jackson Laboratory Cancer Center, Bar Harbor, ME, USA.
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12
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Weizman OE, Luyten S, Krykbaeva I, Song E, Mao T, Bosenberg M, Iwasaki A. Type 2 Dendritic Cells Orchestrate a Local Immune Circuit to Confer Antimetastatic Immunity. J Immunol 2023; 210:1146-1155. [PMID: 36881866 PMCID: PMC10067787 DOI: 10.4049/jimmunol.2200697] [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] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Accepted: 02/11/2023] [Indexed: 03/09/2023]
Abstract
The progression of transformed primary tumors to metastatic colonization is a lethal determinant of disease outcome. Although circulating adaptive and innate lymphocyte effector responses are required for effective antimetastatic immunity, whether tissue-resident immune circuits confer initial immunity at sites of metastatic dissemination remains ill defined. Here we examine the nature of local immune cell responses during early metastatic seeding in the lung using intracardiac injection to mimic monodispersed metastatic spread. Using syngeneic murine melanoma and colon cancer models, we demonstrate that lung-resident conventional type 2 dendritic cells (DC2) orchestrate a local immune circuit to confer host antimetastatic immunity. Tissue-specific ablation of lung DC2, and not peripheral DC populations, led to increased metastatic burden in the presence of an intact T cell and NK cell compartment. We demonstrate that DC nucleic acid sensing and transcription factors IRF3 and IRF7 signaling are required for early metastatic control and that DC2 serve as a robust source of proinflammatory cytokines in the lung. Critically, DC2 direct the local production of IFN-γ by lung-resident NK cells, which limits the initial metastatic burden. Collectively, our results highlight, to our knowledge, a novel DC2-NK cell axis that colocalizes around pioneering metastatic cells to orchestrate an early innate immune response program to limit initial metastatic burden in the lung.
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Affiliation(s)
- Orr-El Weizman
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| | - Sophia Luyten
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| | - Irina Krykbaeva
- Department of Dermatology, Yale University School of Medicine, New Haven, CT
- Department of Pathology, Yale University School of Medicine, New Haven, CT
| | - Eric Song
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| | - Tianyang Mao
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| | - Marcus Bosenberg
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT
- Department of Dermatology, Yale University School of Medicine, New Haven, CT
- Department of Pathology, Yale University School of Medicine, New Haven, CT
| | - Akiko Iwasaki
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT
- Department of Dermatology, Yale University School of Medicine, New Haven, CT
- Howard Hughes Medical Institute, Chevy Chase, MD
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13
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Djureinovic D, Weiss SA, Krykbaeva I, Qu R, Vathiotis I, Moutafi M, Zhang L, Perdigoto AL, Wei W, Anderson G, Damsky W, Hurwitz M, Johnson B, Mahajan A, Hsu F, Miller-Jensen K, Kluger Y, Sznol M, Kaech SM, Bosenberg M, Jilaveanu L, Kluger HM. Abstract 3287: A bedside to bench study of anti-PD-1, anti-CD40, and anti-CSF1R indicates that more is not necessarily better. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-3287] [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: 04/07/2023]
Abstract
Abstract
Stimulating innate immunity can potentially enable us to overcome resistance to PD-(L)1 blockade. We previously conducted a phase 1 trial of cabiralizumab (anti-CSF1R) with sotigalimab (CD40 agonistic antibody) and nivolumab. Our purpose was to determine safety and the effects of this regimen on circulating and tumor-infiltrating immune cells and to determine the activity of this regimen in a phase 1b trial for melanoma patients whose disease had progressed on anti-PD-(L)1. CyTOF analysis on circulating immune cells taken before and during treatment revealed a reduction in non-classical monocytes and an increase in dendritic cells. Patients with prolonged stable disease had less T-regulatory cells and more circulating antigen presenting cells after treatment compared to patients that were treated for a shorter time. In the phase 1b component of the trial in 13 melanoma patients, objective response rates were: 1 confirmed partial response (7.7%), 1 unconfirmed partial response (7.7%), 5 stable disease (38.5%) and 6 disease progression (42.6%). Despite therapy-induced changes in circulating immune cells and previous preclinical studies supporting rationale for this combination, responses in humans were insufficient to proceed to the second stage of the phase 1b trial. Given the challenges with translating doses from mice to humans, we proceeded to study various doses of anti-CSF1R in combination with CD40 agonist and anti-PD-1 in a murine model. Higher dose anti-CSF1R in mice was associated with increased tumor growth, worse survival and by single-cell RNA-sequencing analyses, we identified a more suppressive monocyte/macrophage profile in murine tumors. Our study suggests that more anti-CSF1R might not be better. Further optimization of cabiralizumab dosing is necessary to evaluate the clinical potential in combination with anti-PD-1 and anti-CD40 in a difficult-to treat patient population whose therapeutic options are limited.
Citation Format: Dijana Djureinovic, Sarah A. Weiss, Irina Krykbaeva, Rihao Qu, Ioannis Vathiotis, Myrto Moutafi, Lin Zhang, Ana L. Perdigoto, Wei Wei, Gail Anderson, William Damsky, Michael Hurwitz, Barbara Johnson, Amit Mahajan, Frank Hsu, Kathryn Miller-Jensen, Yuval Kluger, Mario Sznol, Susan M. Kaech, Marcus Bosenberg, Lucia Jilaveanu, Harriet M. Kluger. A bedside to bench study of anti-PD-1, anti-CD40, and anti-CSF1R indicates that more is not necessarily better [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 3287.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Wei Wei
- 1Yale University, New Haven, CT
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14
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Fenton SE, Zannikou M, Ilut L, Fischietti M, Ji C, Oku CV, Horvath CM, Le Poole IC, Bosenberg M, Bartom ET, Kocherginsky M, Platanias LC, Saleiro D. Targeting ULK1 Decreases IFNγ-Mediated Resistance to Immune Checkpoint Inhibitors. Mol Cancer Res 2023; 21:332-344. [PMID: 36573964 PMCID: PMC10073316 DOI: 10.1158/1541-7786.mcr-22-0684] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [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: 08/30/2022] [Revised: 11/08/2022] [Accepted: 12/21/2022] [Indexed: 12/28/2022]
Abstract
Immune checkpoint inhibitors (ICI) have transformed the treatment of melanoma. However, the majority of patients have primary or acquired resistance to ICIs, limiting durable responses and patient survival. IFNγ signaling and the expression of IFNγ-stimulated genes correlate with either response or resistance to ICIs, in a context-dependent manner. While IFNγ-inducible immunostimulatory genes are required for response to ICIs, chronic IFNγ signaling induces the expression of immunosuppressive genes, promoting resistance to these therapies. Here, we show that high levels of Unc-51 like kinase 1 (ULK1) correlate with poor survival in patients with melanoma and overexpression of ULK1 in melanoma cells enhances IFNγ-induced expression of immunosuppressive genes, with minimal effects on the expression of immunostimulatory genes. In contrast, genetic or pharmacologic inhibition of ULK1 reduces expression of IFNγ-induced immunosuppressive genes. ULK1 binds IRF1 in the nuclear compartment of melanoma cells, controlling its binding to the programmed death-ligand 1 promoter region. In addition, pharmacologic inhibition of ULK1 in combination with anti-programmed cell death protein 1 therapy further reduces melanoma tumor growth in vivo. Our data suggest that targeting ULK1 represses IFNγ-dependent immunosuppression. These findings support the combination of ULK1 drug-targeted inhibition with ICIs for the treatment of patients with melanoma to improve response rates and patient outcomes. IMPLICATIONS This study identifies ULK1, activated downstream of IFNγ signaling, as a druggable target to overcome resistance mechanisms to ICI therapy in metastatic melanoma.
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Affiliation(s)
- Sarah E. Fenton
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, USA
- Division of Hematology-Oncology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Markella Zannikou
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, USA
- Division of Hematology-Oncology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Liliana Ilut
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, USA
| | - Mariafausta Fischietti
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, USA
- Division of Hematology-Oncology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Chunni Ji
- Department of Molecular Biosciences, Northwestern University, Evanston, IL, USA
| | - Chidera V. Oku
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, USA
| | - Curt M. Horvath
- Department of Molecular Biosciences, Northwestern University, Evanston, IL, USA
| | - I. Caroline Le Poole
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, USA
- Department of Dermatology and Department of Microbiology-Immunology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Marcus Bosenberg
- Department of Dermatology, Pathology and Immunology, Yale School of Medicine, New Haven, CT, USA
| | - Elizabeth T. Bartom
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, USA
- Department of Biochemistry and Molecular Genetics, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Division of Biostatistics, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Masha Kocherginsky
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, USA
- Division of Biostatistics, Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Leonidas C. Platanias
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, USA
- Division of Hematology-Oncology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Department of Medicine, Jesse Brown Veterans Affairs Medical Center, Chicago, IL, USA
| | - Diana Saleiro
- Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, USA
- Division of Hematology-Oncology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
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15
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Yan H, Talty R, Aladelokun O, Bosenberg M, Johnson CH. Ferroptosis in colorectal cancer: a future target? Br J Cancer 2023; 128:1439-1451. [PMID: 36703079 PMCID: PMC10070248 DOI: 10.1038/s41416-023-02149-6] [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] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Revised: 01/05/2023] [Accepted: 01/10/2023] [Indexed: 01/27/2023] Open
Abstract
Colorectal cancer (CRC) is the third leading cause of cancer deaths worldwide and is characterised by frequently mutated genes, such as APC, TP53, KRAS and BRAF. The current treatment options of chemotherapy, radiation therapy and surgery are met with challenges such as cancer recurrence, drug resistance, and overt toxicity. CRC therapies exert their efficacy against cancer cells by activating biological pathways that contribute to various forms of regulated cell death (RCD). In 2012, ferroptosis was discovered as an iron-dependent and lipid peroxide-driven form of RCD. Recent studies suggest that therapies which target ferroptosis are promising treatment strategies for CRC. However, a greater understanding of the mechanisms of ferroptosis initiation, propagation, and resistance in CRC is needed. This review provides an overview of recent research in ferroptosis and its potential role as a therapeutic target in CRC. We also propose future research directions that could help to enhance our understanding of ferroptosis in CRC.
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Affiliation(s)
- Hong Yan
- Department of Environmental Health Sciences, Yale School of Public Health, Yale University, New Haven, CT, 06510, USA
| | - Ronan Talty
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Oladimeji Aladelokun
- Department of Environmental Health Sciences, Yale School of Public Health, Yale University, New Haven, CT, 06510, USA
| | - Marcus Bosenberg
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
- Department of Dermatology, Yale School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Caroline H Johnson
- Department of Environmental Health Sciences, Yale School of Public Health, Yale University, New Haven, CT, 06510, USA.
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16
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Barnhill RL, Elder DE, Piepkorn MW, Knezevich SR, Reisch LM, Eguchi MM, Bastian BC, Blokx W, Bosenberg M, Busam KJ, Carr R, Cochran A, Cook MG, Duncan LM, Elenitsas R, de la Fouchardière A, Gerami P, Johansson I, Ko J, Landman G, Lazar AJ, Lowe L, Massi D, Messina J, Mihic-Probst D, Parker DC, Schmidt B, Shea CR, Scolyer RA, Tetzlaff M, Xu X, Yeh I, Zembowicz A, Elmore JG. Revision of the Melanocytic Pathology Assessment Tool and Hierarchy for Diagnosis Classification Schema for Melanocytic Lesions: A Consensus Statement. JAMA Netw Open 2023; 6:e2250613. [PMID: 36630138 PMCID: PMC10375511 DOI: 10.1001/jamanetworkopen.2022.50613] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
IMPORTANCE A standardized pathology classification system for melanocytic lesions is needed to aid both pathologists and clinicians in cataloging currently existing diverse terminologies and in the diagnosis and treatment of patients. The Melanocytic Pathology Assessment Tool and Hierarchy for Diagnosis (MPATH-Dx) has been developed for this purpose. OBJECTIVE To revise the MPATH-Dx version 1.0 classification tool, using feedback from dermatopathologists participating in the National Institutes of Health-funded Reducing Errors in Melanocytic Interpretations (REMI) Study and from members of the International Melanoma Pathology Study Group (IMPSG). EVIDENCE REVIEW Practicing dermatopathologists recruited from 40 US states participated in the 2-year REMI study and provided feedback on the MPATH-Dx version 1.0 tool. Independently, member dermatopathologists participating in an IMPSG workshop dedicated to the MPATH-Dx schema provided additional input for refining the MPATH-Dx tool. A reference panel of 3 dermatopathologists, the original authors of the MPATH-Dx version 1.0 tool, integrated all feedback into an updated and refined MPATH-Dx version 2.0. FINDINGS The new MPATH-Dx version 2.0 schema simplifies the original 5-class hierarchy into 4 classes to improve diagnostic concordance and to provide more explicit guidance in the treatment of patients. This new version also has clearly defined histopathological criteria for classification of classes I and II lesions; has specific provisions for the most frequently encountered low-cumulative sun damage pathway of melanoma progression, as well as other, less common World Health Organization pathways to melanoma; provides guidance for classifying intermediate class II tumors vs melanoma; and recognizes a subset of pT1a melanomas with very low risk and possible eventual reclassification as neoplasms lacking criteria for melanoma. CONCLUSIONS AND RELEVANCE The implementation of the newly revised MPATH-Dx version 2.0 schema into clinical practice is anticipated to provide a robust tool and adjunct for standardized diagnostic reporting of melanocytic lesions and management of patients to the benefit of both health care practitioners and patients.
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Affiliation(s)
- Raymond L Barnhill
- Department of Translational Research, Institut Curie, Unit of Formation and Research of Medicine University of Paris, Paris, France
| | - David E Elder
- Department of Pathology and Laboratory Medicine, Hospital of the University of Pennsylvania, Philadelphia
| | - Michael W Piepkorn
- Division of Dermatology, Department of Medicine, University of Washington School of Medicine, Seattle
- Dermatopathology Northwest, Bellevue, Washington
| | | | - Lisa M Reisch
- Department of Biostatistics, University of Washington School of Medicine, Seattle
| | - Megan M Eguchi
- Department of Medicine, David Geffen School of Medicine at University of California, Los Angeles
| | - Boris C Bastian
- Departments of Pathology and Dermatology, University of California, San Francisco
| | - Willeke Blokx
- Department of Pathology, Division Laboratories, Pharmacy and Biomedical Genetics University Medical Center Utrecht, Utrecht, the Netherlands
| | - Marcus Bosenberg
- Departments of Dermatology, Pathology, and Immunobiology, Yale School of Medicine, New Haven, Connecticut
| | - Klaus J Busam
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Richard Carr
- Cellular Pathology, South Warwickshire NHS Trust, Warwick, United Kingdom
| | - Alistair Cochran
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at University of California, Los Angeles
| | - Martin G Cook
- Department of Histopathology, Royal Surrey NHS Foundation Trust, Guildford, United Kingdom
| | - Lyn M Duncan
- Pathology Service, Massachusetts General Hospital, Harvard Medical School, Boston
| | - Rosalie Elenitsas
- Department of Dermatology, Hospital of the University of Pennsylvania, Philadelphia
| | - Arnaud de la Fouchardière
- Department of Biopathology, Centre Léon Bérard, Lyon, France
- University of Lyon, Université Claude Bernard Lyon 1, National Center for Scientific Research, Mixed Research Unit 5286, National Institute of Health and Medical Research U1052, Cancer Research Centre of Lyon, Lyon, France
| | - Pedram Gerami
- Department of Dermatology, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Iva Johansson
- Department of Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Jennifer Ko
- Department of Anatomic Pathology, Cleveland Clinic, Cleveland, Ohio
| | - Gilles Landman
- Department of Pathology, Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Alexander J Lazar
- Departments of Pathology, Dermatology, and Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston
| | - Lori Lowe
- Departments of Pathology and Dermatology, University of Michigan, Ann Arbor
| | - Daniela Massi
- Section of Pathology, Department of Health Sciences, University of Florence, Florence, Italy
| | - Jane Messina
- Departments of Pathology and Cutaneous Oncology, Moffitt Cancer Center, Tampa, Florida
| | - Daniela Mihic-Probst
- Department of Pathology and Molecular Pathology, University Hospital Zurich, Zurich, Switzerland
| | - Douglas C Parker
- Departments of Pathology and Dermatology, Emory University School of Medicine, Atlanta, Georgia
| | - Birgitta Schmidt
- Department of Pathology, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Christopher R Shea
- Department of Dermatology, University of Chicago Medicine, Chicago, Illinois
| | - Richard A Scolyer
- Charles Perkins Centre, The University of Sydney, Sydney, Australia
- Melanoma Institute Australia, The University of Sydney, Sydney, Australia
- Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Tissue Pathology and Diagnostic Oncology, Royal Prince Alfred Hospital and NSW Health Pathology, Sydney, Australia
| | - Michael Tetzlaff
- Departments of Pathology and Dermatology, University of California, San Francisco
| | - Xiaowei Xu
- Department of Pathology and Laboratory Medicine, Hospital of the University of Pennsylvania, Philadelphia
| | - Iwei Yeh
- Departments of Pathology and Dermatology, University of California, San Francisco
| | - Artur Zembowicz
- Tufts University, Boston, Massachusetts
- Lahey Clinic, Burlington, Massachusetts
- Dermatopathology Consultations, Needham, Massachusetts
| | - Joann G Elmore
- Department of Medicine, David Geffen School of Medicine at University of California, Los Angeles
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17
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Gerstung M, Jolly C, Leshchiner I, Dentro SC, Gonzalez S, Rosebrock D, Mitchell TJ, Rubanova Y, Anur P, Yu K, Tarabichi M, Deshwar A, Wintersinger J, Kleinheinz K, Vázquez-García I, Haase K, Jerman L, Sengupta S, Macintyre G, Malikic S, Donmez N, Livitz DG, Cmero M, Demeulemeester J, Schumacher S, Fan Y, Yao X, Lee J, Schlesner M, Boutros PC, Bowtell DD, Zhu H, Getz G, Imielinski M, Beroukhim R, Sahinalp SC, Ji Y, Peifer M, Markowetz F, Mustonen V, Yuan K, Wang W, Morris QD, Spellman PT, Wedge DC, Van Loo P, Tarabichi M, Wintersinger J, Deshwar AG, Yu K, Gonzalez S, Rubanova Y, Macintyre G, Adams DJ, Anur P, Beroukhim R, Boutros PC, Bowtell DD, Campbell PJ, Cao S, Christie EL, Cmero M, Cun Y, Dawson KJ, Demeulemeester J, Donmez N, Drews RM, Eils R, Fan Y, Fittall M, Garsed DW, Getz G, Ha G, Imielinski M, Jerman L, Ji Y, Kleinheinz K, Lee J, Lee-Six H, Livitz DG, Malikic S, Markowetz F, Martincorena I, Mitchell TJ, Mustonen V, Oesper L, Peifer M, Peto M, Raphael BJ, Rosebrock D, Sahinalp SC, Salcedo A, Schlesner M, Schumacher S, Sengupta S, Shi R, Shin SJ, Spiro O, Pitkänen E, Pivot X, Piñeiro-Yáñez E, Planko L, Plass C, Polak P, Pons T, Popescu I, Potapova O, Prasad A, Stein LD, Preston SR, Prinz M, Pritchard AL, Prokopec SD, Provenzano E, Puente XS, Puig S, Puiggròs M, Pulido-Tamayo S, Pupo GM, Vázquez-García I, Purdie CA, Quinn MC, Rabionet R, Rader JS, Radlwimmer B, Radovic P, Raeder B, Raine KM, Ramakrishna M, Ramakrishnan K, Vembu S, Ramalingam S, Raphael BJ, Rathmell WK, Rausch T, Reifenberger G, Reimand J, Reis-Filho J, Reuter V, Reyes-Salazar I, Reyna MA, Wheeler DA, Reynolds SM, Rheinbay E, Riazalhosseini Y, Richardson AL, Richter J, Ringel M, Ringnér M, Rino Y, Rippe K, Roach J, Yang TP, Roberts LR, Roberts ND, Roberts SA, Robertson AG, Robertson AJ, Rodriguez JB, Rodriguez-Martin B, Rodríguez-González FG, Roehrl MHA, Rohde M, Yao X, Rokutan H, Romieu G, Rooman I, Roques T, Rosebrock D, Rosenberg M, Rosenstiel PC, Rosenwald A, Rowe EW, Royo R, Yuan K, Rozen SG, Rubanova Y, Rubin MA, Rubio-Perez C, Rudneva VA, Rusev BC, Ruzzenente A, Rätsch G, Sabarinathan R, Sabelnykova VY, Zhu H, Sadeghi S, Sahinalp SC, Saini N, Saito-Adachi M, Saksena G, Salcedo A, Salgado R, Salichos L, Sallari R, Saller C, Wang W, Salvia R, Sam M, Samra JS, Sanchez-Vega F, Sander C, Sanders G, Sarin R, Sarrafi I, Sasaki-Oku A, Sauer T, Morris QD, Sauter G, Saw RPM, Scardoni M, Scarlett CJ, Scarpa A, Scelo G, Schadendorf D, Schein JE, Schilhabel MB, Schlesner M, Spellman PT, Schlomm T, Schmidt HK, Schramm SJ, Schreiber S, Schultz N, Schumacher SE, Schwarz RF, Scolyer RA, Scott D, Scully R, Wedge DC, Seethala R, Segre AV, Selander I, Semple CA, Senbabaoglu Y, Sengupta S, Sereni E, Serra S, Sgroi DC, Shackleton M, Van Loo P, Shah NC, Shahabi S, Shang CA, Shang P, Shapira O, Shelton T, Shen C, Shen H, Shepherd R, Shi R, Spellman PT, Shi Y, Shiah YJ, Shibata T, Shih J, Shimizu E, Shimizu K, Shin SJ, Shiraishi Y, Shmaya T, Shmulevich I, Wedge DC, Shorser SI, Short C, Shrestha R, Shringarpure SS, Shriver C, Shuai S, Sidiropoulos N, Siebert R, Sieuwerts AM, Sieverling L, Van Loo P, Signoretti S, Sikora KO, Simbolo M, Simon R, Simons JV, Simpson JT, Simpson PT, Singer S, Sinnott-Armstrong N, Sipahimalani P, Aaltonen LA, Skelly TJ, Smid M, Smith J, Smith-McCune K, Socci ND, Sofia HJ, Soloway MG, Song L, Sood AK, Sothi S, Abascal F, Sotiriou C, Soulette CM, Span PN, Spellman PT, Sperandio N, Spillane AJ, Spiro O, Spring J, Staaf J, Stadler PF, Abeshouse A, Staib P, Stark SG, Stebbings L, Stefánsson ÓA, Stegle O, Stein LD, Stenhouse A, Stewart C, Stilgenbauer S, Stobbe MD, Aburatani H, Stratton MR, Stretch JR, Struck AJ, Stuart JM, Stunnenberg HG, Su H, Su X, Sun RX, Sungalee S, Susak H, Adams DJ, Suzuki A, Sweep F, Szczepanowski M, Sültmann H, Yugawa T, Tam A, Tamborero D, Tan BKT, Tan D, Tan P, Agrawal N, Tanaka H, Taniguchi H, Tanskanen TJ, Tarabichi M, Tarnuzzer R, Tarpey P, Taschuk ML, Tatsuno K, Tavaré S, Taylor DF, Ahn KS, Taylor-Weiner A, Teague JW, Teh BT, Tembe V, Temes J, Thai K, Thayer SP, Thiessen N, Thomas G, Thomas S, Ahn SM, Thompson A, Thompson AM, Thompson JFF, Thompson RH, Thorne H, Thorne LB, Thorogood A, Tiao G, Tijanic N, Timms LE, Aikata H, Tirabosco R, Tojo M, Tommasi S, Toon CW, Toprak UH, Torrents D, Tortora G, Tost J, Totoki Y, Townend D, Akbani R, Traficante N, Treilleux I, Trotta JR, Trümper LHP, Tsao M, Tsunoda T, Tubio JMC, Tucker O, Turkington R, Turner DJ, Akdemir KC, Tutt A, Ueno M, Ueno NT, Umbricht C, Umer HM, Underwood TJ, Urban L, Urushidate T, Ushiku T, Uusküla-Reimand L, Al-Ahmadie H, Valencia A, Van Den Berg DJ, Van Laere S, Van Loo P, Van Meir EG, Van den Eynden GG, Van der Kwast T, Vasudev N, Vazquez M, Vedururu R, Al-Sedairy ST, Veluvolu U, Vembu S, Verbeke LPC, Vermeulen P, Verrill C, Viari A, Vicente D, Vicentini C, VijayRaghavan K, Viksna J, Al-Shahrour F, Vilain RE, Villasante I, Vincent-Salomon A, Visakorpi T, Voet D, Vyas P, Vázquez-García I, Waddell NM, Waddell N, Wadelius C, Alawi M, Wadi L, Wagener R, Wala JA, Wang J, Wang J, Wang L, Wang Q, Wang W, Wang Y, Wang Z, Albert M, Waring PM, Warnatz HJ, Warrell J, Warren AY, Waszak SM, Wedge DC, Weichenhan D, Weinberger P, Weinstein JN, Weischenfeldt J, Aldape K, Weisenberger DJ, Welch I, Wendl MC, Werner J, Whalley JP, Wheeler DA, Whitaker HC, Wigle D, Wilkerson MD, Williams A, Alexandrov LB, Wilmott JS, Wilson GW, Wilson JM, Wilson RK, Winterhoff B, Wintersinger JA, Wiznerowicz M, Wolf S, Wong BH, Wong T, Ally A, Wong W, Woo Y, Wood S, Wouters BG, Wright AJ, Wright DW, Wright MH, Wu CL, Wu DY, Wu G, Alsop K, Wu J, Wu K, Wu Y, Wu Z, Xi L, Xia T, Xiang Q, Xiao X, Xing R, Xiong H, Alvarez EG, Xu Q, Xu Y, Xue H, Yachida S, Yakneen S, Yamaguchi R, Yamaguchi TN, Yamamoto M, Yamamoto S, Yamaue H, Amary F, Yang F, Yang H, Yang JY, Yang L, Yang L, Yang S, Yang TP, Yang Y, Yao X, Yaspo ML, Amin SB, Yates L, Yau C, Ye C, Ye K, Yellapantula VD, Yoon CJ, Yoon SS, Yousif F, Yu J, Yu K, Aminou B, Yu W, Yu Y, Yuan K, Yuan Y, Yuen D, Yung CK, Zaikova O, Zamora J, Zapatka M, Zenklusen JC, Ammerpohl O, Zenz T, Zeps N, Zhang CZ, Zhang F, Zhang H, Zhang H, Zhang H, Zhang J, Zhang J, Zhang J, Anderson MJ, Zhang X, Zhang X, Zhang Y, Zhang Z, Zhao Z, Zheng L, Zheng X, Zhou W, Zhou Y, Zhu B, Ang Y, Zhu H, Zhu J, Zhu S, Zou L, Zou X, deFazio A, van As N, van Deurzen CHM, van de Vijver MJ, van’t Veer L, Antonello D, von Mering C, Anur P, Aparicio S, Appelbaum EL, Arai Y, Aretz A, Arihiro K, Ariizumi SI, Armenia J, Arnould L, Asa S, Assenov Y, Atwal G, Aukema S, Auman JT, Aure MRR, Awadalla P, Aymerich M, Bader GD, Baez-Ortega A, Bailey MH, Bailey PJ, Balasundaram M, Balu S, Bandopadhayay P, Banks RE, Barbi S, Barbour AP, Barenboim J, Barnholtz-Sloan J, Barr H, Barrera E, Bartlett J, Bartolome J, Bassi C, Bathe OF, Baumhoer D, Bavi P, Baylin SB, Bazant W, Beardsmore D, Beck TA, Behjati S, Behren A, Niu B, Bell C, Beltran S, Benz C, Berchuck A, Bergmann AK, Bergstrom EN, Berman BP, Berney DM, Bernhart SH, Beroukhim R, Berrios M, Bersani S, Bertl J, Betancourt M, Bhandari V, Bhosle SG, Biankin AV, Bieg M, Bigner D, Binder H, Birney E, Birrer M, Biswas NK, Bjerkehagen B, Bodenheimer T, Boice L, Bonizzato G, De Bono JS, Boot A, Bootwalla MS, Borg A, Borkhardt A, Boroevich KA, Borozan I, Borst C, Bosenberg M, Bosio M, Boultwood J, Bourque G, Boutros PC, Bova GS, Bowen DT, Bowlby R, Bowtell DDL, Boyault S, Boyce R, Boyd J, Brazma A, Brennan P, Brewer DS, Brinkman AB, Bristow RG, Broaddus RR, Brock JE, Brock M, Broeks A, Brooks AN, Brooks D, Brors B, Brunak S, Bruxner TJC, Bruzos AL, Buchanan A, Buchhalter I, Buchholz C, Bullman S, Burke H, Burkhardt B, Burns KH, Busanovich J, Bustamante CD, Butler AP, Butte AJ, Byrne NJ, Børresen-Dale AL, Caesar-Johnson SJ, Cafferkey A, Cahill D, Calabrese C, Caldas C, Calvo F, Camacho N, Campbell PJ, Campo E, Cantù C, Cao S, Carey TE, Carlevaro-Fita J, Carlsen R, Cataldo I, Cazzola M, Cebon J, Cerfolio R, Chadwick DE, Chakravarty D, Chalmers D, Chan CWY, Chan K, Chan-Seng-Yue M, Chandan VS, Chang DK, Chanock SJ, Chantrill LA, Chateigner A, Chatterjee N, Chayama K, Chen HW, Chen J, Chen K, Chen Y, Chen Z, Cherniack AD, Chien J, Chiew YE, Chin SF, Cho J, Cho S, Choi JK, Choi W, Chomienne C, Chong Z, Choo SP, Chou A, Christ AN, Christie EL, Chuah E, Cibulskis C, Cibulskis K, Cingarlini S, Clapham P, Claviez A, Cleary S, Cloonan N, Cmero M, Collins CC, Connor AA, Cooke SL, Cooper CS, Cope L, Corbo V, Cordes MG, Cordner SM, Cortés-Ciriano I, Covington K, Cowin PA, Craft B, Craft D, Creighton CJ, Cun Y, Curley E, Cutcutache I, Czajka K, Czerniak B, Dagg RA, Danilova L, Davi MV, Davidson NR, Davies H, Davis IJ, Davis-Dusenbery BN, Dawson KJ, De La Vega FM, De Paoli-Iseppi R, Defreitas T, Tos APD, Delaneau O, Demchok JA, Demeulemeester J, Demidov GM, Demircioğlu D, Dennis NM, Denroche RE, Dentro SC, Desai N, Deshpande V, Deshwar AG, Desmedt C, Deu-Pons J, Dhalla N, Dhani NC, Dhingra P, Dhir R, DiBiase A, Diamanti K, Ding L, Ding S, Dinh HQ, Dirix L, Doddapaneni H, Donmez N, Dow MT, Drapkin R, Drechsel O, Drews RM, Serge S, Dudderidge T, Dueso-Barroso A, Dunford AJ, Dunn M, Dursi LJ, Duthie FR, Dutton-Regester K, Eagles J, Easton DF, Edmonds S, Edwards PA, Edwards SE, Eeles RA, Ehinger A, Eils J, Eils R, El-Naggar A, Eldridge M, Ellrott K, Erkek S, Escaramis G, Espiritu SMG, Estivill X, Etemadmoghadam D, Eyfjord JE, Faltas BM, Fan D, Fan Y, Faquin WC, Farcas C, Fassan M, Fatima A, Favero F, Fayzullaev N, Felau I, Fereday S, Ferguson ML, Ferretti V, Feuerbach L, Field MA, Fink JL, Finocchiaro G, Fisher C, Fittall MW, Fitzgerald A, Fitzgerald RC, Flanagan AM, Fleshner NE, Flicek P, Foekens JA, Fong KM, Fonseca NA, Foster CS, Fox NS, Fraser M, Frazer S, Frenkel-Morgenstern M, Friedman W, Frigola J, Fronick CC, Fujimoto A, Fujita M, Fukayama M, Fulton LA, Fulton RS, Furuta M, Futreal PA, Füllgrabe A, Gabriel SB, Gallinger S, Gambacorti-Passerini C, Gao J, Gao S, Garraway L, Garred Ø, Garrison E, Garsed DW, Gehlenborg N, Gelpi JLL, George J, Gerhard DS, Gerhauser C, Gershenwald JE, Gerstein M, Gerstung M, Getz G, Ghori M, Ghossein R, Giama NH, Gibbs RA, Gibson B, Gill AJ, Gill P, Giri DD, Glodzik D, Gnanapragasam VJ, Goebler ME, Goldman MJ, Gomez C, Gonzalez S, Gonzalez-Perez A, Gordenin DA, Gossage J, Gotoh K, Govindan R, Grabau D, Graham JS, Grant RC, Green AR, Green E, Greger L, Grehan N, Grimaldi S, Grimmond SM, Grossman RL, Grundhoff A, Gundem G, Guo Q, Gupta M, Gupta S, Gut IG, Gut M, Göke J, Ha G, Haake A, Haan D, Haas S, Haase K, Haber JE, Habermann N, Hach F, Haider S, Hama N, Hamdy FC, Hamilton A, Hamilton MP, Han L, Hanna GB, Hansmann M, Haradhvala NJ, Harismendy O, Harliwong I, Harmanci AO, Harrington E, Hasegawa T, Haussler D, Hawkins S, Hayami S, Hayashi S, Hayes DN, Hayes SJ, Hayward NK, Hazell S, He Y, Heath AP, Heath SC, Hedley D, Hegde AM, Heiman DI, Heinold MC, Heins Z, Heisler LE, Hellstrom-Lindberg E, Helmy M, Heo SG, Hepperla AJ, Heredia-Genestar JM, Herrmann C, Hersey P, Hess JM, Hilmarsdottir H, Hinton J, Hirano S, Hiraoka N, Hoadley KA, Hobolth A, Hodzic E, Hoell JI, Hoffmann S, Hofmann O, Holbrook A, Holik AZ, Hollingsworth MA, Holmes O, Holt RA, Hong C, Hong EP, Hong JH, Hooijer GK, Hornshøj H, Hosoda F, Hou Y, Hovestadt V, Howat W, Hoyle AP, Hruban RH, Hu J, Hu T, Hua X, Huang KL, Huang M, Huang MN, Huang V, Huang Y, Huber W, Hudson TJ, Hummel M, Hung JA, Huntsman D, Hupp TR, Huse J, Huska MR, Hutter B, Hutter CM, Hübschmann D, Iacobuzio-Donahue CA, Imbusch CD, Imielinski M, Imoto S, Isaacs WB, Isaev K, Ishikawa S, Iskar M, Islam SMA, Ittmann M, Ivkovic S, Izarzugaza JMG, Jacquemier J, Jakrot V, Jamieson NB, Jang GH, Jang SJ, Jayaseelan JC, Jayasinghe R, Jefferys SR, Jegalian K, Jennings JL, Jeon SH, Jerman L, Ji Y, Jiao W, Johansson PA, Johns AL, Johns J, Johnson R, Johnson TA, Jolly C, Joly Y, Jonasson JG, Jones CD, Jones DR, Jones DTW, Jones N, Jones SJM, Jonkers J, Ju YS, Juhl H, Jung J, Juul M, Juul RI, Juul S, Jäger N, Kabbe R, Kahles A, Kahraman A, Kaiser VB, Kakavand H, Kalimuthu S, von Kalle C, Kang KJ, Karaszi K, Karlan B, Karlić R, Karsch D, Kasaian K, Kassahn KS, Katai H, Kato M, Katoh H, Kawakami Y, Kay JD, Kazakoff SH, Kazanov MD, Keays M, Kebebew E, Kefford RF, Kellis M, Kench JG, Kennedy CJ, Kerssemakers JNA, Khoo D, Khoo V, Khuntikeo N, Khurana E, Kilpinen H, Kim HK, Kim HL, Kim HY, Kim H, Kim J, Kim J, Kim JK, Kim Y, King TA, Klapper W, Kleinheinz K, Klimczak LJ, Knappskog S, Kneba M, Knoppers BM, Koh Y, Komorowski J, Komura D, Komura M, Kong G, Kool M, Korbel JO, Korchina V, Korshunov A, Koscher M, Koster R, Kote-Jarai Z, Koures A, Kovacevic M, Kremeyer B, Kretzmer H, Kreuz M, Krishnamurthy S, Kube D, Kumar K, Kumar P, Kumar S, Kumar Y, Kundra R, Kübler K, Küppers R, Lagergren J, Lai PH, Laird PW, Lakhani SR, Lalansingh CM, Lalonde E, Lamaze FC, Lambert A, Lander E, Landgraf P, Landoni L, Langerød A, Lanzós A, Larsimont D, Larsson E, Lathrop M, Lau LMS, Lawerenz C, Lawlor RT, Lawrence MS, Lazar AJ, Lazic AM, Le X, Lee D, Lee D, Lee EA, Lee HJ, Lee JJK, Lee JY, Lee J, Lee MTM, Lee-Six H, Lehmann KV, Lehrach H, Lenze D, Leonard CR, Leongamornlert DA, Leshchiner I, Letourneau L, Letunic I, Levine DA, Lewis L, Ley T, Li C, Li CH, Li HI, Li J, Li L, Li S, Li S, Li X, Li X, Li X, Li Y, Liang H, Liang SB, Lichter P, Lin P, Lin Z, Linehan WM, Lingjærde OC, Liu D, Liu EM, Liu FFF, Liu F, Liu J, Liu X, Livingstone J, Livitz D, Livni N, Lochovsky L, Loeffler M, Long GV, Lopez-Guillermo A, Lou S, Louis DN, Lovat LB, Lu Y, Lu YJ, Lu Y, Luchini C, Lungu I, Luo X, Luxton HJ, Lynch AG, Lype L, López C, López-Otín C, Ma EZ, Ma Y, MacGrogan G, MacRae S, Macintyre G, Madsen T, Maejima K, Mafficini A, Maglinte DT, Maitra A, Majumder PP, Malcovati L, Malikic S, Malleo G, Mann GJ, Mantovani-Löffler L, Marchal K, Marchegiani G, Mardis ER, Margolin AA, Marin MG, Markowetz F, Markowski J, Marks J, Marques-Bonet T, Marra MA, Marsden L, Martens JWM, Martin S, Martin-Subero JI, Martincorena I, Martinez-Fundichely A, Maruvka YE, Mashl RJ, Massie CE, Matthew TJ, Matthews L, Mayer E, Mayes S, Mayo M, Mbabaali F, McCune K, McDermott U, McGillivray PD, McLellan MD, McPherson JD, McPherson JR, McPherson TA, Meier SR, Meng A, Meng S, Menzies A, Merrett ND, Merson S, Meyerson M, Meyerson W, Mieczkowski PA, Mihaiescu GL, Mijalkovic S, Mikkelsen T, Milella M, Mileshkin L, Miller CA, Miller DK, Miller JK, Mills GB, Milovanovic A, Minner S, Miotto M, Arnau GM, Mirabello L, Mitchell C, Mitchell TJ, Miyano S, Miyoshi N, Mizuno S, Molnár-Gábor F, Moore MJ, Moore RA, Morganella S, Morris QD, Morrison C, Mose LE, Moser CD, Muiños F, Mularoni L, Mungall AJ, Mungall K, Musgrove EA, Mustonen V, Mutch D, Muyas F, Muzny DM, Muñoz A, Myers J, Myklebost O, Möller P, Nagae G, Nagrial AM, Nahal-Bose HK, Nakagama H, Nakagawa H, Nakamura H, Nakamura T, Nakano K, Nandi T, Nangalia J, Nastic M, Navarro A, Navarro FCP, Neal DE, Nettekoven G, Newell F, Newhouse SJ, Newton Y, Ng AWT, Ng A, Nicholson J, Nicol D, Nie Y, Nielsen GP, Nielsen MM, Nik-Zainal S, Noble MS, Nones K, Northcott PA, Notta F, O’Connor BD, O’Donnell P, O’Donovan M, O’Meara S, O’Neill BP, O’Neill JR, Ocana D, Ochoa A, Oesper L, Ogden C, Ohdan H, Ohi K, Ohno-Machado L, Oien KA, Ojesina AI, Ojima H, Okusaka T, Omberg L, Ong CK, Ossowski S, Ott G, Ouellette BFF, P’ng C, Paczkowska M, Paiella S, Pairojkul C, Pajic M, Pan-Hammarström Q, Papaemmanuil E, Papatheodorou I, Paramasivam N, Park JW, Park JW, Park K, Park K, Park PJ, Parker JS, Parsons SL, Pass H, Pasternack D, Pastore A, Patch AM, Pauporté I, Pea A, Pearson JV, Pedamallu CS, Pedersen JS, Pederzoli P, Peifer M, Pennell NA, Perou CM, Perry MD, Petersen GM, Peto M, Petrelli N, Petryszak R, Pfister SM, Phillips M, Pich O, Pickett HA, Pihl TD, Pillay N, Pinder S, Pinese M, Pinho AV. Author Correction: The evolutionary history of 2,658 cancers. Nature 2023; 614:E42. [PMID: 36697833 PMCID: PMC9931577 DOI: 10.1038/s41586-022-05601-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Affiliation(s)
- Moritz Gerstung
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, UK. .,European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany. .,Wellcome Sanger Institute, Cambridge, UK.
| | - Clemency Jolly
- grid.451388.30000 0004 1795 1830The Francis Crick Institute, London, UK
| | - Ignaty Leshchiner
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Stefan C. Dentro
- grid.10306.340000 0004 0606 5382Wellcome Sanger Institute, Cambridge, UK ,grid.451388.30000 0004 1795 1830The Francis Crick Institute, London, UK ,grid.4991.50000 0004 1936 8948Big Data Institute, University of Oxford, Oxford, UK
| | - Santiago Gonzalez
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, UK
| | - Daniel Rosebrock
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Thomas J. Mitchell
- grid.10306.340000 0004 0606 5382Wellcome Sanger Institute, Cambridge, UK ,grid.5335.00000000121885934University of Cambridge, Cambridge, UK
| | - Yulia Rubanova
- grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada ,grid.494618.6Vector Institute, Toronto, Ontario Canada
| | - Pavana Anur
- grid.5288.70000 0000 9758 5690Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR USA
| | - Kaixian Yu
- grid.240145.60000 0001 2291 4776The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Maxime Tarabichi
- grid.10306.340000 0004 0606 5382Wellcome Sanger Institute, Cambridge, UK ,grid.451388.30000 0004 1795 1830The Francis Crick Institute, London, UK
| | - Amit Deshwar
- grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada ,grid.494618.6Vector Institute, Toronto, Ontario Canada
| | - Jeff Wintersinger
- grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada ,grid.494618.6Vector Institute, Toronto, Ontario Canada
| | - Kortine Kleinheinz
- grid.7497.d0000 0004 0492 0584German Cancer Research Center (DKFZ), Heidelberg, Germany ,grid.7700.00000 0001 2190 4373Heidelberg University, Heidelberg, Germany
| | - Ignacio Vázquez-García
- grid.10306.340000 0004 0606 5382Wellcome Sanger Institute, Cambridge, UK ,grid.5335.00000000121885934University of Cambridge, Cambridge, UK
| | - Kerstin Haase
- grid.451388.30000 0004 1795 1830The Francis Crick Institute, London, UK
| | - Lara Jerman
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, UK ,grid.8954.00000 0001 0721 6013University of Ljubljana, Ljubljana, Slovenia
| | - Subhajit Sengupta
- grid.240372.00000 0004 0400 4439NorthShore University HealthSystem, Evanston, IL USA
| | - Geoff Macintyre
- grid.5335.00000000121885934Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Salem Malikic
- grid.61971.380000 0004 1936 7494Simon Fraser University, Burnaby, British Columbia Canada ,grid.412541.70000 0001 0684 7796Vancouver Prostate Centre, Vancouver, British Columbia Canada
| | - Nilgun Donmez
- grid.61971.380000 0004 1936 7494Simon Fraser University, Burnaby, British Columbia Canada ,grid.412541.70000 0001 0684 7796Vancouver Prostate Centre, Vancouver, British Columbia Canada
| | - Dimitri G. Livitz
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Marek Cmero
- grid.1008.90000 0001 2179 088XUniversity of Melbourne, Melbourne, Victoria Australia ,grid.1042.70000 0004 0432 4889Walter and Eliza Hall Institute, Melbourne, Victoria Australia
| | - Jonas Demeulemeester
- grid.451388.30000 0004 1795 1830The Francis Crick Institute, London, UK ,grid.5596.f0000 0001 0668 7884University of Leuven, Leuven, Belgium
| | - Steven Schumacher
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Yu Fan
- grid.240145.60000 0001 2291 4776The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Xiaotong Yao
- grid.5386.8000000041936877XWeill Cornell Medicine, New York, NY USA ,grid.429884.b0000 0004 1791 0895New York Genome Center, New York, NY USA
| | - Juhee Lee
- grid.205975.c0000 0001 0740 6917University of California Santa Cruz, Santa Cruz, CA USA
| | - Matthias Schlesner
- grid.7497.d0000 0004 0492 0584German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Paul C. Boutros
- grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada ,grid.419890.d0000 0004 0626 690XOntario Institute for Cancer Research, Toronto, Ontario Canada ,grid.19006.3e0000 0000 9632 6718University of California, Los Angeles, CA USA
| | - David D. Bowtell
- grid.1055.10000000403978434Peter MacCallum Cancer Centre, Melbourne, Victoria Australia
| | - Hongtu Zhu
- grid.240145.60000 0001 2291 4776The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Gad Getz
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA ,grid.32224.350000 0004 0386 9924Center for Cancer Research, Massachusetts General Hospital, Charlestown, MA USA ,grid.32224.350000 0004 0386 9924Department of Pathology, Massachusetts General Hospital, Boston, MA USA ,grid.38142.3c000000041936754XHarvard Medical School, Boston, MA USA
| | - Marcin Imielinski
- grid.5386.8000000041936877XWeill Cornell Medicine, New York, NY USA ,grid.429884.b0000 0004 1791 0895New York Genome Center, New York, NY USA
| | - Rameen Beroukhim
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA ,grid.65499.370000 0001 2106 9910Dana-Farber Cancer Institute, Boston, MA USA
| | - S. Cenk Sahinalp
- grid.412541.70000 0001 0684 7796Vancouver Prostate Centre, Vancouver, British Columbia Canada ,grid.411377.70000 0001 0790 959XIndiana University, Bloomington, IN USA
| | - Yuan Ji
- grid.240372.00000 0004 0400 4439NorthShore University HealthSystem, Evanston, IL USA ,grid.170205.10000 0004 1936 7822The University of Chicago, Chicago, IL USA
| | - Martin Peifer
- grid.6190.e0000 0000 8580 3777University of Cologne, Cologne, Germany
| | - Florian Markowetz
- grid.5335.00000000121885934Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Ville Mustonen
- grid.7737.40000 0004 0410 2071University of Helsinki, Helsinki, Finland
| | - Ke Yuan
- grid.5335.00000000121885934Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK ,grid.8756.c0000 0001 2193 314XUniversity of Glasgow, Glasgow, UK
| | - Wenyi Wang
- grid.240145.60000 0001 2291 4776The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Quaid D. Morris
- grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada ,grid.494618.6Vector Institute, Toronto, Ontario Canada
| | | | - Paul T. Spellman
- grid.5288.70000 0000 9758 5690Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR USA
| | - David C. Wedge
- grid.4991.50000 0004 1936 8948Big Data Institute, University of Oxford, Oxford, UK ,grid.454382.c0000 0004 7871 7212Oxford NIHR Biomedical Research Centre, Oxford, UK
| | - Peter Van Loo
- The Francis Crick Institute, London, UK. .,University of Leuven, Leuven, Belgium.
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Calabrese C, Davidson NR, Demircioğlu D, Fonseca NA, He Y, Kahles A, Lehmann KV, Liu F, Shiraishi Y, Soulette CM, Urban L, Greger L, Li S, Liu D, Perry MD, Xiang Q, Zhang F, Zhang J, Bailey P, Erkek S, Hoadley KA, Hou Y, Huska MR, Kilpinen H, Korbel JO, Marin MG, Markowski J, Nandi T, Pan-Hammarström Q, Pedamallu CS, Siebert R, Stark SG, Su H, Tan P, Waszak SM, Yung C, Zhu S, Awadalla P, Creighton CJ, Meyerson M, Ouellette BFF, Wu K, Yang H, Brazma A, Brooks AN, Göke J, Rätsch G, Schwarz RF, Stegle O, Zhang Z, Wu K, Yang H, Fonseca NA, Kahles A, Lehmann KV, Urban L, Soulette CM, Shiraishi Y, Liu F, He Y, Demircioğlu D, Davidson NR, Calabrese C, Zhang J, Perry MD, Xiang Q, Greger L, Li S, Liu D, Stark SG, Zhang F, Amin SB, Bailey P, Chateigner A, Cortés-Ciriano I, Craft B, Erkek S, Frenkel-Morgenstern M, Goldman M, Hoadley KA, Hou Y, Huska MR, Khurana E, Kilpinen H, Korbel JO, Lamaze FC, Li C, Li X, Li X, Liu X, Marin MG, Markowski J, Nandi T, Nielsen MM, Ojesina AI, Pan-Hammarström Q, Park PJ, Pedamallu CS, Pedersen JS, Pederzoli P, Peifer M, Pennell NA, Perou CM, Perry MD, Petersen GM, Peto M, Petrelli N, Pedamallu CS, Petryszak R, Pfister SM, Phillips M, Pich O, Pickett HA, Pihl TD, Pillay N, Pinder S, Pinese M, Pinho AV, Pedersen JS, Pitkänen E, Pivot X, Piñeiro-Yáñez E, Planko L, Plass C, Polak P, Pons T, Popescu I, Potapova O, Prasad A, Siebert R, Preston SR, Prinz M, Pritchard AL, Prokopec SD, Provenzano E, Puente XS, Puig S, Puiggròs M, Pulido-Tamayo S, Pupo GM, Su H, Purdie CA, Quinn MC, Rabionet R, Rader JS, Radlwimmer B, Radovic P, Raeder B, Raine KM, Ramakrishna M, Ramakrishnan K, Tan P, Ramalingam S, Raphael BJ, Rathmell WK, Rausch T, Reifenberger G, Reimand J, Reis-Filho J, Reuter V, Reyes-Salazar I, Reyna MA, Teh BT, Reynolds SM, Rheinbay E, Riazalhosseini Y, Richardson AL, Richter J, Ringel M, Ringnér M, Rino Y, Rippe K, Roach J, Wang J, Roberts LR, Roberts ND, Roberts SA, Robertson AG, Robertson AJ, Rodriguez JB, Rodriguez-Martin B, Rodríguez-González FG, Roehrl MHA, Rohde M, Waszak SM, Rokutan H, Romieu G, Rooman I, Roques T, Rosebrock D, Rosenberg M, Rosenstiel PC, Rosenwald A, Rowe EW, Royo R, Xiong H, Rozen SG, Rubanova Y, Rubin MA, Rubio-Perez C, Rudneva VA, Rusev BC, Ruzzenente A, Rätsch G, Sabarinathan R, Sabelnykova VY, Yakneen S, Sadeghi S, Sahinalp SC, Saini N, Saito-Adachi M, Saksena G, Salcedo A, Salgado R, Salichos L, Sallari R, Saller C, Ye C, Salvia R, Sam M, Samra JS, Sanchez-Vega F, Sander C, Sanders G, Sarin R, Sarrafi I, Sasaki-Oku A, Sauer T, Yung C, Sauter G, Saw RPM, Scardoni M, Scarlett CJ, Scarpa A, Scelo G, Schadendorf D, Schein JE, Schilhabel MB, Schlesner M, Zhang X, Schlomm T, Schmidt HK, Schramm SJ, Schreiber S, Schultz N, Schumacher SE, Schwarz RF, Scolyer RA, Scott D, Scully R, Zheng L, Seethala R, Segre AV, Selander I, Semple CA, Senbabaoglu Y, Sengupta S, Sereni E, Serra S, Sgroi DC, Shackleton M, Zhu J, Shah NC, Shahabi S, Shang CA, Shang P, Shapira O, Shelton T, Shen C, Shen H, Shepherd R, Shi R, Zhu S, Shi Y, Shiah YJ, Shibata T, Shih J, Shimizu E, Shimizu K, Shin SJ, Shiraishi Y, Shmaya T, Shmulevich I, Awadalla P, Shorser SI, Short C, Shrestha R, Shringarpure SS, Shriver C, Shuai S, Sidiropoulos N, Siebert R, Sieuwerts AM, Sieverling L, Creighton CJ, Signoretti S, Sikora KO, Simbolo M, Simon R, Simons JV, Simpson JT, Simpson PT, Singer S, Sinnott-Armstrong N, Sipahimalani P, Meyerson M, Skelly TJ, Smid M, Smith J, Smith-McCune K, Socci ND, Sofia HJ, Soloway MG, Song L, Sood AK, Sothi S, Ouellette BFF, Sotiriou C, Soulette CM, Span PN, Spellman PT, Sperandio N, Spillane AJ, Spiro O, Spring J, Staaf J, Stadler PF, Wu K, Staib P, Stark SG, Stebbings L, Stefánsson ÓA, Stegle O, Stein LD, Stenhouse A, Stewart C, Stilgenbauer S, Stobbe MD, Yang H, Stratton MR, Stretch JR, Struck AJ, Stuart JM, Stunnenberg HG, Su H, Su X, Sun RX, Sungalee S, Susak H, Göke J, Suzuki A, Sweep F, Szczepanowski M, Sültmann H, Yugawa T, Tam A, Tamborero D, Tan BKT, Tan D, Tan P, Schwarz RF, Tanaka H, Taniguchi H, Tanskanen TJ, Tarabichi M, Tarnuzzer R, Tarpey P, Taschuk ML, Tatsuno K, Tavaré S, Taylor DF, Stegle O, Taylor-Weiner A, Teague JW, Teh BT, Tembe V, Temes J, Thai K, Thayer SP, Thiessen N, Thomas G, Thomas S, Zhang Z, Thompson A, Thompson AM, Thompson JFF, Thompson RH, Thorne H, Thorne LB, Thorogood A, Tiao G, Tijanic N, Timms LE, Brazma A, Tirabosco R, Tojo M, Tommasi S, Toon CW, Toprak UH, Torrents D, Tortora G, Tost J, Totoki Y, Townend D, Rätsch G, Traficante N, Treilleux I, Trotta JR, Trümper LHP, Tsao M, Tsunoda T, Tubio JMC, Tucker O, Turkington R, Turner DJ, Brooks AN, Tutt A, Ueno M, Ueno NT, Umbricht C, Umer HM, Underwood TJ, Urban L, Urushidate T, Ushiku T, Uusküla-Reimand L, Brazma A, Valencia A, Van Den Berg DJ, Van Laere S, Van Loo P, Van Meir EG, Van den Eynden GG, Van der Kwast T, Vasudev N, Vazquez M, Vedururu R, Brooks AN, Veluvolu U, Vembu S, Verbeke LPC, Vermeulen P, Verrill C, Viari A, Vicente D, Vicentini C, VijayRaghavan K, Viksna J, Göke J, Vilain RE, Villasante I, Vincent-Salomon A, Visakorpi T, Voet D, Vyas P, Vázquez-García I, Waddell NM, Waddell N, Wadelius C, Rätsch G, Wadi L, Wagener R, Wala JA, Wang J, Wang J, Wang L, Wang Q, Wang W, Wang Y, Wang Z, Schwarz RF, Waring PM, Warnatz HJ, Warrell J, Warren AY, Waszak SM, Wedge DC, Weichenhan D, Weinberger P, Weinstein JN, Weischenfeldt J, Stegle O, Weisenberger DJ, Welch I, Wendl MC, Werner J, Whalley JP, Wheeler DA, Whitaker HC, Wigle D, Wilkerson MD, Williams A, Zhang Z, Wilmott JS, Wilson GW, Wilson JM, Wilson RK, Winterhoff B, Wintersinger JA, Wiznerowicz M, Wolf S, Wong BH, Wong T, Aaltonen LA, Wong W, Woo Y, Wood S, Wouters BG, Wright AJ, Wright DW, Wright MH, Wu CL, Wu DY, Wu G, Abascal F, Wu J, Wu K, Wu Y, Wu Z, Xi L, Xia T, Xiang Q, Xiao X, Xing R, Xiong H, Abeshouse A, Xu Q, Xu Y, Xue H, Yachida S, Yakneen S, Yamaguchi R, Yamaguchi TN, Yamamoto M, Yamamoto S, Yamaue H, Aburatani H, Yang F, Yang H, Yang JY, Yang L, Yang L, Yang S, Yang TP, 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S, Bandopadhayay P, Banks RE, Barbi S, Barbour AP, Barenboim J, Barnholtz-Sloan J, Barr H, Barrera E, Bartlett J, Bartolome J, Bassi C, Bathe OF, Baumhoer D, Bavi P, Baylin SB, Bazant W, Beardsmore D, Beck TA, Behjati S, Behren A, Niu B, Bell C, Beltran S, Benz C, Berchuck A, Bergmann AK, Bergstrom EN, Berman BP, Berney DM, Bernhart SH, Beroukhim R, Berrios M, Bersani S, Bertl J, Betancourt M, Bhandari V, Bhosle SG, Biankin AV, Bieg M, Bigner D, Binder H, Birney E, Birrer M, Biswas NK, Bjerkehagen B, Bodenheimer T, Boice L, Bonizzato G, De Bono JS, Boot A, Bootwalla MS, Borg A, Borkhardt A, Boroevich KA, Borozan I, Borst C, Bosenberg M, Bosio M, Boultwood J, Bourque G, Boutros PC, Bova GS, Bowen DT, Bowlby R, Bowtell DDL, Boyault S, Boyce R, Boyd J, Brazma A, Brennan P, Brewer DS, Brinkman AB, Bristow RG, Broaddus RR, Brock JE, Brock M, Broeks A, Brooks AN, Brooks D, Brors B, Brunak S, Bruxner TJC, Bruzos AL, Buchanan A, Buchhalter I, Buchholz C, Bullman S, Burke H, Burkhardt B, Burns KH, Busanovich J, Bustamante CD, Butler AP, Butte AJ, Byrne NJ, Børresen-Dale AL, Caesar-Johnson SJ, Cafferkey A, Cahill D, Calabrese C, Caldas C, Calvo F, Camacho N, Campbell PJ, Campo E, Cantù C, Cao S, Carey TE, Carlevaro-Fita J, Carlsen R, Cataldo I, Cazzola M, Cebon J, Cerfolio R, Chadwick DE, Chakravarty D, Chalmers D, Chan CWY, Chan K, Chan-Seng-Yue M, Chandan VS, Chang DK, Chanock SJ, Chantrill LA, Chateigner A, Chatterjee N, Chayama K, Chen HW, Chen J, Chen K, Chen Y, Chen Z, Cherniack AD, Chien J, Chiew YE, Chin SF, Cho J, Cho S, Choi JK, Choi W, Chomienne C, Chong Z, Choo SP, Chou A, Christ AN, Christie EL, Chuah E, Cibulskis C, Cibulskis K, Cingarlini S, Clapham P, Claviez A, Cleary S, Cloonan N, Cmero M, Collins CC, Connor AA, Cooke SL, Cooper CS, Cope L, Corbo V, Cordes MG, Cordner SM, Cortés-Ciriano I, Covington K, Cowin PA, Craft B, Craft D, Creighton CJ, Cun Y, Curley E, Cutcutache I, Czajka K, Czerniak B, Dagg RA, Danilova L, Davi MV, Davidson NR, Davies H, Davis IJ, 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Harliwong I, Harmanci AO, Harrington E, Hasegawa T, Haussler D, Hawkins S, Hayami S, Hayashi S, Hayes DN, Hayes SJ, Hayward NK, Hazell S, He Y, Heath AP, Heath SC, Hedley D, Hegde AM, Heiman DI, Heinold MC, Heins Z, Heisler LE, Hellstrom-Lindberg E, Helmy M, Heo SG, Hepperla AJ, Heredia-Genestar JM, Herrmann C, Hersey P, Hess JM, Hilmarsdottir H, Hinton J, Hirano S, Hiraoka N, Hoadley KA, Hobolth A, Hodzic E, Hoell JI, Hoffmann S, Hofmann O, Holbrook A, Holik AZ, Hollingsworth MA, Holmes O, Holt RA, Hong C, Hong EP, Hong JH, Hooijer GK, Hornshøj H, Hosoda F, Hou Y, Hovestadt V, Howat W, Hoyle AP, Hruban RH, Hu J, Hu T, Hua X, Huang KL, Huang M, Huang MN, Huang V, Huang Y, Huber W, Hudson TJ, Hummel M, Hung JA, Huntsman D, Hupp TR, Huse J, Huska MR, Hutter B, Hutter CM, Hübschmann D, Iacobuzio-Donahue CA, Imbusch CD, Imielinski M, Imoto S, Isaacs WB, Isaev K, Ishikawa S, Iskar M, Islam SMA, Ittmann M, Ivkovic S, Izarzugaza JMG, Jacquemier J, Jakrot V, Jamieson NB, Jang GH, Jang SJ, Jayaseelan JC, Jayasinghe R, Jefferys SR, Jegalian K, Jennings JL, Jeon SH, Jerman L, Ji Y, Jiao W, Johansson PA, Johns AL, Johns J, Johnson R, Johnson TA, Jolly C, Joly Y, Jonasson JG, Jones CD, Jones DR, Jones DTW, Jones N, Jones SJM, Jonkers J, Ju YS, Juhl H, Jung J, Juul M, Juul RI, Juul S, Jäger N, Kabbe R, Kahles A, Kahraman A, Kaiser VB, Kakavand H, Kalimuthu S, von Kalle C, Kang KJ, Karaszi K, Karlan B, Karlić R, Karsch D, Kasaian K, Kassahn KS, Katai H, Kato M, Katoh H, Kawakami Y, Kay JD, Kazakoff SH, Kazanov MD, Keays M, Kebebew E, Kefford RF, Kellis M, Kench JG, Kennedy CJ, Kerssemakers JNA, Khoo D, Khoo V, Khuntikeo N, Khurana E, Kilpinen H, Kim HK, Kim HL, Kim HY, Kim H, Kim J, Kim J, Kim JK, Kim Y, King TA, Klapper W, Kleinheinz K, Klimczak LJ, Knappskog S, Kneba M, Knoppers BM, Koh Y, Komorowski J, Komura D, Komura M, Kong G, Kool M, Korbel JO, Korchina V, Korshunov A, Koscher M, Koster R, Kote-Jarai Z, Koures A, Kovacevic M, Kremeyer B, Kretzmer H, Kreuz M, 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Author Correction: Genomic basis for RNA alterations in cancer. Nature 2023; 614:E37. [PMID: 36697831 PMCID: PMC9931574 DOI: 10.1038/s41586-022-05596-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Affiliation(s)
| | - Claudia Calabrese
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Natalie R. Davidson
- grid.5801.c0000 0001 2156 2780ETH Zurich, Zurich, Switzerland ,grid.51462.340000 0001 2171 9952Memorial Sloan Kettering Cancer Center, New York, NY USA ,grid.5386.8000000041936877XWeill Cornell Medical College, New York, NY USA ,grid.419765.80000 0001 2223 3006SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland ,grid.412004.30000 0004 0478 9977University Hospital Zurich, Zurich, Switzerland
| | - Deniz Demircioğlu
- grid.4280.e0000 0001 2180 6431National University of Singapore, Singapore, Singapore ,grid.418377.e0000 0004 0620 715XGenome Institute of Singapore, Singapore, Singapore
| | - Nuno A. Fonseca
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Yao He
- grid.11135.370000 0001 2256 9319Peking University, Beijing, China
| | - André Kahles
- grid.5801.c0000 0001 2156 2780ETH Zurich, Zurich, Switzerland ,grid.51462.340000 0001 2171 9952Memorial Sloan Kettering Cancer Center, New York, NY USA ,grid.419765.80000 0001 2223 3006SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland ,grid.412004.30000 0004 0478 9977University Hospital Zurich, Zurich, Switzerland
| | - Kjong-Van Lehmann
- grid.5801.c0000 0001 2156 2780ETH Zurich, Zurich, Switzerland ,grid.51462.340000 0001 2171 9952Memorial Sloan Kettering Cancer Center, New York, NY USA ,grid.419765.80000 0001 2223 3006SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland ,grid.412004.30000 0004 0478 9977University Hospital Zurich, Zurich, Switzerland
| | - Fenglin Liu
- grid.11135.370000 0001 2256 9319Peking University, Beijing, China
| | - Yuichi Shiraishi
- grid.26999.3d0000 0001 2151 536XThe University of Tokyo, Minato-ku, Japan
| | - Cameron M. Soulette
- grid.205975.c0000 0001 0740 6917University of California, Santa Cruz, Santa Cruz, CA USA
| | - Lara Urban
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Liliana Greger
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Siliang Li
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Dongbing Liu
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Marc D. Perry
- grid.17063.330000 0001 2157 2938Ontario Institute for Cancer Research, Toronto, Ontario, Canada ,grid.266102.10000 0001 2297 6811University of California, San Francisco, San Francisco, CA USA
| | - Qian Xiang
- grid.17063.330000 0001 2157 2938Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Fan Zhang
- grid.11135.370000 0001 2256 9319Peking University, Beijing, China
| | - Junjun Zhang
- grid.17063.330000 0001 2157 2938Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Peter Bailey
- grid.8756.c0000 0001 2193 314XUniversity of Glasgow, Glasgow, UK
| | - Serap Erkek
- grid.4709.a0000 0004 0495 846XEuropean Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - Katherine A. Hoadley
- grid.10698.360000000122483208The University of North Carolina at Chapel Hill, Chapel Hill, NC USA
| | - Yong Hou
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Matthew R. Huska
- grid.419491.00000 0001 1014 0849Berlin Institute for Medical Systems Biology, Max Delbruck Center for Molecular Medicine, Berlin, Germany
| | - Helena Kilpinen
- grid.83440.3b0000000121901201University College London, London, UK
| | - Jan O. Korbel
- grid.4709.a0000 0004 0495 846XEuropean Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - Maximillian G. Marin
- grid.205975.c0000 0001 0740 6917University of California, Santa Cruz, Santa Cruz, CA USA
| | - Julia Markowski
- grid.419491.00000 0001 1014 0849Berlin Institute for Medical Systems Biology, Max Delbruck Center for Molecular Medicine, Berlin, Germany
| | - Tannistha Nandi
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore, Singapore, Singapore
| | - Qiang Pan-Hammarström
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.4714.60000 0004 1937 0626Karolinska Institutet, Stockholm, Sweden
| | - Chandra Sekhar Pedamallu
- grid.66859.340000 0004 0546 1623Broad Institute, Cambridge, MA USA ,grid.65499.370000 0001 2106 9910Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XHarvard Medical School, Boston, MA USA
| | - Reiner Siebert
- grid.410712.10000 0004 0473 882XUlm University and Ulm University Medical Center, Ulm, Germany
| | - Stefan G. Stark
- grid.5801.c0000 0001 2156 2780ETH Zurich, Zurich, Switzerland ,grid.51462.340000 0001 2171 9952Memorial Sloan Kettering Cancer Center, New York, NY USA ,grid.419765.80000 0001 2223 3006SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland ,grid.412004.30000 0004 0478 9977University Hospital Zurich, Zurich, Switzerland
| | - Hong Su
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Patrick Tan
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore, Singapore, Singapore ,grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore
| | - Sebastian M. Waszak
- grid.4709.a0000 0004 0495 846XEuropean Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - Christina Yung
- grid.17063.330000 0001 2157 2938Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Shida Zhu
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Philip Awadalla
- grid.17063.330000 0001 2157 2938Ontario Institute for Cancer Research, Toronto, Ontario, Canada ,grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada
| | - Chad J. Creighton
- grid.39382.330000 0001 2160 926XBaylor College of Medicine, Houston, TX USA
| | - Matthew Meyerson
- grid.66859.340000 0004 0546 1623Broad Institute, Cambridge, MA USA ,grid.65499.370000 0001 2106 9910Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XHarvard Medical School, Boston, MA USA
| | | | - Kui Wu
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Huanming Yang
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China
| | | | - Alvis Brazma
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.
| | - Angela N. Brooks
- grid.205975.c0000 0001 0740 6917University of California, Santa Cruz, Santa Cruz, CA USA ,grid.66859.340000 0004 0546 1623Broad Institute, Cambridge, MA USA ,grid.65499.370000 0001 2106 9910Dana-Farber Cancer Institute, Boston, MA USA
| | - Jonathan Göke
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore, Singapore, Singapore ,grid.410724.40000 0004 0620 9745National Cancer Centre Singapore, Singapore, Singapore
| | - Gunnar Rätsch
- ETH Zurich, Zurich, Switzerland. .,Memorial Sloan Kettering Cancer Center, New York, NY, USA. .,Weill Cornell Medical College, New York, NY, USA. .,SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland. .,University Hospital Zurich, Zurich, Switzerland.
| | - Roland F. Schwarz
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK ,grid.419491.00000 0001 1014 0849Berlin Institute for Medical Systems Biology, Max Delbruck Center for Molecular Medicine, Berlin, Germany ,grid.7497.d0000 0004 0492 0584German Cancer Consortium (DKTK), partner site Berlin, Germany ,grid.7497.d0000 0004 0492 0584German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Oliver Stegle
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK ,grid.4709.a0000 0004 0495 846XEuropean Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany ,grid.7497.d0000 0004 0492 0584German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Zemin Zhang
- grid.11135.370000 0001 2256 9319Peking University, Beijing, China
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| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
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19
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Qu R, Kluger Y, Yang J, Zhao J, Hafler DA, Krause DS, Bersenev A, Bosenberg M, Hurwitz M, Lucca L, Kluger HM. Longitudinal single-cell analysis of a patient receiving adoptive cell therapy reveals potential mechanisms of treatment failure. Mol Cancer 2022; 21:219. [PMID: 36514045 PMCID: PMC9749221 DOI: 10.1186/s12943-022-01688-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Accepted: 11/28/2022] [Indexed: 12/15/2022] Open
Abstract
Adoptive cell therapy (ACT) using tumor infiltrating lymphocytes (TIL) is being studied in multiple tumor types. However, little is known about clonal cell expansion in vitro and persistence of the ACT product in vivo. We performed single-cell RNA and T-Cell Receptor (TCR) sequencing on serial blood and tumor samples from a patient undergoing ACT, who did not respond. We found that clonal expansion varied during preparation of the ACT product, and only one expanded clone was preserved in the ACT product. The TCR of the preserved clone which persisted and remained activated for five months was previously reported as specific for cytomegalovirus and had upregulation of granzyme family genes and genes associated with effector functions (HLA-DQB1, LAT, HLA-DQA1, and KLRD1). Clones that contracted during TIL preparation had features of exhaustion and apoptosis. At disease progression, all previously detected clonotypes were detected. New clonotypes appearing in blood or tumor at disease progression were enriched for genes associated with cytotoxicity or stemness (FGFBP2, GNLY, GZMH, GZMK, IL7R, SELL and KLF2), and these might be harnessed for alternative cellular therapy or cytokine therapy. In-depth single-cell analyses of serial samples from additional ACT-treated patients is warranted, and viral- versus tumor-specificity should be carefully analyzed.
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Affiliation(s)
- Rihao Qu
- grid.47100.320000000419368710Department of Pathology, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA
| | - Yuval Kluger
- grid.47100.320000000419368710Department of Pathology, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA
| | - Junchen Yang
- grid.47100.320000000419368710Department of Pathology, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA
| | - Jun Zhao
- grid.47100.320000000419368710Department of Pathology, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA
| | - David A. Hafler
- grid.47100.320000000419368710Department of Neurology, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA
| | - Diane S. Krause
- grid.47100.320000000419368710Department of Laboratory Medicine, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA
| | - Alexey Bersenev
- grid.47100.320000000419368710Department of Laboratory Medicine, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA
| | - Marcus Bosenberg
- grid.47100.320000000419368710Department of Dermatology, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA ,grid.47100.320000000419368710Department of Immunobiology, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA
| | - Michael Hurwitz
- grid.47100.320000000419368710Department of Medicine, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA
| | - Liliana Lucca
- grid.47100.320000000419368710Department of Neurology, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA
| | - Harriet M. Kluger
- grid.47100.320000000419368710Department of Medicine, Yale School of Medicine, 333 Cedar St, New Haven, CT 06520 USA
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20
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Pizzurro GA, Bridges K, Kaech S, Bosenberg M, Miller-Jensen K. Abstract B48: CD40-agonist treatment can prime the inflammatory response of macrophages and reverse checkpoint inhibitor resistance in melanoma. Cancer Immunol Res 2022. [DOI: 10.1158/2326-6074.tumimm22-b48] [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: 12/05/2022]
Abstract
Abstract
Checkpoint inhibitors (CPIs) have revolutionized cancer treatment, but therapy resistance remains a significant clinical challenge. One strategy to restore anti-tumor activity is to target immunosuppressive tumor-associated macrophages (TAMs) and myeloid cells that suppress adaptive immune responses. Our previous results in the YUMMER mouse melanoma model demonstrated that agonistic CD40 antibody (CD40ag) and CSF1R blockade could overcome PD-1 resistance via functional activation of a specific CCL22+CCL5+ IL-12-secreting dendritic cell (DC) subset, but did not indicate a clear role for TAMs, when initiated at day 7 post-tumor injection (early treatment). We hypothesized that CD40ag-treatment efficacy is impacted by the stage of tumor growth, leading to differential responsive immune cell populations. To address this, we studied a different treatment scheme in which a single dose of CPIs anti-PD-1 and anti-CTLA4 induced complete tumor regression when applied early, but fail to be effective in delayed administration schemes (after day 10). Specifically, we added CD40ag to a single-dose CPI treatment initiated at different stages of tumor growth, in order to define key myeloid subpopulations and cell-cell interactions leading to successful TME reprogramming versus resistance. In immunocompetent mice, a Ly6Cint TAM subset exhibited a partial inflammatory response which appeared to be dependent on early tumor T-cell infiltration. Administration of early CD40ag treatment did not generate additional changes in inflammatory markers in the TAM population, despite the significant fraction of CD40+ TAMs. However, a delayed CD40ag treatment rapidly upregulated pro-inflammatory markers in a CD40+Ly6C+ TAM subset, with high iNOS, CCL3 and TNFa expression. This approach synergized with CPIs, inducing more than 90% overall survival, in contrast to the monotherapies, which showed initial tumor control but were ineffective on their own long-term. The efficay of a single-dose CPI+CD40ag decreased with treatment initiation delay. Furthermore, in Rag-/- mice, we did not detect the poorly-inflammatory TAM subset and early CD40ag treatment induced an immediate TAM response with multiple proinflammatory markers, but transient in the absence of T cells. By scRNA-seq, early treatment with CD40ag, and in combination with CPIs, increased expression of genes involved in T cell recruitment and activation, such as Il12b and Cxcl9/10, in responding subsets of DCs and TAMs, respectively. These findings supported the role of CD40ag and improved treatment schemes, priming the innate compartment and establishing an important link with adaptive immunity. Integrating scRNA-seq, flow cytometry and in vivo functional data, we determined changes in myeloid cells associated with successful immune responses as well as TAM subsets limiting immunotherapy. Future studies will focus on immune cell spatial distribution to build and refine relevant interaction networks within the TME to define successful, myeloid-driven therapeutic responses in melanoma.
Citation Format: Gabriela A Pizzurro, Kate Bridges, Susan Kaech, Marcus Bosenberg, Kathryn Miller-Jensen. CD40-agonist treatment can prime the inflammatory response of macrophages and reverse checkpoint inhibitor resistance in melanoma [abstract]. In: Proceedings of the AACR Special Conference: Tumor Immunology and Immunotherapy; 2022 Oct 21-24; Boston, MA. Philadelphia (PA): AACR; Cancer Immunol Res 2022;10(12 Suppl):Abstract nr B48.
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Affiliation(s)
| | | | - Susan Kaech
- 2Salk Institute for Biological Studies, La Jolla, CA,
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21
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Karz A, Dimitrova M, Kleffman K, Alvarez-Breckenridge C, Atkins MB, Boire A, Bosenberg M, Brastianos P, Cahill DP, Chen Q, Ferguson S, Forsyth P, Glitza Oliva IC, Goldberg SB, Holmen SL, Knisely JPS, Merlino G, Nguyen DX, Pacold ME, Perez-Guijarro E, Smalley KSM, Tawbi HA, Wen PY, Davies MA, Kluger HM, Mehnert JM, Hernando E. Melanoma central nervous system metastases: An update to approaches, challenges, and opportunities. Pigment Cell Melanoma Res 2022; 35:554-572. [PMID: 35912544 PMCID: PMC10171356 DOI: 10.1111/pcmr.13059] [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] [Received: 05/30/2022] [Accepted: 07/29/2022] [Indexed: 01/27/2023]
Abstract
Brain metastases are the most common brain malignancy. This review discusses the studies presented at the third annual meeting of the Melanoma Research Foundation in the context of other recent reports on the biology and treatment of melanoma brain metastases (MBM). Although symptomatic MBM patients were historically excluded from immunotherapy trials, efforts from clinicians and patient advocates have resulted in more inclusive and even dedicated clinical trials for MBM patients. The results of checkpoint inhibitor trials were discussed in conversation with current standards of care for MBM patients, including steroids, radiotherapy, and targeted therapy. Advances in the basic scientific understanding of MBM, including the role of astrocytes and metabolic adaptations to the brain microenvironment, are exposing new vulnerabilities which could be exploited for therapeutic purposes. Technical advances including single-cell omics and multiplex imaging are expanding our understanding of the MBM ecosystem and its response to therapy. This unprecedented level of spatial and temporal resolution is expected to dramatically advance the field in the coming years and render novel treatment approaches that might improve MBM patient outcomes.
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Affiliation(s)
- Alcida Karz
- Department of Pathology, NYU Grossman School of Medicine, New York, USA.,Interdisciplinary Melanoma Cooperative Group, Perlmutter Cancer Center, NYU Langone Health, New York, USA
| | - Maya Dimitrova
- Interdisciplinary Melanoma Cooperative Group, Perlmutter Cancer Center, NYU Langone Health, New York, USA.,Department of Medicine, NYU Grossman School of Medicine, New York, USA
| | - Kevin Kleffman
- Department of Pathology, NYU Grossman School of Medicine, New York, USA.,Interdisciplinary Melanoma Cooperative Group, Perlmutter Cancer Center, NYU Langone Health, New York, USA
| | | | - Michael B Atkins
- Georgetown-Lombardi Comprehensive Cancer Center and Department of Oncology, Georgetown University Medical Center, Washington, District of Columbia, USA
| | - Adrienne Boire
- Human Oncology and Pathogenesis Program, Department of Neurology, Memorial Sloan Kettering Cancer Center, New York, USA
| | - Marcus Bosenberg
- Laboratory of Cancer Biology and Genetics, Center for Cancer Research NCI, NIH, USA
| | - Priscilla Brastianos
- MGH Cancer Center, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Daniel P Cahill
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Qing Chen
- Immunology, Microenvironment and Metastasis Program, The Wistar Institute, Philadelphia, Pennsylvania, USA
| | - Sherise Ferguson
- Department of Neurosurgery, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Peter Forsyth
- Department of Neuro-Oncology and Tumor Biology, H. Lee Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
| | - Isabella C Glitza Oliva
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Sarah B Goldberg
- Department of Medicine (Medical Oncology), Yale School of Medicine, New Haven, Connecticut, USA
| | - Sheri L Holmen
- Huntsman Cancer Institute and Department of Surgery, University of Utah Health Sciences Center, Salt Lake City, Utah, USA
| | - Jonathan P S Knisely
- Meyer Cancer Center and Department of Radiation Oncology, Weill Cornell Medicine, New York, New York, USA
| | - Glenn Merlino
- Laboratory of Cancer Biology and Genetics, Center for Cancer Research NCI, NIH, USA
| | - Don X Nguyen
- Department of Pathology, Yale Cancer Center, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Michael E Pacold
- Department of Radiation Oncology, NYU Langone Health and NYU Grossman School of Medicine, New York, New York, USA
| | - Eva Perez-Guijarro
- Laboratory of Cancer Biology and Genetics, Center for Cancer Research NCI, NIH, USA
| | - Keiran S M Smalley
- Department of Tumor Biology, Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Hussein A Tawbi
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Patrick Y Wen
- Center for Neuro-Oncology, Dana-Farber Cancer Institute, United States, Boston, Massachusetts, USA
| | - Michael A Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Harriet M Kluger
- Department of Medicine (Medical Oncology), Yale School of Medicine, New Haven, Connecticut, USA
| | - Janice M Mehnert
- Interdisciplinary Melanoma Cooperative Group, Perlmutter Cancer Center, NYU Langone Health, New York, USA.,Department of Medicine, NYU Grossman School of Medicine, New York, USA
| | - Eva Hernando
- Department of Pathology, NYU Grossman School of Medicine, New York, USA.,Interdisciplinary Melanoma Cooperative Group, Perlmutter Cancer Center, NYU Langone Health, New York, USA
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22
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Luo L, Shen R, Arora A, Orlow I, Busam KJ, Lezcano C, Lee TK, Hernando E, Gorlov I, Amos C, Ernstoff MS, Seshan VE, Cust AE, Wilmott J, Scolyer R, Mann G, Nagore E, Funchain P, Ko J, Ngo P, Edmiston SN, Conway K, Googe PB, Ollila D, Lee JE, Fang S, Rees JR, Thompson CL, Gerstenblith M, Bosenberg M, Gould Rothberg B, Osman I, Saenger Y, Reynolds AZ, Schwartz M, Boyce T, Holmen S, Brunsgaard E, Bogner P, Kuan PF, Wiggins C, Thomas N, Begg CB, Berwick M. Landscape of mutations in early stage primary cutaneous melanoma: An InterMEL study. Pigment Cell Melanoma Res 2022; 35:605-612. [PMID: 35876628 PMCID: PMC9640183 DOI: 10.1111/pcmr.13058] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [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: 05/07/2022] [Revised: 07/15/2022] [Accepted: 07/22/2022] [Indexed: 01/09/2023]
Abstract
It is unclear why some melanomas aggressively metastasize while others remain indolent. Available studies employing multi-omic profiling of melanomas are based on large primary or metastatic tumors. We examine the genomic landscape of early-stage melanomas diagnosed prior to the modern era of immunological treatments. Untreated cases with Stage II/III cutaneous melanoma were identified from institutions throughout the United States, Australia and Spain. FFPE tumor sections were profiled for mutation, methylation and microRNAs. Preliminary results from mutation profiling and clinical pathologic correlates show the distribution of four driver mutation sub-types: 31% BRAF; 18% NRAS; 21% NF1; 26% Triple Wild Type. BRAF mutant tumors had younger age at diagnosis, more associated nevi, more tumor infiltrating lymphocytes, and fewer thick tumors although at generally more advanced stage. NF1 mutant tumors were frequent on the head/neck in older patients with severe solar elastosis, thicker tumors but in earlier stages. Triple Wild Type tumors were predominantly male, frequently on the leg, with more perineural invasion. Mutations in TERT, TP53, CDKN2A and ARID2 were observed often, with TP53 mutations occurring particularly frequently in the NF1 sub-type. The InterMEL study will provide the most extensive multi-omic profiling of early-stage melanoma to date. Initial results demonstrate a nuanced understanding of the mutational and clinicopathological landscape of these early-stage tumors.
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Akalu YT, Mercau ME, Ansems M, Hughes LD, Nevin J, Alberto EJ, Liu XN, He LZ, Alvarado D, Keler T, Kong Y, Philbrick WM, Bosenberg M, Finnemann SC, Iavarone A, Lasorella A, Rothlin CV, Ghosh S. Tissue-specific modifier alleles determine Mertk loss-of-function traits. eLife 2022; 11:80530. [PMID: 35969037 PMCID: PMC9433089 DOI: 10.7554/elife.80530] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [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: 05/24/2022] [Accepted: 08/13/2022] [Indexed: 11/19/2022] Open
Abstract
Knockout (KO) mouse models play critical roles in elucidating biological processes behind disease-associated or disease-resistant traits. As a presumed consequence of gene KO, mice display certain phenotypes. Based on insight into the molecular role of said gene in a biological process, it is inferred that the particular biological process causally underlies the trait. This approach has been crucial towards understanding the basis of pathological and/or advantageous traits associated with Mertk KO mice. Mertk KO mice suffer from severe, early-onset retinal degeneration. MERTK, expressed in retinal pigment epithelia, is a receptor tyrosine kinase with a critical role in phagocytosis of apoptotic cells or cellular debris. Therefore, early-onset, severe retinal degeneration was described to be a direct consequence of failed MERTK-mediated phagocytosis of photoreceptor outer segments by retinal pigment epithelia. Here, we report that the loss of Mertk alone is not sufficient for retinal degeneration. The widely used Mertk KO mouse carries multiple coincidental changes in its genome that affect the expression of a number of genes, including the Mertk paralog Tyro3. Retinal degeneration manifests only when the function of Tyro3 is concomitantly lost. Furthermore, Mertk KO mice display improved anti-tumor immunity. MERTK is expressed in macrophages. Therefore, enhanced anti-tumor immunity was inferred to result from the failure of macrophages to dispose of cancer cell corpses, resulting in a pro-inflammatory tumor microenvironment. The resistance against two syngeneic mouse tumor models observed in Mertk KO mice is not, however, phenocopied by the loss of Mertk alone. Neither Tyro3 nor macrophage phagocytosis by alternate genetic redundancy accounts for the absence of anti-tumor immunity. Collectively, our results indicate that context-dependent epistasis of independent modifier alleles determines Mertk KO traits.
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Affiliation(s)
- Yemsratch T Akalu
- Department of Immunobiology, Yale School of MedicineNew HavenUnited States
| | - Maria E Mercau
- Department of Immunobiology, Yale School of MedicineNew HavenUnited States
| | - Marleen Ansems
- Department of Immunobiology, Yale School of MedicineNew HavenUnited States
| | - Lindsey D Hughes
- Department of Immunobiology, Yale School of MedicineNew HavenUnited States
| | - James Nevin
- Department of Immunobiology, Yale School of MedicineNew HavenUnited States
| | - Emily J Alberto
- Department of Immunobiology, Yale School of MedicineNew HavenUnited States
| | - Xinran N Liu
- Department of Cell Biology, Center for Cellular and Molecular Imaging, Yale School of MedicineNew HavenUnited States
| | - Li-Zhen He
- Celldex TherapeuticsNew HavenUnited States
| | | | | | - Yong Kong
- Department of Molecular Biophysics and Biochemistry, W. M. Keck Foundation Biotechnology Resource Laboratory, School of Medicine, Yale UniversityNew HavenUnited States
| | - William M Philbrick
- Center on Endocrinology and Metabolism, Yale Genome Editing Center, School of Medicine, Yale UniversityNew HavenUnited States
| | - Marcus Bosenberg
- Departments of Dermatology, Pathology and Immunobiology, Yale School of MedicineNew HavenUnited States
| | - Silvia C Finnemann
- Center for Cancer, Genetic Diseases and Gene Regulation, Department of Biological Sciences, Fordham UniversityBronxUnited States
| | - Antonio Iavarone
- Departments of Neurology and Pathology and Cell Biology, Institute for Cancer Genetics, Columbia Medical CenterNew YorkUnited States
| | - Anna Lasorella
- Departments of Pediatrics and Pathology and Cell Biology, Institute for Cancer Genetics, Columbia UniversityNew YorkUnited States
| | - Carla V Rothlin
- Departments of Immunobiology and Pharmacology, Yale School of MedicineNew HavenUnited States
| | - Sourav Ghosh
- Departments of Neurology and Pharmacology, Yale School of MedicineNew HavenUnited States
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Micevic G, Flavell R, Bosenberg M. 660 Epigenetic regulation of Slamf6 expression in the immune response to melanoma. J Invest Dermatol 2022. [DOI: 10.1016/j.jid.2022.05.1066] [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] [Indexed: 11/29/2022]
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Chang J, Suh H, Lewis J, Bosenberg M, Saltzman W, Girardi M. 580 Biodegradable bioadhesive nanoparticle delivery of chemotherapy for the treatment of cutaneous malignancies. J Invest Dermatol 2022. [DOI: 10.1016/j.jid.2022.05.589] [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] [Indexed: 10/17/2022]
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Daniels A, Damsky W, McGeary M, Iwasaki A, Bosenberg M. Abstract 1357: T cell memory and the critical effectors of successful anticancer immune response. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-1357] [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
Despite the initial clinical success of immunotherapies in the treatment of melanoma, most patients fail to achieve long-term responses. While the majority of patients initially respond to these treatments, most go on to develop secondary resistance. The mechanisms underlying this failure of long-term response and successful responses is poorly understood.
To better understand the factors contributing to successful long-term anti-cancer immune responses, we utilized the YUMMER1.7 (YR1.7) melanoma line to develop a novel model for the evaluation of immunologic memory. We found that mice engrafted with a YR1.7 tumor can be cured by resection, and that subsequent challenge of these mice with the same tumor, even at 20x the cell number, led to expeditious rejection. Using depleting antibodies, we found that memory response were dependent on CD8 and CD4 T cells, and that CD4 depletion alone does not compromise initial responses, but leads to eventual failure of memory. We found no effect of natural killer cell (NK) depletion.
We performed single cell RNA sequencing on primary and rechallenge tumors from the same mouse, with the same tumor line. We found a phenotype of clonal replacement, in which the effective T cell clones seen in the memory response were non-overlapping with those found in the primary tumor. This implies an extra-tumoral location for these clones in the primary setting or the potential for additional priming of novel T cell clones upon re-challenge.
Together, these findings suggest a novel insights on the manner and location of T cells needed for anti-cancer memory responses.
Citation Format: Andrew Daniels, William Damsky, Meaghan McGeary, Akiko Iwasaki, Marcus Bosenberg. T cell memory and the critical effectors of successful anticancer immune response [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 1357.
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McGeary MK, Damsky W, Daniels D, Micevic G, Song E, Lou HJ, Calderwood C, Paradkar S, Iwasaki A, Calderwood D, Turk B, Bosenberg M. Abstract 1380: Setdb1-loss reactivates ERV expression and interferon signaling to induce immune-mediated melanoma clearance. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-1380] [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
While immunotherapies have been revolutionary for the treatment of many cancers including melanoma, most patients do not respond, or develop resistance to these therapies. Several epigenetic modulators have been identified as potential targets for augmenting anti-tumor immunity, however the full breadth of their role is not well-understood.
To identify modulators of anti-tumor immunity in melanoma, we performed a whole-genome CRISPR screen using the YUMMER-G model and identified members of the HUSH complex and its associated methyltransferase, Setdb1, as drop-out hits. To validate these findings, we used CRISPR-Cas9 to knockout Setdb1 individually and observed that Setdb1-/- tumors are cleared by their host mice in a CD8+ T-cell dependent manner.
To determine the source of immunogenicity in Setdb1-/- cells, we performed RNA-sequencing, cytokine profiling, and evaluated antigen presentation by flow cytometry. These assays revealed increased MHC-I levels, elevated secretion of Ifn-, and induction of an interferon-stimulated gene (ISG) expression program, consistent with the observed immunogenicity. We further determined that treating Setdb1-/- cells with IFNAR-blocking antibodies restores MHC-I levels to wild-type levels, suggestive of a tumor-intrinsic interferon loop.
We hypothesized that type-I interferon signaling is generated through sensing of expressed endogenous retroviral elements (ERVs), and consistently observe upregulation of ERVs in Setdb1-/- cells. Previous studies have described the potential for ERV-derived antigens to act as substrates for anti-tumor activity by CD8+ T cells. We identified T cells in the tumor microenvironment of Setdb1-/- tumors that bind tetramer carrying the P15E peptide derived from ERV envelope.
Together, these findings suggest that tumors lacking expression of Setdb1-/- upregulate ERV transcripts, driving expression of type-I interferons which generate an inflamed tumor microenvironment and potentiate efficient tumor clearance of Setdb1-/- tumors. Overall, this study emphasizes a critical role for regulators of ERV expression and type-I interferon expression, and suggests their potential as therapeutic targets for augmenting anti-cancer immune responses.
Citation Format: Meaghan K. McGeary, William Damsky, Drew Daniels, Goran Micevic, Eric Song, Hua Jane Lou, Clotilde Calderwood, Sateja Paradkar, Akiko Iwasaki, David Calderwood, Benjamin Turk, Marcus Bosenberg. Setdb1-loss reactivates ERV expression and interferon signaling to induce immune-mediated melanoma clearance [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 1380.
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Talty R, Ferreira M, Krykbaeva I, Bosenberg M. Abstract 2166: Ibuprofen induces ferroptosis to potentiate antitumor immunity. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2166] [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
Ferroptosis is an iron-dependent regulated cell death pathway that has recently emerged as a promising target for cancer therapy. PTGS2 has been identified as a marker of ferroptosis due to its upregulation in cells after treatment with ferroptosis inducers. Nonsteroidal anti-inflammatory drugs (NSAIDs) inhibit the protein product of PTGS2 and have been shown to enhance antitumor immunity. We hypothesized that NSAIDs induce ferroptosis and that this mechanism is essential for their effect on antitumor immunity. To test this, we first determined that ibuprofen and other NSAIDs induce cell death in YUMMER-1.7 melanoma and MC38 colorectal cancer cells in vitro. Cell death occurred progressively over 24 hours and could be blocked by multiple ferroptosis inhibitors. Treatment with NSAIDs also increased intracellular lipid peroxides and decreased levels of reduced glutathione and ferrous iron. This indicated that ibuprofen and other NSAIDs induce ferroptosis in vitro, so we next evaluated whether ibuprofen also induces ferroptosis in vivo. Analysis of ibuprofen-treated YUMMER-1.7 or MC38 tumors showed increased levels of lipid peroxides and lipid peroxide intermediates, 4-hydroxynonenal and malondialdehyde, compared to untreated tumors. Treatment of tumor-bearing mice with ibuprofen alone resulted in approximately 60% tumor clearance and survival, whereas a combination of multiple ferroptosis inhibitors with ibuprofen completely abrogated this effect. Since it has been demonstrated by that CD8+ T cells can release IFN-γ to induce ferroptosis in tumor cells, we next tested the dependence of the antitumor effect of ibuprofen on CD4+ T cells, CD8+ T cells, and IFN-γ using depleting antibodies. Depletion of any of these was sufficient to prevent the antitumor effect of ibuprofen. Given the need to identify pathways that enhance responses to existing immunotherapies, we determined whether treatment with ibuprofen synergizes with PD-1 checkpoint blockade. The combination of α-PD-1 with ibuprofen resulted in a 100% tumor clearance and survival rate, whereas α-PD-1 or ibuprofen alone resulted in 40% and 60% tumor clearance and survival rates, respectively. Furthermore, treatment with ibuprofen also sensitized α-PD-1-resistant tumors to PD-1 in two distinct models of α-PD-1 resistance. Overall, these findings establish ibuprofen and other NSAIDs as inducers of ferroptosis and underscore the potential for ferroptosis inducers to be used in combination with existing immunotherapy regimens.
Citation Format: Ronan Talty, Michelle Ferreira, Irina Krykbaeva, Marcus Bosenberg. Ibuprofen induces ferroptosis to potentiate antitumor immunity [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 2166.
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Yan H, Cai Y, Shen X, Jain A, Paty PB, Bosenberg M, Khan SA, Johnson C. Abstract 2394: Discovery of a sex-specific metabolic phenotype in KRAS mutant colorectal cancer. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2394] [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
KRAS mutations occur in 35-45% of all colorectal cancer (CRC) cases and are notoriously difficult to treat. It is known that anomalous metabolism is a hallmark for cancer, however the relationship between mutant KRAS and tumor metabolism in CRCs has not been fully explored. We recently showed sex-disparities in metabolism by primary tumor location, indicating the pressing need to investigate the role of biological sex in CRC. Our aim was therefore to determine whether mutant KRAS alters metabolism in a sex-specific manner. We performed non-targeted metabolomics and targeted metabolomics on stage I-III chemotherapy-naive KRAS-mutant and wild type CRC patient tumor tissues (n=197) using ultra-high-performance liquid chromatography (UHPLC) coupled to quadrupole Time-of-Flight Mass Spectrometry (QTOF-MS), and tandem MS (MS/MS). Our results showed that tumors from male patients were cystine(cysteine)-dependent, with altered glutathione (GSH) biosynthesis, transsulfuration activity, methionine metabolism, utilization of lipoxygenase pathways. Simultaneously, we performed comprehensive bioinformatic analysis of gene expression data from the Gene Expression Omnibus to further validate mutant KRAS effects on CRCs by sex. Our findings demonstrated differential expression to CBS, GPX4, GSS, ACSL4, ATF4, FTH1 and EGPR genes that are all involved in regulation of these metabolic pathways and indicate a role for ferroptosis. This data therefore validated our findings of decreased transsulfuration activity (regulated by CBS) and decreased GSH biosynthesis (regulated by GSS) in male patients; this finding was not seen in female patients. To further examine differences in ferroptosis by sex, it was seen that GPX4 was differentially expressed between KRAS mutant and wild type (p<0.05) in males, but not in females. Meanwhile, ACSL4, which appears to be a predictive marker for ferroptosis sensitivity, showed upregulated expression in males with mutant KRAS (p<0.00001). Further, KRAS mutant type linked to a poor 5-year overall survival only in male using Kaplan-Meier survival analysis. This is the first report to show unique sex-specific metabolic signatures by KRAS status in CRC patients indicating a role of decreased ferroptosis in males, thus a novel avenue for therapeutic approaches.
Citation Format: Hong Yan, Yuping Cai, Xinyi Shen, Abhishek Jain, Philip B Paty, Marcus Bosenberg, Sajid A Khan, Caroline Johnson. Discovery of a sex-specific metabolic phenotype in KRAS mutant colorectal cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 2394.
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Affiliation(s)
| | - Yuping Cai
- 2Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, China
| | | | | | - Philip B Paty
- 3Memorial Sloan Kettering Cancer Center, New York, NY
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Gadal S, Boyer JA, Li H, Fan N, Chan E, Romin Y, De Stanchina E, Yeager R, Bosenberg M, Todorova KM, Rosen N. Abstract 2422: Migration of V600E-expressing cells is suppressed by ERK-dependent feedback inhibition of RAC1 and rescued in melanoma by secondary mutations. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2422] [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
Oncogenic activation of ERK occurs in as many as 50% of human tumors and in the majority of melanomas. Activated BRAF V600E hyperactivates ERK signaling and causes ERK dependent dysregulation of proliferation. However, BRAF V600E alone is insufficient to drive melanoma formation in genetically engineered mice models. Moreover, 82% of benign nevi harbor BRAF V600E mutations. In contrast, in BRAF V600E/PTEN-/- GEMM models, rapid onset of aggressive and disseminated melanomas occurs. We show here that cell migration and invasion of melanocytes expressing BRAFV600E is depressed in vitro and in vivo and significantly accelerated by pharmacologic inhibition of ERK signaling or by deletion of PTEN. Upon ERK inhibition, cells lose their cell-cell junctions and become single cells with actin rich protrusions and a mesenchymal morphology. ERK pathway activation affects each step of the migration cycle, impeding cell spreading, assembly of stress fibers, and focal contact formation, all of which are associated with decreased mobility and invasion. Hyperactivation of ERK signaling by BRAF V600E has been shown to cause potent feedback inhibition of RTK signaling and wild type RAS. We now show that this is associated with feedback inhibition of RAC1, a RAS-like small GTPase required for cell migration. Moreover, ERK pathway inhibition reactivates RAC in an RTK-dependent manner. Consistent with these findings, expression of RAC1 P29S, an activating mutant, and overexpression of PREX2, an activator of RAC1, both rescue migration in BRAF V600E cells, as does loss of PTEN expression, which converges with RAC1 activation downstream. Taken together, these data suggest that whereas hyperactivation of ERK signaling by BRAFV600E dysregulates proliferation, ERK dependent feedback inhibition of RAC1 inhibits cell mobility and invasiveness and prevents full transformation. Selection of secondary genetic events that overcome or bypass RAC1 feedback is thus required for full transformation. In support of this view, RAC1 mutation, PTEN loss, or PREX2 amplification occurs in 38% of human melanomas. Thus, oncogene induced feedback may be deleterious and directs tumor evolution by causing selection of mutations that restore functions necessary for transformation
Citation Format: Sunyana Gadal, Jacob A. Boyer, Hongyan Li, Ning Fan, Eric Chan, Yevgeniy Romin, Elisa De Stanchina, Rona Yeager, Marcus Bosenberg, Katia M. Todorova, Neal Rosen. Migration of V600E-expressing cells is suppressed by ERK-dependent feedback inhibition of RAC1 and rescued in melanoma by secondary mutations [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 2422.
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Affiliation(s)
- Sunyana Gadal
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Hongyan Li
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ning Fan
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Eric Chan
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | - Rona Yeager
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | - Neal Rosen
- 1Memorial Sloan Kettering Cancer Center, New York, NY
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Damsky W, Wang A, Kim DJ, Young BD, Singh K, Murphy MJ, Daccache J, Clark A, Ayasun R, Ryu C, McGeary MK, Odell ID, Fazzone-Chettiar R, Pucar D, Homer R, Gulati M, Miller EJ, Bosenberg M, Flavell RA, King B. Inhibition of type 1 immunity with tofacitinib is associated with marked improvement in longstanding sarcoidosis. Nat Commun 2022; 13:3140. [PMID: 35668129 PMCID: PMC9170782 DOI: 10.1038/s41467-022-30615-x] [Citation(s) in RCA: 34] [Impact Index Per Article: 17.0] [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] [Received: 04/19/2021] [Accepted: 05/05/2022] [Indexed: 01/05/2023] Open
Abstract
Sarcoidosis is an idiopathic inflammatory disorder that is commonly treated with glucocorticoids. An imprecise understanding of the immunologic changes underlying sarcoidosis has limited therapeutic progress. Here in this open-label trial (NCT03910543), 10 patients with cutaneous sarcoidosis are treated with tofacitinib, a Janus kinase inhibitor. The primary outcome is the change in the cutaneous sarcoidosis activity and morphology instrument (CSAMI) activity score after 6 months of treatment. Secondary outcomes included change in internal organ involvement, molecular parameters, and safety. All patients experience improvement in their skin with 6 patients showing a complete response. Improvement in internal organ involvement is also observed. CD4+ T cell-derived IFN-γ is identified as a central cytokine mediator of macrophage activation in sarcoidosis. Additional type 1 cytokines produced by distinct cell types, including IL-6, IL-12, IL-15 and GM-CSF, also associate with pathogenesis. Suppression of the activity of these cytokines, especially IFN-γ, correlates with clinical improvement. Our results thus show that tofacitinib treatment is associated with improved sarcoidosis symptoms, and predominantly acts by inhibiting type 1 immunity.
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Affiliation(s)
- William Damsky
- Department of Dermatology, Yale School of Medicine, New Haven, CT, USA. .,Department of Pathology, Yale School of Medicine, New Haven, CT, USA.
| | - Alice Wang
- grid.47100.320000000419368710Department of Dermatology, Yale School of Medicine, New Haven, CT USA
| | - Daniel J. Kim
- grid.47100.320000000419368710Department of Dermatology, Yale School of Medicine, New Haven, CT USA
| | - Bryan D. Young
- grid.47100.320000000419368710Section of Cardiovascular Medicine, Yale School of Medicine, New Haven, CT USA
| | - Katelyn Singh
- grid.47100.320000000419368710Department of Dermatology, Yale School of Medicine, New Haven, CT USA
| | - Michael J. Murphy
- grid.47100.320000000419368710Department of Dermatology, Yale School of Medicine, New Haven, CT USA
| | - Joseph Daccache
- grid.47100.320000000419368710Department of Dermatology, Yale School of Medicine, New Haven, CT USA
| | - Abigale Clark
- grid.258405.e0000 0004 0539 5056Kansas City University of Medicine and Biosciences, Kansas City, MO USA
| | - Ruveyda Ayasun
- grid.240324.30000 0001 2109 4251Laura and Isaac Perlmutter Cancer Center, New York University Langone Medical Center, New York, NY USA
| | - Changwan Ryu
- grid.47100.320000000419368710Seciton of Pulmonary, Critical Care, and Sleep Medicine, Yale School of Medicine, New Haven, CT USA
| | - Meaghan K. McGeary
- grid.47100.320000000419368710Department of Pathology, Yale School of Medicine, New Haven, CT USA
| | - Ian D. Odell
- grid.47100.320000000419368710Department of Dermatology, Yale School of Medicine, New Haven, CT USA ,grid.47100.320000000419368710Department of Immunobiology, Yale School of Medicine, New Haven, CT USA
| | - Ramesh Fazzone-Chettiar
- grid.47100.320000000419368710Section of Cardiovascular Medicine, Yale School of Medicine, New Haven, CT USA
| | - Darko Pucar
- grid.47100.320000000419368710Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT USA
| | - Robert Homer
- grid.47100.320000000419368710Department of Pathology, Yale School of Medicine, New Haven, CT USA
| | - Mridu Gulati
- grid.47100.320000000419368710Seciton of Pulmonary, Critical Care, and Sleep Medicine, Yale School of Medicine, New Haven, CT USA
| | - Edward J. Miller
- grid.47100.320000000419368710Section of Cardiovascular Medicine, Yale School of Medicine, New Haven, CT USA
| | - Marcus Bosenberg
- grid.47100.320000000419368710Department of Dermatology, Yale School of Medicine, New Haven, CT USA ,grid.47100.320000000419368710Department of Pathology, Yale School of Medicine, New Haven, CT USA ,grid.47100.320000000419368710Department of Immunobiology, Yale School of Medicine, New Haven, CT USA
| | - Richard A. Flavell
- grid.47100.320000000419368710Department of Immunobiology, Yale School of Medicine, New Haven, CT USA ,grid.47100.320000000419368710Howard Hughes Medical Institute, Yale University School of Medicine, New Haven, CT USA
| | - Brett King
- Department of Dermatology, Yale School of Medicine, New Haven, CT, USA.
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Pagliano O, Morrison RM, Chauvin JM, Banerjee H, Davar D, Ding Q, Tanegashima T, Gao W, Chakka SR, DeBlasio R, Lowin A, Kara K, Ka M, Zidi B, Amin R, Raphael I, Zhang S, Watkins SC, Sander C, Kirkwood JM, Bosenberg M, Anderson AC, Kuchroo VK, Kane LP, Korman AJ, Rajpal A, West SM, Han M, Bee C, Deng X, Schebye XM, Strop P, Zarour HM. Tim-3 mediates T cell trogocytosis to limit antitumor immunity. J Clin Invest 2022; 132:e152864. [PMID: 35316223 PMCID: PMC9057587 DOI: 10.1172/jci152864] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [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: 07/01/2021] [Accepted: 03/16/2022] [Indexed: 11/23/2022] Open
Abstract
T cell immunoglobulin mucin domain-containing protein 3 (Tim-3) negatively regulates innate and adaptive immunity in cancer. To identify the mechanisms of Tim-3 in cancer immunity, we evaluated the effects of Tim-3 blockade in human and mouse melanoma. Here, we show that human programmed cell death 1-positive (PD-1+) Tim-3+CD8+ tumor-infiltrating lymphocytes (TILs) upregulate phosphatidylserine (PS), a receptor for Tim-3, and acquire cell surface myeloid markers from antigen-presenting cells (APCs) through transfer of membrane fragments called trogocytosis. Tim-3 blockade acted on Tim-3+ APCs in a PS-dependent fashion to disrupt the trogocytosis of activated tumor antigen-specific CD8+ T cells and PD-1+Tim-3+ CD8+ TILs isolated from patients with melanoma. Tim-3 and PD-1 blockades cooperated to disrupt trogocytosis of CD8+ TILs in 2 melanoma mouse models, decreasing tumor burden and prolonging survival. Deleting Tim-3 in dendritic cells but not in CD8+ T cells impeded the trogocytosis of CD8+ TILs in vivo. Trogocytosed CD8+ T cells presented tumor peptide-major histocompatibility complexes and became the target of fratricide T cell killing, which was reversed by Tim-3 blockade. Our findings have uncovered a mechanism Tim-3 uses to limit antitumor immunity.
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Affiliation(s)
| | - Robert M. Morrison
- Department of Medicine and UPMC Hillman Cancer Center
- Department of Computational and Systems Biology, School of Medicine
| | | | | | - Diwakar Davar
- Department of Medicine and UPMC Hillman Cancer Center
| | - Quanquan Ding
- Department of Medicine and UPMC Hillman Cancer Center
| | | | - Wentao Gao
- Department of Medicine and UPMC Hillman Cancer Center
| | | | | | - Ava Lowin
- Department of Medicine and UPMC Hillman Cancer Center
| | - Kevin Kara
- Department of Medicine and UPMC Hillman Cancer Center
| | - Mignane Ka
- Department of Medicine and UPMC Hillman Cancer Center
| | - Bochra Zidi
- Department of Medicine and UPMC Hillman Cancer Center
| | - Rada Amin
- Department of Medicine and UPMC Hillman Cancer Center
| | - Itay Raphael
- Department of Medicine and UPMC Hillman Cancer Center
| | - Shuowen Zhang
- Department of Medicine and UPMC Hillman Cancer Center
| | - Simon C. Watkins
- Department of Cell Biology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Cindy Sander
- Department of Medicine and UPMC Hillman Cancer Center
| | | | - Marcus Bosenberg
- Departments of Dermatology, Pathology, and Immunobiology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Ana C. Anderson
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women’s Hospital, Boston, Massachusetts, USA
| | - Vijay K. Kuchroo
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women’s Hospital, Boston, Massachusetts, USA
| | | | - Alan J. Korman
- Biologics Discovery California, Bristol Myers Squibb, Redwood City, California, USA
| | - Arvind Rajpal
- Biologics Discovery California, Bristol Myers Squibb, Redwood City, California, USA
| | - Sean M. West
- Biologics Discovery California, Bristol Myers Squibb, Redwood City, California, USA
| | - Minhua Han
- Biologics Discovery California, Bristol Myers Squibb, Redwood City, California, USA
| | - Christine Bee
- Biologics Discovery California, Bristol Myers Squibb, Redwood City, California, USA
| | - Xiaodi Deng
- Biologics Discovery California, Bristol Myers Squibb, Redwood City, California, USA
| | - Xiao Min Schebye
- Biologics Discovery California, Bristol Myers Squibb, Redwood City, California, USA
| | - Pavel Strop
- Biologics Discovery California, Bristol Myers Squibb, Redwood City, California, USA
| | - Hassane M. Zarour
- Department of Medicine and UPMC Hillman Cancer Center
- Department of Immunology, and
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Guo X, Jessel S, Qu R, Kluger Y, Chen TM, Hollander L, Safirstein R, Nelson B, Cha C, Bosenberg M, Jilaveanu LB, Rimm D, Rothlin CV, Kluger HM, Desir GV. Inhibition of renalase drives tumour rejection by promoting T cell activation. Eur J Cancer 2022; 165:81-96. [PMID: 35219026 PMCID: PMC8940682 DOI: 10.1016/j.ejca.2022.01.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [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: 07/17/2021] [Revised: 12/30/2021] [Accepted: 01/10/2022] [Indexed: 12/25/2022]
Abstract
BACKGROUND Although programmed cell death protein 1 (PD-1) inhibitors have revolutionised treatment for advanced melanoma, not all patients respond. We previously showed that inhibition of the flavoprotein renalase (RNLS) in preclinical melanoma models decreases tumour growth. We hypothesised that RNLS inhibition promotes tumour rejection by effects on the tumour microenvironment (TME). METHODS We used two distinct murine melanoma models, studied in RNLS knockout (KO) or wild-type (WT) mice. WT mice were treated with the anti-RNLS antibody, m28, with or without anti-PD-1. 10X single-cell RNA-sequencing was used to identify transcriptional differences between treatment groups, and tumour cell content was interrogated by flow cytometry. Samples from patients treated with immunotherapy were examined for RNLS expression by quantitative immunofluorescence. RESULTS RNLS KO mice injected with wild-type melanoma cells reject their tumours, supporting the importance of RNLS in cells in the TME. This effect was blunted by anti-cluster of differentiation 3. However, MØ-specific RNLS ablation was insufficient to abrogate tumour formation. Anti-RNLS antibody treatment of melanoma-bearing mice resulted in enhanced T cell infiltration and activation and resulted in immune memory on rechallenging mice with injection of melanoma cells. At the single-cell level, treatment with anti-RNLS antibodies resulted in increased tumour density of MØ, neutrophils and lymphocytes and increased expression of IFNγ and granzyme B in natural killer cells and T cells. Intratumoural Forkhead Box P3 + CD4 cells were decreased. In two distinct murine melanoma models, we showed that melanoma-bearing mice treated with anti-RNLS antibodies plus anti-PD-1 had superior tumour shrinkage and survival than with either treatment alone. Importantly, in pretreatment samples from patients treated with PD-1 inhibitors, high RNLS expression was associated with decreased survival (log-rank P = 0.006), independent of other prognostic variables. CONCLUSIONS RNLS KO results in melanoma tumour regression in a T-cell-dependent fashion. Anti-RNLS antibodies enhance anti-PD-1 activity in two distinct aggressive murine melanoma models resistant to PD-1 inhibitors, supporting the development of anti-RNLS antibodies with PD-1 inhibitors as a novel approach for melanomas poorly responsive to anti-PD-1.
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Affiliation(s)
- Xiaojia Guo
- Department of Medicine Section of Nephrology, Yale University, New Haven, CT, USA
| | - Shlomit Jessel
- Department of Medicine Section of Medical Oncology, Yale University, New Haven, CT, USA
| | - Rihao Qu
- Department of Medicine Pathology, Yale University, New Haven, CT, USA
| | - Yuval Kluger
- Department of Medicine Pathology, Yale University, New Haven, CT, USA
| | - Tian-Min Chen
- Department of Medicine Section of Nephrology, Yale University, New Haven, CT, USA
| | - Lindsay Hollander
- Department of Medicine Section of Nephrology, Yale University, New Haven, CT, USA
| | - Robert Safirstein
- Department of Medicine Section of Nephrology, Yale University, New Haven, CT, USA; Department of Medicine VACHS, Yale University, New Haven, CT, USA
| | - Bryce Nelson
- Department of Medicine Pharmacology, Yale University, New Haven, CT, USA
| | - Charles Cha
- Department of Medicine Surgery, Yale University, New Haven, CT, USA
| | - Marcus Bosenberg
- Department of Medicine Section of Medical Oncology, Yale University, New Haven, CT, USA
| | - Lucia B Jilaveanu
- Department of Medicine Section of Medical Oncology, Yale University, New Haven, CT, USA
| | - David Rimm
- Department of Medicine Pathology, Yale University, New Haven, CT, USA
| | - Carla V Rothlin
- Department of Medicine Immunology, Yale University, New Haven, CT, USA
| | - Harriet M Kluger
- Department of Medicine Section of Medical Oncology, Yale University, New Haven, CT, USA
| | - Gary V Desir
- Department of Medicine Section of Nephrology, Yale University, New Haven, CT, USA; Department of Medicine VACHS, Yale University, New Haven, CT, USA; Department of Medicine Yale School of Medicine, Yale University, New Haven, CT, USA.
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Weiss SA, Djureinovic D, Jessel S, Krykbaeva I, Zhang L, Jilaveanu L, Ralabate A, Johnson B, Levit NS, Anderson G, Zelterman D, Wei W, Mahajan A, Trifan O, Bosenberg M, Kaech SM, Perry CJ, Damsky W, Gettinger S, Sznol M, Hurwitz M, Kluger HM. A Phase I Study of APX005M and Cabiralizumab with or without Nivolumab in Patients with Melanoma, Kidney Cancer, or Non-Small Cell Lung Cancer Resistant to Anti-PD-1/PD-L1. Clin Cancer Res 2021; 27:4757-4767. [PMID: 34140403 PMCID: PMC9236708 DOI: 10.1158/1078-0432.ccr-21-0903] [Citation(s) in RCA: 39] [Impact Index Per Article: 13.0] [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: 03/10/2021] [Revised: 05/03/2021] [Accepted: 06/14/2021] [Indexed: 02/05/2023]
Abstract
PURPOSE PD-1/PD-L1 inhibitors are approved for multiple tumor types. However, resistance poses substantial clinical challenges. PATIENTS AND METHODS We conducted a phase I trial of CD40 agonist APX005M (sotigalimab) and CSF1R inhibitor cabiralizumab with or without nivolumab using a 3+3 dose-escalation design (NCT03502330). Patients were enrolled from June 2018 to April 2019. Eligibility included patients with biopsy-proven advanced melanoma, non-small cell lung cancer (NSCLC), or renal cell carcinoma (RCC) who progressed on anti-PD-1/PD-L1. APX005M was dose escalated (0.03, 0.1, or 0.3 mg/kg i.v.) with a fixed dose of cabiralizumab with or without nivolumab every 2 weeks until disease progression or intolerable toxicity. RESULTS Twenty-six patients (12 melanoma, 1 NSCLC, and 13 RCC) were enrolled in six cohorts, 17 on nivolumab-containing regimens. Median duration of follow-up was 21.3 months. The most common treatment-related adverse events were asymptomatic elevations of lactate dehydrogenase (n = 26), creatine kinase (n = 25), aspartate aminotransferase (n = 25), and alanine aminotransferase (n = 19); periorbital edema (n = 17); and fatigue (n = 13). One dose-limiting toxicity (acute respiratory distress syndrome) occurred in cohort 2. The recommended phase 2 dose was APX005M 0.3 mg/kg, cabiralizumab 4 mg/kg, and nivolumab 240 mg every 2 weeks. Median days on treatment were 66 (range, 23-443). Median cycles were 4.5 (range, 2-21). One patient had unconfirmed partial response (4%), 8 stable disease (31%), 16 disease progression (62%), and 1 unevaluable (4%). Pro-inflammatory cytokines were upregulated 4 hours post-infusion. CD40 and MCSF increased after therapy. CONCLUSIONS This first in-human study of patients with anti-PD-1/PD-L1-resistant tumors treated with dual macrophage-polarizing therapy, with or without nivolumab demonstrated safety and pharmacodynamic activity. Optimization of the dosing frequency and sequence of this combination is warranted.
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Affiliation(s)
- Sarah A Weiss
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut.
| | - Dijana Djureinovic
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
| | - Shlomit Jessel
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
| | - Irina Krykbaeva
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut
| | - Lin Zhang
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
| | - Lucia Jilaveanu
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
| | - Amanda Ralabate
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
| | - Barbara Johnson
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
| | - Neta Shanwetter Levit
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
| | - Gail Anderson
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
| | - Daniel Zelterman
- Department of Biostatistics, Yale School of Public Health, New Haven, Connecticut
| | - Wei Wei
- Department of Biostatistics, Yale School of Public Health, New Haven, Connecticut
| | - Amit Mahajan
- Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Connecticut
| | | | - Marcus Bosenberg
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut
- Department of Dermatology, Yale University School of Medicine, New Haven, Connecticut
- Department of Immunobiology, Yale University School of Medicine, New Haven, Connecticut
| | - Susan M Kaech
- NOMIS Center for Immunobiology and Microbial Pathogenesis, Salk Institute, La Jolla, California
| | - Curtis J Perry
- Department of Medicine, Yale University School of Medicine, New Haven, Connecticut
| | - William Damsky
- Department of Dermatology, Yale University School of Medicine, New Haven, Connecticut
| | - Scott Gettinger
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
| | - Mario Sznol
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
| | - Michael Hurwitz
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
| | - Harriet M Kluger
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, Connecticut
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35
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Talty R, Bosenberg M. The role of ferroptosis in melanoma. Pigment Cell Melanoma Res 2021; 35:18-25. [PMID: 34407291 DOI: 10.1111/pcmr.13009] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [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: 06/02/2021] [Revised: 08/02/2021] [Accepted: 08/12/2021] [Indexed: 01/19/2023]
Abstract
Melanoma is the deadliest form of skin cancer. Although treatment with targeted therapies and immune checkpoint inhibitors has dramatically improved survival in advanced melanoma, many patients do not benefit from these therapies or relapse after an initial period of response. Thus, future outcomes in these categories of melanoma patients will depend on the identification of novel therapeutic targets and methods to enhance existing targeted therapy and immunotherapy regimens. Ferroptosis is a newly identified form of iron-dependent regulated cell death that is morphologically, biochemically, and genetically distinct from apoptosis, autophagy, pyroptosis, and necroptosis. Dysregulation of ferroptosis has been linked to the development of several forms of cancer. This review examines ferroptosis in the context of melanoma. It presents an overview of ferroptosis biology, summarizes and interprets the current literature, and poses several outstanding questions and areas of future direction.
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Affiliation(s)
- Ronan Talty
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Marcus Bosenberg
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA.,Department of Dermatology, Yale School of Medicine, New Haven, CT, USA.,Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
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36
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Wang A, Fogel AL, Murphy MJ, Panse G, McGeary MK, McNiff JM, Bosenberg M, Vesely MD, Cohen JM, Ko CJ, King BA, Damsky W. Cytokine RNA In Situ Hybridization Permits Individualized Molecular Phenotyping in Biopsies of Psoriasis and Atopic Dermatitis. JID Innovations 2021; 1:100021. [PMID: 34909719 PMCID: PMC8659380 DOI: 10.1016/j.xjidi.2021.100021] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Revised: 03/23/2021] [Accepted: 03/30/2021] [Indexed: 12/13/2022] Open
Abstract
Detection of individual cytokines in routine biopsies from patients with inflammatory skin diseases has the potential to personalize diagnosis and treatment selection, but this approach has been limited by technical feasibility. We evaluate whether a chromogen-based RNA in situ hybridization approach can be used to detect druggable cytokines in psoriasis and atopic dermatitis. A series of psoriasis (n = 20) and atopic dermatitis (n = 26) biopsies were stained using RNA in situ hybridization for IL4, IL12B (IL-12/23 p40), IL13, IL17A, IL17F, IL22, IL23A (IL-23 p19), IL31, and TNF (TNF-α). NOS2 and IFNG, canonical psoriasis biomarkers, were also included. All 20 of the psoriasis cases were positive for IL17A, which tended to be the predominant cytokine, although some cases had relatively higher levels of IL12B, IL17F, or IL23A. The majority of cytokine expression in psoriasis was epidermal. A total of 22 of 26 atopic dermatitis cases were positive for IL13, also at varying levels; a subset of cases had significant IL4, IL22, or IL31 expression. Patterns were validated in independent bulk RNA-sequencing and single-cell RNA-sequencing datasets. Overall, RNA in situ hybridization for cytokines appears highly specific with virtually no background staining and may allow for individualized evaluation of treatment-relevant cytokine targets in biopsies from patients with inflammatory skin disorders.
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37
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Patton EE, Mueller KL, Adams DJ, Anandasabapathy N, Aplin AE, Bertolotto C, Bosenberg M, Ceol CJ, Burd CE, Chi P, Herlyn M, Holmen SL, Karreth FA, Kaufman CK, Khan S, Kobold S, Leucci E, Levy C, Lombard DB, Lund AW, Marie KL, Marine JC, Marais R, McMahon M, Robles-Espinoza CD, Ronai ZA, Samuels Y, Soengas MS, Villanueva J, Weeraratna AT, White RM, Yeh I, Zhu J, Zon LI, Hurlbert MS, Merlino G. Melanoma models for the next generation of therapies. Cancer Cell 2021; 39:610-631. [PMID: 33545064 PMCID: PMC8378471 DOI: 10.1016/j.ccell.2021.01.011] [Citation(s) in RCA: 69] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Revised: 01/12/2021] [Accepted: 01/13/2021] [Indexed: 12/12/2022]
Abstract
There is a lack of appropriate melanoma models that can be used to evaluate the efficacy of novel therapeutic modalities. Here, we discuss the current state of the art of melanoma models including genetically engineered mouse, patient-derived xenograft, zebrafish, and ex vivo and in vitro models. We also identify five major challenges that can be addressed using such models, including metastasis and tumor dormancy, drug resistance, the melanoma immune response, and the impact of aging and environmental exposures on melanoma progression and drug resistance. Additionally, we discuss the opportunity for building models for rare subtypes of melanomas, which represent an unmet critical need. Finally, we identify key recommendations for melanoma models that may improve accuracy of preclinical testing and predict efficacy in clinical trials, to help usher in the next generation of melanoma therapies.
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Affiliation(s)
- E Elizabeth Patton
- MRC Human Genetics Unit and Cancer Research UK Edinburgh Centre, MRC Institute of Genetics & Molecular Medicine, The University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh EH4 2XU, UK.
| | - Kristen L Mueller
- Melanoma Research Alliance, 730 15th Street NW, Washington, DC 20005, USA.
| | - David J Adams
- Experimental Cancer Genetics, Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Niroshana Anandasabapathy
- Department of Dermatology, Meyer Cancer Center, Program in Immunology and Microbial Pathogenesis, Weill Cornell Medicine, New York, NY 10026, USA
| | - Andrew E Aplin
- Department of Cancer Biology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107, USA
| | - Corine Bertolotto
- Université Côte d'Azur, Nice, France; INSERM, Biology and Pathologies of Melanocytes, Team 1, Equipe Labellisée Ligue 2020, Centre Méditerranéen de Médecine Moléculaire, Nice, France
| | - Marcus Bosenberg
- Departments of Dermatology, Pathology, and Immunobiology, Yale University, New Haven, CT, USA
| | - Craig J Ceol
- Program in Molecular Medicine and Department of Molecular, Cell and Cancer Biology, University of Massachusetts Medical School, Worcester, MA, USA
| | - Christin E Burd
- Departments of Molecular Genetics, Cancer Biology, and Genetics, The Ohio State University, Biomedical Research Tower, Room 918, 460 W. 12th Avenue, Columbus, OH 43210, USA
| | - Ping Chi
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Graduate School of Medical Sciences, Cornell University, New York, NY, USA; Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Medicine, Weill Cornell Medical College, New York, NY, USA
| | | | - Sheri L Holmen
- Department of Surgery, University of Utah Health Sciences Center, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112, USA
| | - Florian A Karreth
- Department of Molecular Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
| | - Charles K Kaufman
- Washington University School of Medicine, Department of Medicine, Division of Oncology, Department of Developmental Biology, McDonnell Science Building, 4518 McKinley Avenue, St. Louis, MO 63110, USA
| | - Shaheen Khan
- Department of Pathology, UT Southwestern Medical Center, Dallas, TX, USA
| | - Sebastian Kobold
- Center of Integrated Protein Science Munich (CIPS-M) and Division of Clinical Pharmacology, Department of Medicine IV, Klinikum der Universität München, LMU, Munich, Germany; Member of the German Center for Lung Research (DZL), German Center for Translational Cancer Research (DKTK), partner site Munich, Munich, Germany
| | - Eleonora Leucci
- Laboratory for RNA Cancer Biology, Department of Oncology, LKI, KU Leuven, 3000 Leuven, Belgium; Trace, Department of Oncology, LKI, KU Leuven, 3000 Leuven, Belgium
| | - Carmit Levy
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
| | - David B Lombard
- Department of Pathology, Institute of Gerontology, and Rogel Cancer Center, University of Michigan, Ann Arbor, MI 48109, USA
| | - Amanda W Lund
- Ronald O. Perelman Department of Dermatology and Department of Pathology, NYU Grossman School of Medicine, New York, NY 10016, USA
| | - Kerrie L Marie
- Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Jean-Christophe Marine
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, Leuven, Belgium; Laboratory for Molecular Cancer Biology, Department of Oncology, KU Leuven, Leuven, Belgium
| | - Richard Marais
- CRUK Manchester Institute, The University of Manchester, Alderley Park, Macclesfield SK10 4TG, UK
| | - Martin McMahon
- Department of Dermatology & Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Carla Daniela Robles-Espinoza
- Laboratorio Internacional de Investigación sobre el Genoma Humano, Universidad Nacional Autónoma de México, Campus Juriquilla, Boulevard Juriquilla 3001, Santiago de Querétaro 76230, Mexico; Wellcome Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Ze'ev A Ronai
- Cancer Center, Sanford Burnham Medical Discovery Institute, La Jolla, CA 92037, USA
| | - Yardena Samuels
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, Israel
| | - Maria S Soengas
- Spanish National Cancer Research Centre, 28029 Madrid, Spain
| | - Jessie Villanueva
- The Wistar Institute, Molecular and Cellular Oncogenesis Program, Philadelphia, PA, USA
| | - Ashani T Weeraratna
- Department of Biochemistry and Molecular Biology, Johns Hopkins Bloomberg School of Public Health, and Department of Oncology, Sidney Kimmel Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA
| | - Richard M White
- Department of Cancer Biology & Genetics and Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Iwei Yeh
- Departments of Dermatology and Pathology, University of California, San Francisco, CA, USA
| | - Jiyue Zhu
- Department of Pharmaceutical Sciences, College of Pharmacy and Pharmaceutical Sciences, Washington State University, Spokane, WA, USA
| | - Leonard I Zon
- Stem Cell Program and Division of Hematology/Oncology, Boston Children's Hospital and Dana Farber Cancer Institute, Howard Hughes Medical Institute, Harvard Medical School, Harvard Stem Cell Institute, Stem Cell and Regenerative Biology Department, Harvard University, Boston, MA, USA
| | - Marc S Hurlbert
- Melanoma Research Alliance, 730 15th Street NW, Washington, DC 20005, USA
| | - Glenn Merlino
- Center for Cancer Research, NCI, NIH, 37 Convent Drive, Bethesda, MD 20892, USA.
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38
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Acharya N, Madi A, Zhang H, Klapholz M, Escobar G, Dulberg S, Christian E, Ferreira M, Dixon KO, Fell G, Tooley K, Mangani D, Xia J, Singer M, Bosenberg M, Neuberg D, Rozenblatt-Rosen O, Regev A, Kuchroo VK, Anderson AC. Endogenous Glucocorticoid Signaling Regulates CD8 + T Cell Differentiation and Development of Dysfunction in the Tumor Microenvironment. Immunity 2021; 53:658-671.e6. [PMID: 32937153 DOI: 10.1016/j.immuni.2020.08.005] [Citation(s) in RCA: 88] [Impact Index Per Article: 29.3] [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: 10/04/2019] [Revised: 05/11/2020] [Accepted: 08/13/2020] [Indexed: 12/17/2022]
Abstract
Identifying signals in the tumor microenvironment (TME) that shape CD8+ T cell phenotype can inform novel therapeutic approaches for cancer. Here, we identified a gradient of increasing glucocorticoid receptor (GR) expression and signaling from naïve to dysfunctional CD8+ tumor-infiltrating lymphocytes (TILs). Conditional deletion of the GR in CD8+ TILs improved effector differentiation, reduced expression of the transcription factor TCF-1, and inhibited the dysfunctional phenotype, culminating in tumor growth inhibition. GR signaling transactivated the expression of multiple checkpoint receptors and promoted the induction of dysfunction-associated genes upon T cell activation. In the TME, monocyte-macrophage lineage cells produced glucocorticoids and genetic ablation of steroidogenesis in these cells as well as localized pharmacologic inhibition of glucocorticoid biosynthesis improved tumor growth control. Active glucocorticoid signaling associated with failure to respond to checkpoint blockade in both preclinical models and melanoma patients. Thus, endogenous steroid hormone signaling in CD8+ TILs promotes dysfunction, with important implications for cancer immunotherapy.
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Affiliation(s)
- Nandini Acharya
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Asaf Madi
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA; Department of Pathology, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Huiyuan Zhang
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Max Klapholz
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Giulia Escobar
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Shai Dulberg
- Department of Pathology, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Elena Christian
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA; Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Michelle Ferreira
- Departments of Dermatology, Pathology, and Immunobiology, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Karen O Dixon
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Geoffrey Fell
- Department of Data Sciences, Dana-Farber Cancer Institute, Boston, MA 01225, USA
| | - Katherine Tooley
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Davide Mangani
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Junrong Xia
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Meromit Singer
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Immunology, Harvard Medical School, Boston, MA 02115, USA; Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA
| | - Marcus Bosenberg
- Departments of Dermatology, Pathology, and Immunobiology, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Donna Neuberg
- Department of Data Sciences, Dana-Farber Cancer Institute, Boston, MA 01225, USA
| | - Orit Rozenblatt-Rosen
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Howard Hughes Medical Institute, Department of Biology, Koch Institute and Ludwig Center, Massachusetts Institute of Technology, Cambridge, MA 02142, USA.
| | - Vijay K Kuchroo
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA.
| | - Ana C Anderson
- Evergrande Center for Immunologic Diseases and Ann Romney Center for Neurologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA 02115, USA.
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Ko CJ, Wang A, Panse G, Lee EE, Wang RC, Whang PG, Bosenberg M, Damsky W. HPyV6- and HPyV7-negative parakeratosis and dyskeratosis in squamous cell carcinoma in situ. J Cutan Pathol 2021; 48:998-1000. [PMID: 33813761 DOI: 10.1111/cup.14022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 03/16/2021] [Accepted: 03/31/2021] [Indexed: 11/29/2022]
Affiliation(s)
- Christine J Ko
- Department of Dermatology, Yale University Medical School, New Haven, Connecticut, USA.,Department of Pathology, Yale University Medical School, New Haven, Connecticut, USA
| | - Alice Wang
- Department of Dermatology, Yale University Medical School, New Haven, Connecticut, USA
| | - Gauri Panse
- Department of Dermatology, Yale University Medical School, New Haven, Connecticut, USA.,Department of Pathology, Yale University Medical School, New Haven, Connecticut, USA
| | | | - Richard C Wang
- Department of Dermatology, University of Texas Southwestern, Dallas, Texas, USA
| | - Peter G Whang
- Department of Orthopaedic Surgery, Yale University Medical School, New Haven, Connecticut, USA
| | - Marcus Bosenberg
- Department of Dermatology, Yale University Medical School, New Haven, Connecticut, USA.,Department of Pathology, Yale University Medical School, New Haven, Connecticut, USA
| | - William Damsky
- Department of Dermatology, Yale University Medical School, New Haven, Connecticut, USA.,Department of Pathology, Yale University Medical School, New Haven, Connecticut, USA
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Zhou Y, Bastian IN, Long MD, Dow M, Li W, Liu T, Ngu RK, Antonucci L, Huang JY, Phung QT, Zhao XH, Banerjee S, Lin XJ, Wang H, Dang B, Choi S, Karin D, Su H, Ellisman MH, Jamieson C, Bosenberg M, Cheng Z, Haybaeck J, Kenner L, Fisch KM, Bourgon R, Hernandez G, Lill JR, Liu S, Carter H, Mellman I, Karin M, Shalapour S. Activation of NF-κB and p300/CBP potentiates cancer chemoimmunotherapy through induction of MHC-I antigen presentation. Proc Natl Acad Sci U S A 2021; 118:e2025840118. [PMID: 33602823 PMCID: PMC7923353 DOI: 10.1073/pnas.2025840118] [Citation(s) in RCA: 44] [Impact Index Per Article: 14.7] [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] [Indexed: 12/19/2022] Open
Abstract
Many cancers evade immune rejection by suppressing major histocompatibility class I (MHC-I) antigen processing and presentation (AgPP). Such cancers do not respond to immune checkpoint inhibitor therapies (ICIT) such as PD-1/PD-L1 [PD-(L)1] blockade. Certain chemotherapeutic drugs augment tumor control by PD-(L)1 inhibitors through potentiation of T-cell priming but whether and how chemotherapy enhances MHC-I-dependent cancer cell recognition by cytotoxic T cells (CTLs) is not entirely clear. We now show that the lysine acetyl transferases p300/CREB binding protein (CBP) control MHC-I AgPPM expression and neoantigen amounts in human cancers. Moreover, we found that two distinct DNA damaging drugs, the platinoid oxaliplatin and the topoisomerase inhibitor mitoxantrone, strongly up-regulate MHC-I AgPP in a manner dependent on activation of nuclear factor kappa B (NF-κB), p300/CBP, and other transcription factors, but independently of autocrine IFNγ signaling. Accordingly, NF-κB and p300 ablations prevent chemotherapy-induced MHC-I AgPP and abrogate rejection of low MHC-I-expressing tumors by reinvigorated CD8+ CTLs. Drugs like oxaliplatin and mitoxantrone may be used to overcome resistance to PD-(L)1 inhibitors in tumors that had "epigenetically down-regulated," but had not permanently lost MHC-I AgPP activity.
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Affiliation(s)
- Yixuan Zhou
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
| | - Ingmar Niels Bastian
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
| | - Mark D Long
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263
| | - Michelle Dow
- Division of Medical Genetics, Health Sciences, Department of Biomedical Informatics, University of California San Diego, La Jolla, CA 92093
- Department of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Weihua Li
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Tao Liu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263
| | - Rachael Katie Ngu
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
| | - Laura Antonucci
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Jian Yu Huang
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Qui T Phung
- Department of Microchemistry, Proteomics, and Lipidomics, Genentech, Inc., South San Francisco, CA 94080
| | - Xi-He Zhao
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
- Oncology Department, China Medical University Shengjing Hospital, 110004 Shenyang City, China
| | - Sourav Banerjee
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Department of Cellular Medicine, Jacqui Wood Cancer Centre, University of Dundee, Dundee DD1 9SY, United Kingdom
| | - Xue-Jia Lin
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
- Biomedical Translational Research Institute and the First Affiliated Hospital, Jinan University, 510632 Guangzhou, Guangdong, China
| | - Hongxia Wang
- State Key Laboratory of Proteomics, Institute of Basic Medical Sciences, National Center of Biomedical Analysis, 100850 Beijing, China
| | - Brian Dang
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Sylvia Choi
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Daniel Karin
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
| | - Hua Su
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Mark H Ellisman
- National Center for Microscopy and Imaging Research, Center for Research in Biological Systems, University of California San Diego, La Jolla, CA 92093
| | - Christina Jamieson
- Department of Urology, Moores Cancer Center, University of California San Diego, La Jolla, CA 92093
| | - Marcus Bosenberg
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06510
- Department of Dermatology, Yale School of Medicine, New Haven, CT 06510
| | - Zhang Cheng
- Center for Epigenomics, Department of Cellular and Molecular Medicine, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Johannes Haybaeck
- Institute of Pathology, Medical University of Graz, A-8036 Graz, Austria
- Department of Pathology, Neuropathology and Molecular Pathology, Medical University of Innsbruck, A-6020 Innsbruck, Austria
| | - Lukas Kenner
- Department of Pathology, Christian Doppler Laboratory, Medical University of Vienna, 1090 Vienna, Austria
- Unit of Pathology of Laboratory Animals, University of Veterinary Medicine Vienna, 1210 Vienna, Austria
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Richard Bourgon
- Department of Cancer Immunology, Genentech, Inc., South San Francisco, CA 94080
| | - Genevive Hernandez
- Department of Cancer Immunology, Genentech, Inc., South San Francisco, CA 94080
| | - Jennie R Lill
- Department of Microchemistry, Proteomics, and Lipidomics, Genentech, Inc., South San Francisco, CA 94080
| | - Song Liu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263
| | - Hannah Carter
- Division of Medical Genetics, Health Sciences, Department of Biomedical Informatics, University of California San Diego, La Jolla, CA 92093
- Department of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Ira Mellman
- Department of Cancer Immunology, Genentech, Inc., South San Francisco, CA 94080
| | - Michael Karin
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093;
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Shabnam Shalapour
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093;
- Department of Cancer Biology, University of Texas MD Anderson Cancer Center, Houston, TX 77054
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Tian J, Zhang D, Kurbatov V, Wang Q, Wang Y, Fang D, Wu L, Bosenberg M, Muzumdar MD, Khan S, Lu Q, Yan Q, Lu J. 5-Fluorouracil efficacy requires anti-tumor immunity triggered by cancer-cell-intrinsic STING. EMBO J 2021; 40:e106065. [PMID: 33615517 DOI: 10.15252/embj.2020106065] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Revised: 01/02/2021] [Accepted: 01/08/2021] [Indexed: 12/13/2022] Open
Abstract
5-Fluorouracil (5-FU) is a widely used chemotherapeutic drug, but the mechanisms underlying 5-FU efficacy in immunocompetent hosts in vivo remain largely elusive. Through modeling 5-FU response of murine colon and melanoma tumors, we report that effective reduction of tumor burden by 5-FU is dependent on anti-tumor immunity triggered by the activation of cancer-cell-intrinsic STING. While the loss of STING does not induce 5-FU resistance in vitro, effective 5-FU responsiveness in vivo requires cancer-cell-intrinsic cGAS, STING, and subsequent type I interferon (IFN) production, as well as IFN-sensing by bone-marrow-derived cells. In the absence of cancer-cell-intrinsic STING, a much higher dose of 5-FU is needed to reduce tumor burden. 5-FU treatment leads to increased intratumoral T cells, and T-cell depletion significantly reduces the efficacy of 5-FU in vivo. In human colorectal specimens, higher STING expression is associated with better survival and responsiveness to chemotherapy. Our results support a model in which 5-FU triggers cancer-cell-initiated anti-tumor immunity to reduce tumor burden, and our findings could be harnessed to improve therapeutic effectiveness and toxicity for colon and other cancers.
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Affiliation(s)
- Jingru Tian
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital, Central South University, Changsha, China.,Yale Stem Cell Center, New Haven, CT, USA.,Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
| | - Dingyao Zhang
- Yale Stem Cell Center, New Haven, CT, USA.,Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
| | - Vadim Kurbatov
- Yale Stem Cell Center, New Haven, CT, USA.,Yale Cancer Center, New Haven, CT, USA.,Department of Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Qinrong Wang
- Yale Stem Cell Center, New Haven, CT, USA.,Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
| | - Yadong Wang
- Yale Stem Cell Center, New Haven, CT, USA.,Department of Genetics, Yale University School of Medicine, New Haven, CT, USA
| | - Dorthy Fang
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT, USA
| | - Lizhen Wu
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | | | - Mandar D Muzumdar
- Department of Genetics, Yale University School of Medicine, New Haven, CT, USA.,Yale Cancer Center, New Haven, CT, USA.,Yale Cancer Biology Institute, Yale University, West Haven, CT, USA
| | - Sajid Khan
- Yale Cancer Center, New Haven, CT, USA.,Department of Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Qianjin Lu
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, The Second Xiangya Hospital, Central South University, Changsha, China.,Hospital of Skin Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, China
| | - Qin Yan
- Yale Cancer Center, New Haven, CT, USA.,Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | - Jun Lu
- Yale Stem Cell Center, New Haven, CT, USA.,Department of Genetics, Yale University School of Medicine, New Haven, CT, USA.,Yale Cancer Center, New Haven, CT, USA.,Yale Center for RNA Science and Medicine, New Haven, CT, USA.,Yale Cooperative Center of Excellence in Hematology, New Haven, CT, USA
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Ferreira M, Daniels D, Bosenberg M. Abstract PO064: Baseline steroids impair immunotherapy efficacy in a mouse model of melanoma. Cancer Immunol Res 2021. [DOI: 10.1158/2326-6074.tumimm20-po064] [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
While checkpoint inhibition has changed the landscape of treatment for multiple tumor types, many questions remain, particularly about the use of concurrent immunosuppressive agents such as steroids. Many patients starting immunotherapy are on baseline steroids, such as patients with autoimmune conditions or patients with brain metastases. In vitro, steroids are well-known to disrupt dendritic cell priming, activation, and maturation, steps that are key for appropriate mobilization of CD8+ cytotoxic T cells that are critical for antitumor immunity, but few studies directly study the interaction of baseline steroids with immunotherapy. In this work, we studied this interaction using the YUMMER model (Yale University Mouse Melanoma Exposed to Radiation) 1.7 model, a syngeneic cell line that originates from BrafV600E; Pten-/-; and Cdkn2a-/- genetically engineered mouse melanomas. YUMMER1.7 (YR1.7) has been irradiated to increase immune system recognition via induction of neoantigens and thus exhibits reproducible responses to anti-CTLA4 and anti-PD1 immunotherapy. In this study, 6-8 week old C57Bl6/j mice were injected subcutaneously with 500K YR1.7 cells and treated with dual biweekly injections of anti-CTLA4 and anti-PD1 therapy starting on day 7 (dCPI, n = 10), dCPI + baseline steroids administered on the day prior to tumor implantation and every other day for 10 days thereafter (n = 10), baseline steroids alone (n = 10), or nothing (n = 10). We found that survival of mice receiving baseline steroids with dCPI was significantly reduced (p = 0.0355) compared to mice receiving only dCPI. Tumor volumes on day 18 were significantly larger (p = 0.0052) in the group both dCPI and baseline steroids compared to the group receiving only dCPI. In mice receiving dCPI with steroids started on day 7, as opposed to day -1, this reduction in effect was not seen. Serum cytokine analysis showed that on day 12, mice receiving baseline steroids had significantly lower concentrations of many crucial antitumor cytokines, most notably IFN-gamma, MIG, IP-10, RANTES, TARC, IL-12, IL-7, IL-15, MIP-1a, and 6CKine. Weights of tumor-draining lymph nodes were significantly lower from mice receiving baseline steroids and dCPI (p = 0.0411), suggesting that steroids blunted the proliferation of antitumor immune cells in the LN. Finally, IHC staining demonstrated that CD8 cells were absent in the tumor microenvironment of mice receiving baseline steroids. Together, these data suggest that baseline steroids may be deleterious to immunotherapy-induced antitumor immunity, likely through impairing T-cell activation and migration, possibly through interfering with DC priming. Clinically, this raises the question of whether patients on baseline steroids on the cusp of initiating immunotherapy should be switched to a more narrow immunosuppressive regimen that achieves disease control without compromising the potentially helpful effect of immunotherapy.
Citation Format: Michelle Ferreira, Drew Daniels, Marcus Bosenberg. Baseline steroids impair immunotherapy efficacy in a mouse model of melanoma [abstract]. In: Abstracts: AACR Virtual Special Conference: Tumor Immunology and Immunotherapy; 2020 Oct 19-20. Philadelphia (PA): AACR; Cancer Immunol Res 2021;9(2 Suppl):Abstract nr PO064.
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Song E, Mao T, Dong H, Boisserand LSB, Antila S, Bosenberg M, Alitalo K, Thomas JL, Iwasaki A. Publisher Correction: VEGF-C-driven lymphatic drainage enables immunosurveillance of brain tumours. Nature 2021; 590:E34. [PMID: 33500588 DOI: 10.1038/s41586-021-03204-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Eric Song
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Tianyang Mao
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Huiping Dong
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | | | - Salli Antila
- Translational Cancer Medicine Program and Wihuri Research Institute, Biomedicum Helsinki, University of Helsinki, Helsinki, Finland
| | - Marcus Bosenberg
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA.,Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA.,Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
| | - Kari Alitalo
- Translational Cancer Medicine Program and Wihuri Research Institute, Biomedicum Helsinki, University of Helsinki, Helsinki, Finland
| | - Jean-Leon Thomas
- Department of Neurology, Yale University School of Medicine, New Haven, CT, USA. .,Institut du Cerveau et de la Moelle Épinière, INSERM U1127, CNRS UMR 7225, GH Pitié-Salpêtrière, Sorbonne Université, Paris, France.
| | - Akiko Iwasaki
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA. .,Translational Cancer Medicine Program and Wihuri Research Institute, Biomedicum Helsinki, University of Helsinki, Helsinki, Finland. .,Howard Hughes Medical Institute, Chevy Chase, MD, USA.
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Ligtenberg KG, Chartash D, Bosenberg M, Brandt C. Validation of the Data Quality of a Tumor Board Registry Through Assessment of Clinicopathologic Survival Outcomes in Melanoma Patients. AMIA Annu Symp Proc 2021; 2020:747-755. [PMID: 33936449 PMCID: PMC8075482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Affiliation(s)
- Katherine Given Ligtenberg
- Department of Dermatology, Yale University School of Medicine, New Haven, CT
- Center for Outcomes Research and Evaluation, Yale University School of Medicine and Yale New Haven Hospital, New Haven, CT
| | - David Chartash
- Center for Medical Informatics, Yale University School of Medicine, New Haven, CT
| | - Marcus Bosenberg
- Department of Dermatology, Yale University School of Medicine, New Haven, CT
- Department of Pathology, Yale University School of Medicine, New Haven, CT
| | - Cynthia Brandt
- Center for Medical Informatics, Yale University School of Medicine, New Haven, CT
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Wang A, Rahman NT, McGeary MK, Murphy M, McHenry A, Peterson D, Bosenberg M, Flavell RA, King B, Damsky W. Treatment of granuloma annulare and suppression of proinflammatory cytokine activity with tofacitinib. J Allergy Clin Immunol 2020; 147:1795-1809. [PMID: 33317858 DOI: 10.1016/j.jaci.2020.10.012] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [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: 07/16/2020] [Revised: 09/16/2020] [Accepted: 10/08/2020] [Indexed: 12/13/2022]
Abstract
BACKGROUND Granuloma annulare (GA) is a common cutaneous inflammatory disorder characterized by macrophage accumulation and activation in skin. Its pathogenesis is poorly understood, and there are no effective treatments. The potential health implications of severe GA are unknown. OBJECTIVE We sought to better understand GA pathogenesis and evaluate a molecularly targeted treatment approach for this disease. METHODS We used single-cell RNA sequencing to study the immunopathogenesis of GA and also evaluated the efficacy of tofacitinib (a Janus kinase 1/3 inhibitor) in 5 patients with severe, long-standing GA in an open-label clinical trial. RESULTS Using single-cell RNA sequencing, we found that in GA lesions IFN-γ production by CD4+ T cells is upregulated and is associated with inflammatory polarization of macrophages and fibroblasts. In particular, macrophages upregulate oncostatin M, an IL-6 family cytokine, which appears to act on fibroblasts to alter extracellular matrix production, a hallmark of GA. IL-15 and IL-21 production appears to feed back on CD4+ T cells to sustain inflammation. Treatment of 5 patients with recalcitrant GA with tofacitinib inhibited IFN-γ and oncostatin M, as well as IL-15 and IL-21, activity and resulted in clinical and histologic disease remission in 3 patients and marked improvement in the other 2. Inhibition of these effects at the molecular level paralleled the clinical improvement. Evidence of systemic inflammation is also present in some patients with severe GA and is mitigated by tofacitinib. CONCLUSIONS The Janus kinase-signal transducer and activator of transcription pathway is activated in GA, likely in part through the activity of IFN-γ and oncostatin M, and Janus kinase inhibitors appear to be an effective treatment.
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Affiliation(s)
- Alice Wang
- Department of Dermatology, Yale University School of Medicine, New Haven, Conn
| | - Nur-Taz Rahman
- Bioinformatics Support Program, Cushing/Whitney Medical Library, Yale University School of Medicine, New Haven, Conn
| | - Meaghan K McGeary
- Department of Pathology, Yale University School of Medicine, New Haven, Conn
| | - Michael Murphy
- Department of Dermatology, Yale University School of Medicine, New Haven, Conn
| | - Austin McHenry
- Department of Pathology, Yale University School of Medicine, New Haven, Conn
| | - Danielle Peterson
- Department of Dermatology, Yale University School of Medicine, New Haven, Conn
| | - Marcus Bosenberg
- Department of Dermatology, Yale University School of Medicine, New Haven, Conn; Department of Pathology, Yale University School of Medicine, New Haven, Conn; Department of Immunobiology, Yale University School of Medicine, New Haven, Conn
| | - Richard A Flavell
- Department of Immunobiology, Yale University School of Medicine, New Haven, Conn; Howard Hughes Medical Institute, Yale University School of Medicine, New Haven, Conn
| | - Brett King
- Department of Dermatology, Yale University School of Medicine, New Haven, Conn.
| | - William Damsky
- Department of Dermatology, Yale University School of Medicine, New Haven, Conn.
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46
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Ko CJ, Harigopal M, Gehlhausen JR, Bosenberg M, McNiff JM, Damsky W. Discordant anti-SARS-CoV-2 spike protein and RNA staining in cutaneous perniotic lesions suggests endothelial deposition of cleaved spike protein. J Cutan Pathol 2020; 48:47-52. [PMID: 32895985 DOI: 10.1111/cup.13866] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [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: 07/15/2020] [Revised: 08/10/2020] [Accepted: 09/02/2020] [Indexed: 12/14/2022]
Abstract
BACKGROUND Prior studies have shown the presence of immunohistochemical staining for the SARS-CoV-2 spike protein (SP) in endothelial cells and eccrine epithelium of acral perniosis classified as "COVID toes." Yet, other studies have been unable to detect SARS-CoV-2 RNA in skin biopsies of "COVID toes" by reverse-transcriptase polymerase chain reaction testing. OBJECTIVE In order to address these apparently conflicting findings, we compared detection of SARS-CoV-2 SP, through RNA in situ hybridization (ISH) vs immunohistochemistry (IHC), in skin biopsies of acral perniotic lesions presenting during the COVID-19 pandemic. RESULTS Three of six cases showed positive immunohistochemical labeling of endothelial cells, with one of three cases with sufficient depth also having labeling of eccrine glands, using an anti-SP SARS-CoV-2 antibody. These three cases positive with IHC were negative for SP by RNA ISH. CONCLUSION While the gold standard for detection of SARS-CoV-2 in tissue sections has yet to be determined, the detection of SARS-CoV-2 SP alone without spike RNA suggests that cleaved SP may be present in cutaneous endothelial cells and eccrine epithelium, providing a potential pathogenetic mechanism of COVID-19 endotheliitis.
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Affiliation(s)
- Christine J Ko
- Department of Dermatology, Yale Medical School, New Haven, Connecticut, USA.,Department of Pathology, Yale Medical School, New Haven, Connecticut, USA
| | - Malini Harigopal
- Department of Pathology, Yale Medical School, New Haven, Connecticut, USA
| | - Jeff R Gehlhausen
- Department of Dermatology, Yale Medical School, New Haven, Connecticut, USA
| | - Marcus Bosenberg
- Department of Dermatology, Yale Medical School, New Haven, Connecticut, USA.,Department of Pathology, Yale Medical School, New Haven, Connecticut, USA
| | - Jennifer M McNiff
- Department of Dermatology, Yale Medical School, New Haven, Connecticut, USA.,Department of Pathology, Yale Medical School, New Haven, Connecticut, USA
| | - William Damsky
- Department of Dermatology, Yale Medical School, New Haven, Connecticut, USA.,Department of Pathology, Yale Medical School, New Haven, Connecticut, USA
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Ko CJ, Harigopal M, Damsky W, Gehlhausen JR, Bosenberg M, Patrignelli R, McNiff JM. Perniosis during the COVID-19 pandemic: Negative anti-SARS-CoV-2 immunohistochemistry in six patients and comparison to perniosis before the emergence of SARS-CoV-2. J Cutan Pathol 2020; 47:997-1002. [PMID: 32745281 PMCID: PMC7436569 DOI: 10.1111/cup.13830] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [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] [Received: 06/16/2020] [Revised: 07/29/2020] [Accepted: 07/29/2020] [Indexed: 12/30/2022]
Abstract
BACKGROUND Acral inflammatory lesions that have some resemblance to idiopathic or autoimmune-associated perniosis (chilblains) have been described in multiple countries during the COVID-19 pandemic. METHODS We examined histopathologic findings in six consecutive such cases from five patients received in mid-May to mid-June of 2020, evaluating immunohistochemical staining for the SARS-CoV-2 nucleocapsid protein. We compared these six cases to eight cases diagnosed as perniosis between January and June of 2019. RESULTS Five of six lesions with perniosis-like histopathology during the COVID-19 pandemic had distinctive tight cuffing of lymphocytes; intravascular material was present in one case. SARS-CoV-2 immunohistochemical staining using an antibody directed at the nucleocapsid protein was negative in all six cases. Only one of eight specimens with microscopic findings of perniosis received prior to the COVID-19 pandemic had tightly cuffed perivascular lymphocytes, and none had obvious intravascular occlusion. CONCLUSIONS A tightly cuffed pattern of perivascular lymphocytes is a feature of perniosis during the COVID-19 pandemic. The absence of SARS-CoV-2 nucleocapsid protein in these cases suggests against the virus being directly present in these lesions.
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Affiliation(s)
- Christine J Ko
- Department of Dermatology, Yale Department of Dermatology, Yale University, New Haven, Connecticut, USA.,Department of Pathology, Yale Department of Dermatology, Yale University, New Haven, Connecticut, USA
| | - Malini Harigopal
- Department of Pathology, Yale Department of Dermatology, Yale University, New Haven, Connecticut, USA
| | - William Damsky
- Department of Dermatology, Yale Department of Dermatology, Yale University, New Haven, Connecticut, USA.,Department of Pathology, Yale Department of Dermatology, Yale University, New Haven, Connecticut, USA
| | - Jeff R Gehlhausen
- Department of Dermatology, Yale Department of Dermatology, Yale University, New Haven, Connecticut, USA
| | - Marcus Bosenberg
- Department of Dermatology, Yale Department of Dermatology, Yale University, New Haven, Connecticut, USA.,Department of Pathology, Yale Department of Dermatology, Yale University, New Haven, Connecticut, USA
| | - Robert Patrignelli
- Department of Dermatology, Yale Department of Dermatology, Yale University, New Haven, Connecticut, USA
| | - Jennifer M McNiff
- Department of Dermatology, Yale Department of Dermatology, Yale University, New Haven, Connecticut, USA.,Department of Pathology, Yale Department of Dermatology, Yale University, New Haven, Connecticut, USA
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Alvero AB, Hanlon D, Pitruzzello M, Filler R, Robinson E, Sobolev O, Tedja R, Ventura A, Bosenberg M, Han P, Edelson RL, Mor G. Transimmunization restores immune surveillance and prevents recurrence in a syngeneic mouse model of ovarian cancer. Oncoimmunology 2020; 9:1758869. [PMID: 32566387 PMCID: PMC7302442 DOI: 10.1080/2162402x.2020.1758869] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [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: 12/18/2022] Open
Abstract
Ovarian cancer accounts for most deaths from gynecologic malignancies. Although more than 80% of patients respond to first-line standard of care, most of these responders present with recurrence and eventually succumb to carcinomatosis and chemotherapy-resistant disease. To improve patient survival, new modalities must, therefore, target or prevent recurrent disease. Here we describe for the first time a novel syngeneic mouse model of recurrent high-grade serous ovarian cancer (HGSOC), which allows immunotherapeutic interventions in a time course relevant to human carcinomatosis and disease course. Using this model, we demonstrate the efficacy of Transimmunization (TI), a dendritic cell (DC) vaccination strategy that uses autologous and physiologically derived DC loaded with autologous whole tumor antigens. TI has been proven successful in the treatment of human cutaneous T cell lymphoma and we report for the first time its in vivo efficacy against an intra-peritoneal solid tumor. Given as a single therapy, TI is able to elicit an effective anti-tumor immune response and inhibit immune-suppressive crosstalks with sufficient power to curtail tumor progression and establishment of carcinomatosis and recurrent disease. Specifically, TI is able to inhibit the expansion of tumor-associated macrophages as well as myeloid-derived suppressive cells consequently restoring T cell immune-surveillance. These results demonstrate the possible value of TI in the management of ovarian cancer and other intra-peritoneal tumors.
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Affiliation(s)
- Ayesha B Alvero
- Department of Obstetrics, Gynecology, and Reproductive Sciences, Yale University School of Medicine, New Haven, CT, USA
| | - Douglas Hanlon
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - Mary Pitruzzello
- Department of Obstetrics, Gynecology, and Reproductive Sciences, Yale University School of Medicine, New Haven, CT, USA
| | - Renata Filler
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - Eve Robinson
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - Olga Sobolev
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - Roslyn Tedja
- Department of Obstetrics, Gynecology, and Reproductive Sciences, Yale University School of Medicine, New Haven, CT, USA
| | - Alessandra Ventura
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - Marcus Bosenberg
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - Patrick Han
- Department of Chemical & Environmental Engineering, Yale University School of Engineering and Applied Science, New Haven, CT, USA
| | - Richard L Edelson
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - Gil Mor
- Department of Obstetrics, Gynecology, and Reproductive Sciences, Yale University School of Medicine, New Haven, CT, USA.,C.S. Mott Center for Human Growth and Development, Department of Obstetrics and Gynecology, Wayne State University, Detroit, MI, USA
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Aaltonen LA, Abascal F, Abeshouse A, Aburatani H, Adams DJ, Agrawal N, Ahn KS, Ahn SM, Aikata H, Akbani R, Akdemir KC, Al-Ahmadie H, Al-Sedairy ST, Al-Shahrour F, Alawi M, Albert M, Aldape K, Alexandrov LB, Ally A, Alsop K, Alvarez EG, Amary F, Amin SB, Aminou B, Ammerpohl O, Anderson MJ, Ang Y, Antonello D, Anur P, Aparicio S, Appelbaum EL, Arai Y, Aretz A, Arihiro K, Ariizumi SI, Armenia J, Arnould L, Asa S, Assenov Y, Atwal G, Aukema S, Auman JT, Aure MRR, Awadalla P, Aymerich M, Bader GD, Baez-Ortega A, Bailey MH, Bailey PJ, Balasundaram M, Balu S, Bandopadhayay P, Banks RE, Barbi S, Barbour AP, Barenboim J, Barnholtz-Sloan J, Barr H, Barrera E, Bartlett J, Bartolome J, Bassi C, Bathe OF, Baumhoer D, Bavi P, Baylin SB, Bazant W, Beardsmore D, Beck TA, Behjati S, Behren A, Niu B, Bell C, Beltran S, Benz C, Berchuck A, Bergmann AK, Bergstrom EN, Berman BP, Berney DM, Bernhart SH, Beroukhim R, Berrios M, Bersani S, Bertl J, Betancourt M, Bhandari V, Bhosle SG, Biankin AV, Bieg M, Bigner D, Binder H, Birney E, Birrer M, Biswas NK, Bjerkehagen B, Bodenheimer T, Boice L, Bonizzato G, De Bono JS, Boot A, Bootwalla MS, Borg A, Borkhardt A, Boroevich KA, Borozan I, Borst C, Bosenberg M, Bosio M, Boultwood J, Bourque G, Boutros PC, Bova GS, Bowen DT, Bowlby R, Bowtell DDL, Boyault S, Boyce R, Boyd J, Brazma A, Brennan P, Brewer DS, Brinkman AB, Bristow RG, Broaddus RR, Brock JE, Brock M, Broeks A, Brooks AN, Brooks D, Brors B, Brunak S, Bruxner TJC, Bruzos AL, Buchanan A, Buchhalter I, Buchholz C, Bullman S, Burke H, Burkhardt B, Burns KH, Busanovich J, Bustamante CD, Butler AP, Butte AJ, Byrne NJ, Børresen-Dale AL, Caesar-Johnson SJ, Cafferkey A, Cahill D, Calabrese C, Caldas C, Calvo F, Camacho N, Campbell PJ, Campo E, Cantù C, Cao S, Carey TE, Carlevaro-Fita J, Carlsen R, Cataldo I, Cazzola M, Cebon J, Cerfolio R, Chadwick DE, Chakravarty D, Chalmers D, Chan CWY, Chan K, Chan-Seng-Yue M, Chandan VS, Chang DK, Chanock SJ, Chantrill LA, Chateigner A, Chatterjee N, Chayama K, Chen HW, Chen J, Chen K, Chen Y, Chen Z, Cherniack AD, Chien J, Chiew YE, Chin SF, Cho J, Cho S, Choi JK, Choi W, Chomienne C, Chong Z, Choo SP, Chou A, Christ AN, Christie EL, Chuah E, Cibulskis C, Cibulskis K, Cingarlini S, Clapham P, Claviez A, Cleary S, Cloonan N, Cmero M, Collins CC, Connor AA, Cooke SL, Cooper CS, Cope L, Corbo V, Cordes MG, Cordner SM, Cortés-Ciriano I, Covington K, Cowin PA, Craft B, Craft D, Creighton CJ, Cun Y, Curley E, Cutcutache I, Czajka K, Czerniak B, Dagg RA, Danilova L, Davi MV, Davidson NR, Davies H, Davis IJ, Davis-Dusenbery BN, Dawson KJ, De La Vega FM, De Paoli-Iseppi R, Defreitas T, Tos APD, Delaneau O, Demchok JA, Demeulemeester J, Demidov GM, Demircioğlu D, Dennis NM, Denroche RE, Dentro SC, Desai N, Deshpande V, Deshwar AG, Desmedt C, Deu-Pons J, Dhalla N, Dhani NC, Dhingra P, Dhir R, DiBiase A, Diamanti K, Ding L, Ding S, Dinh HQ, Dirix L, Doddapaneni H, Donmez N, Dow MT, Drapkin R, Drechsel O, Drews RM, Serge S, Dudderidge T, Dueso-Barroso A, Dunford AJ, Dunn M, Dursi LJ, Duthie FR, Dutton-Regester K, Eagles J, Easton DF, Edmonds S, Edwards PA, Edwards SE, Eeles RA, Ehinger A, Eils J, Eils R, El-Naggar A, Eldridge M, Ellrott K, Erkek S, Escaramis G, Espiritu SMG, Estivill X, Etemadmoghadam D, Eyfjord JE, Faltas BM, Fan D, Fan Y, Faquin WC, Farcas C, Fassan M, Fatima A, Favero F, Fayzullaev N, Felau I, Fereday S, Ferguson ML, Ferretti V, Feuerbach L, Field MA, Fink JL, Finocchiaro G, Fisher C, Fittall MW, Fitzgerald A, Fitzgerald RC, Flanagan AM, Fleshner NE, Flicek P, Foekens JA, Fong KM, Fonseca NA, Foster CS, Fox NS, Fraser M, Frazer S, Frenkel-Morgenstern M, Friedman W, Frigola J, Fronick CC, Fujimoto A, Fujita M, Fukayama M, Fulton LA, Fulton RS, Furuta M, Futreal PA, Füllgrabe A, Gabriel SB, Gallinger S, Gambacorti-Passerini C, Gao J, Gao S, Garraway L, Garred Ø, Garrison E, Garsed DW, Gehlenborg N, Gelpi JLL, George J, Gerhard DS, Gerhauser C, Gershenwald JE, Gerstein M, Gerstung M, Getz G, Ghori M, Ghossein R, Giama NH, Gibbs RA, Gibson B, Gill AJ, Gill P, Giri DD, Glodzik D, Gnanapragasam VJ, Goebler ME, Goldman MJ, Gomez C, Gonzalez S, Gonzalez-Perez A, Gordenin DA, Gossage J, Gotoh K, Govindan R, Grabau D, Graham JS, Grant RC, Green AR, Green E, Greger L, Grehan N, Grimaldi S, Grimmond SM, Grossman RL, Grundhoff A, Gundem G, Guo Q, Gupta M, Gupta S, Gut IG, Gut M, Göke J, Ha G, Haake A, Haan D, Haas S, Haase K, Haber JE, Habermann N, Hach F, Haider S, Hama N, Hamdy FC, Hamilton A, Hamilton MP, Han L, Hanna GB, Hansmann M, Haradhvala NJ, Harismendy O, Harliwong I, Harmanci AO, Harrington E, Hasegawa T, Haussler D, Hawkins S, Hayami S, Hayashi S, Hayes DN, Hayes SJ, Hayward NK, Hazell S, He Y, Heath AP, Heath SC, Hedley D, Hegde AM, Heiman DI, Heinold MC, Heins Z, Heisler LE, Hellstrom-Lindberg E, Helmy M, Heo SG, Hepperla AJ, Heredia-Genestar JM, Herrmann C, Hersey P, Hess JM, Hilmarsdottir H, Hinton J, Hirano S, Hiraoka N, Hoadley KA, Hobolth A, Hodzic E, Hoell JI, Hoffmann S, Hofmann O, Holbrook A, Holik AZ, Hollingsworth MA, Holmes O, Holt RA, Hong C, Hong EP, Hong JH, Hooijer GK, Hornshøj H, Hosoda F, Hou Y, Hovestadt V, Howat W, Hoyle AP, Hruban RH, Hu J, Hu T, Hua X, Huang KL, Huang M, Huang MN, Huang V, Huang Y, Huber W, Hudson TJ, Hummel M, Hung JA, Huntsman D, Hupp TR, Huse J, Huska MR, Hutter B, Hutter CM, Hübschmann D, Iacobuzio-Donahue CA, Imbusch CD, Imielinski M, Imoto S, Isaacs WB, Isaev K, Ishikawa S, Iskar M, Islam SMA, Ittmann M, Ivkovic S, Izarzugaza JMG, Jacquemier J, Jakrot V, Jamieson NB, Jang GH, Jang SJ, Jayaseelan JC, Jayasinghe R, Jefferys SR, Jegalian K, Jennings JL, Jeon SH, Jerman L, Ji Y, Jiao W, Johansson PA, Johns AL, Johns J, Johnson R, Johnson TA, Jolly C, Joly Y, Jonasson JG, Jones CD, Jones DR, Jones DTW, Jones N, Jones SJM, Jonkers J, Ju YS, Juhl H, Jung J, Juul M, Juul RI, Juul S, Jäger N, Kabbe R, Kahles A, Kahraman A, Kaiser VB, Kakavand H, Kalimuthu S, von Kalle C, Kang KJ, Karaszi K, Karlan B, Karlić R, Karsch D, Kasaian K, Kassahn KS, Katai H, Kato M, Katoh H, Kawakami Y, Kay JD, Kazakoff SH, Kazanov MD, Keays M, Kebebew E, Kefford RF, Kellis M, Kench JG, Kennedy CJ, Kerssemakers JNA, Khoo D, Khoo V, Khuntikeo N, Khurana E, Kilpinen H, Kim HK, Kim HL, Kim HY, Kim H, Kim J, Kim J, Kim JK, Kim Y, King TA, Klapper W, Kleinheinz K, Klimczak LJ, Knappskog S, Kneba M, Knoppers BM, Koh Y, Komorowski J, Komura D, Komura M, Kong G, Kool M, Korbel JO, Korchina V, Korshunov A, Koscher M, Koster R, Kote-Jarai Z, Koures A, Kovacevic M, Kremeyer B, Kretzmer H, Kreuz M, Krishnamurthy S, Kube D, Kumar K, Kumar P, Kumar S, Kumar Y, Kundra R, Kübler K, Küppers R, Lagergren J, Lai PH, Laird PW, Lakhani SR, Lalansingh CM, Lalonde E, Lamaze FC, Lambert A, Lander E, Landgraf P, Landoni L, Langerød A, Lanzós A, Larsimont D, Larsson E, Lathrop M, Lau LMS, Lawerenz C, Lawlor RT, Lawrence MS, Lazar AJ, Lazic AM, Le X, Lee D, Lee D, Lee EA, Lee HJ, Lee JJK, Lee JY, Lee J, Lee MTM, Lee-Six H, Lehmann KV, Lehrach H, Lenze D, Leonard CR, Leongamornlert DA, Leshchiner I, Letourneau L, Letunic I, Levine DA, Lewis L, Ley T, Li C, Li CH, Li HI, Li J, Li L, Li S, Li S, Li X, Li X, Li X, Li Y, Liang H, Liang SB, Lichter P, Lin P, Lin Z, Linehan WM, Lingjærde OC, Liu D, Liu EM, Liu FFF, Liu F, Liu J, Liu X, Livingstone J, Livitz D, Livni N, Lochovsky L, Loeffler M, Long GV, Lopez-Guillermo A, Lou S, Louis DN, Lovat LB, Lu Y, Lu YJ, Lu Y, Luchini C, Lungu I, Luo X, Luxton HJ, Lynch AG, Lype L, López C, López-Otín C, Ma EZ, Ma Y, MacGrogan G, MacRae S, Macintyre G, Madsen T, Maejima K, Mafficini A, Maglinte DT, Maitra A, Majumder PP, Malcovati L, Malikic S, Malleo G, Mann GJ, Mantovani-Löffler L, Marchal K, Marchegiani G, Mardis ER, Margolin AA, Marin MG, Markowetz F, Markowski J, Marks J, Marques-Bonet T, Marra MA, Marsden L, Martens JWM, Martin S, Martin-Subero JI, Martincorena I, Martinez-Fundichely A, Maruvka YE, Mashl RJ, Massie CE, Matthew TJ, Matthews L, Mayer E, Mayes S, Mayo M, Mbabaali F, McCune K, McDermott U, McGillivray PD, McLellan MD, McPherson JD, McPherson JR, McPherson TA, Meier SR, Meng A, Meng S, Menzies A, Merrett ND, Merson S, Meyerson M, Meyerson W, Mieczkowski PA, Mihaiescu GL, Mijalkovic S, Mikkelsen T, Milella M, Mileshkin L, Miller CA, Miller DK, Miller JK, Mills GB, Milovanovic A, Minner S, Miotto M, Arnau GM, Mirabello L, Mitchell C, Mitchell TJ, Miyano S, Miyoshi N, Mizuno S, Molnár-Gábor F, Moore MJ, Moore RA, Morganella S, Morris QD, Morrison C, Mose LE, Moser CD, Muiños F, Mularoni L, Mungall AJ, Mungall K, Musgrove EA, Mustonen V, Mutch D, Muyas F, Muzny DM, Muñoz A, Myers J, Myklebost O, Möller P, Nagae G, Nagrial AM, Nahal-Bose HK, Nakagama H, Nakagawa H, Nakamura H, Nakamura T, Nakano K, Nandi T, Nangalia J, Nastic M, Navarro A, Navarro FCP, Neal DE, Nettekoven G, Newell F, Newhouse SJ, Newton Y, Ng AWT, Ng A, Nicholson J, Nicol D, Nie Y, Nielsen GP, Nielsen MM, Nik-Zainal S, Noble MS, Nones K, Northcott PA, Notta F, O’Connor BD, O’Donnell P, O’Donovan M, O’Meara S, O’Neill BP, O’Neill JR, Ocana D, Ochoa A, Oesper L, Ogden C, Ohdan H, Ohi K, Ohno-Machado L, Oien KA, Ojesina AI, Ojima H, Okusaka T, Omberg L, Ong CK, Ossowski S, Ott G, Ouellette BFF, P’ng C, Paczkowska M, Paiella S, Pairojkul C, Pajic M, Pan-Hammarström Q, Papaemmanuil E, Papatheodorou I, Paramasivam N, Park JW, Park JW, Park K, Park K, Park PJ, Parker JS, Parsons SL, Pass H, Pasternack D, Pastore A, Patch AM, Pauporté I, Pea A, Pearson JV, Pedamallu CS, Pedersen JS, Pederzoli P, Peifer M, Pennell NA, Perou CM, Perry MD, Petersen GM, Peto M, Petrelli N, Petryszak R, Pfister SM, Phillips M, Pich O, Pickett HA, Pihl TD, Pillay N, Pinder S, Pinese M, Pinho AV, Pitkänen E, Pivot X, Piñeiro-Yáñez E, Planko L, Plass C, Polak P, Pons T, Popescu I, Potapova O, Prasad A, Preston SR, Prinz M, Pritchard AL, Prokopec SD, Provenzano E, Puente XS, Puig S, Puiggròs M, Pulido-Tamayo S, Pupo GM, Purdie CA, Quinn MC, Rabionet R, Rader JS, Radlwimmer B, Radovic P, Raeder B, Raine KM, Ramakrishna M, Ramakrishnan K, Ramalingam S, Raphael BJ, Rathmell WK, Rausch T, Reifenberger G, Reimand J, Reis-Filho J, Reuter V, Reyes-Salazar I, Reyna MA, Reynolds SM, Rheinbay E, Riazalhosseini Y, Richardson AL, Richter J, Ringel M, Ringnér M, Rino Y, Rippe K, Roach J, Roberts LR, Roberts ND, Roberts SA, Robertson AG, Robertson AJ, Rodriguez JB, Rodriguez-Martin B, Rodríguez-González FG, Roehrl MHA, Rohde M, Rokutan H, Romieu G, Rooman I, Roques T, Rosebrock D, Rosenberg M, Rosenstiel PC, Rosenwald A, Rowe EW, Royo R, Rozen SG, Rubanova Y, Rubin MA, Rubio-Perez C, Rudneva VA, Rusev BC, Ruzzenente A, Rätsch G, Sabarinathan R, Sabelnykova VY, Sadeghi S, Sahinalp SC, Saini N, Saito-Adachi M, Saksena G, Salcedo A, Salgado R, Salichos L, Sallari R, Saller C, Salvia R, Sam M, Samra JS, Sanchez-Vega F, Sander C, Sanders G, Sarin R, Sarrafi I, Sasaki-Oku A, Sauer T, Sauter G, Saw RPM, Scardoni M, Scarlett CJ, Scarpa A, Scelo G, Schadendorf D, Schein JE, Schilhabel MB, Schlesner M, Schlomm T, Schmidt HK, Schramm SJ, Schreiber S, Schultz N, Schumacher SE, Schwarz RF, Scolyer RA, Scott D, Scully R, Seethala R, Segre AV, Selander I, Semple CA, Senbabaoglu Y, Sengupta S, Sereni E, Serra S, Sgroi DC, Shackleton M, Shah NC, Shahabi S, Shang CA, Shang P, Shapira O, Shelton T, Shen C, Shen H, Shepherd R, Shi R, Shi Y, Shiah YJ, Shibata T, Shih J, Shimizu E, Shimizu K, Shin SJ, Shiraishi Y, Shmaya T, Shmulevich I, Shorser SI, Short C, Shrestha R, Shringarpure SS, Shriver C, Shuai S, Sidiropoulos N, Siebert R, Sieuwerts AM, Sieverling L, Signoretti S, Sikora KO, Simbolo M, Simon R, Simons JV, Simpson JT, Simpson PT, Singer S, Sinnott-Armstrong N, Sipahimalani P, Skelly TJ, Smid M, Smith J, Smith-McCune K, Socci ND, Sofia HJ, Soloway MG, Song L, Sood AK, Sothi S, Sotiriou C, Soulette CM, Span PN, Spellman PT, Sperandio N, Spillane AJ, Spiro O, Spring J, Staaf J, Stadler PF, Staib P, Stark SG, Stebbings L, Stefánsson ÓA, Stegle O, Stein LD, Stenhouse A, Stewart C, Stilgenbauer S, Stobbe MD, Stratton MR, Stretch JR, Struck AJ, Stuart JM, Stunnenberg HG, Su H, Su X, Sun RX, Sungalee S, Susak H, Suzuki A, Sweep F, Szczepanowski M, Sültmann H, Yugawa T, Tam A, Tamborero D, Tan BKT, Tan D, Tan P, Tanaka H, Taniguchi H, Tanskanen TJ, Tarabichi M, Tarnuzzer R, Tarpey P, Taschuk ML, Tatsuno K, Tavaré S, Taylor DF, Taylor-Weiner A, Teague JW, Teh BT, Tembe V, Temes J, Thai K, Thayer SP, Thiessen N, Thomas G, Thomas S, Thompson A, Thompson AM, Thompson JFF, Thompson RH, Thorne H, Thorne LB, Thorogood A, Tiao G, Tijanic N, Timms LE, Tirabosco R, Tojo M, Tommasi S, Toon CW, Toprak UH, Torrents D, Tortora G, Tost J, Totoki Y, Townend D, Traficante N, Treilleux I, Trotta JR, Trümper LHP, Tsao M, Tsunoda T, Tubio JMC, Tucker O, Turkington R, Turner DJ, Tutt A, Ueno M, Ueno NT, Umbricht C, Umer HM, Underwood TJ, Urban L, Urushidate T, Ushiku T, Uusküla-Reimand L, Valencia A, Van Den Berg DJ, Van Laere S, Van Loo P, Van Meir EG, Van den Eynden GG, Van der Kwast T, Vasudev N, Vazquez M, Vedururu R, Veluvolu U, Vembu S, Verbeke LPC, Vermeulen P, Verrill C, Viari A, Vicente D, Vicentini C, VijayRaghavan K, Viksna J, Vilain RE, Villasante I, Vincent-Salomon A, Visakorpi T, Voet D, Vyas P, Vázquez-García I, Waddell NM, Waddell N, Wadelius C, Wadi L, Wagener R, Wala JA, Wang J, Wang J, Wang L, Wang Q, Wang W, Wang Y, Wang Z, Waring PM, Warnatz HJ, Warrell J, Warren AY, Waszak SM, Wedge DC, Weichenhan D, Weinberger P, Weinstein JN, Weischenfeldt J, Weisenberger DJ, Welch I, Wendl MC, Werner J, Whalley JP, Wheeler DA, Whitaker HC, Wigle D, Wilkerson MD, Williams A, Wilmott JS, Wilson GW, Wilson JM, Wilson RK, Winterhoff B, Wintersinger JA, Wiznerowicz M, Wolf S, Wong BH, Wong T, Wong W, Woo Y, Wood S, Wouters BG, Wright AJ, Wright DW, Wright MH, Wu CL, Wu DY, Wu G, Wu J, Wu K, Wu Y, Wu Z, Xi L, Xia T, Xiang Q, Xiao X, Xing R, Xiong H, Xu Q, Xu Y, Xue H, Yachida S, Yakneen S, Yamaguchi R, Yamaguchi TN, Yamamoto M, Yamamoto S, Yamaue H, Yang F, Yang H, Yang JY, Yang L, Yang L, Yang S, Yang TP, Yang Y, Yao X, Yaspo ML, Yates L, Yau C, Ye C, Ye K, Yellapantula VD, Yoon CJ, Yoon SS, Yousif F, Yu J, Yu K, Yu W, Yu Y, Yuan K, Yuan Y, Yuen D, Yung CK, Zaikova O, Zamora J, Zapatka M, Zenklusen JC, Zenz T, Zeps N, Zhang CZ, Zhang F, Zhang H, Zhang H, Zhang H, Zhang J, Zhang J, Zhang J, Zhang X, Zhang X, Zhang Y, Zhang Z, Zhao Z, Zheng L, Zheng X, Zhou W, Zhou Y, Zhu B, Zhu H, Zhu J, Zhu S, Zou L, Zou X, deFazio A, van As N, van Deurzen CHM, van de Vijver MJ, van’t Veer L, von Mering C. Pan-cancer analysis of whole genomes. Nature 2020; 578:82-93. [PMID: 32025007 PMCID: PMC7025898 DOI: 10.1038/s41586-020-1969-6] [Citation(s) in RCA: 1435] [Impact Index Per Article: 358.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2018] [Accepted: 12/11/2019] [Indexed: 02/07/2023]
Abstract
Cancer is driven by genetic change, and the advent of massively parallel sequencing has enabled systematic documentation of this variation at the whole-genome scale1-3. Here we report the integrative analysis of 2,658 whole-cancer genomes and their matching normal tissues across 38 tumour types from the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA). We describe the generation of the PCAWG resource, facilitated by international data sharing using compute clouds. On average, cancer genomes contained 4-5 driver mutations when combining coding and non-coding genomic elements; however, in around 5% of cases no drivers were identified, suggesting that cancer driver discovery is not yet complete. Chromothripsis, in which many clustered structural variants arise in a single catastrophic event, is frequently an early event in tumour evolution; in acral melanoma, for example, these events precede most somatic point mutations and affect several cancer-associated genes simultaneously. Cancers with abnormal telomere maintenance often originate from tissues with low replicative activity and show several mechanisms of preventing telomere attrition to critical levels. Common and rare germline variants affect patterns of somatic mutation, including point mutations, structural variants and somatic retrotransposition. A collection of papers from the PCAWG Consortium describes non-coding mutations that drive cancer beyond those in the TERT promoter4; identifies new signatures of mutational processes that cause base substitutions, small insertions and deletions and structural variation5,6; analyses timings and patterns of tumour evolution7; describes the diverse transcriptional consequences of somatic mutation on splicing, expression levels, fusion genes and promoter activity8,9; and evaluates a range of more-specialized features of cancer genomes8,10-18.
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Svoronos AA, Bahal R, Pereira MC, Barrera FN, Deacon JC, Bosenberg M, DiMaio D, Glazer PM, Engelman DM. Tumor-Targeted, Cytoplasmic Delivery of Large, Polar Molecules Using a pH-Low Insertion Peptide. Mol Pharm 2020; 17:461-471. [PMID: 31855437 DOI: 10.1021/acs.molpharmaceut.9b00883] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Tumor-targeted drug delivery systems offer not only the advantage of an enhanced therapeutic index, but also the possibility of overcoming the limitations that have largely restricted drug design to small, hydrophobic, "drug-like" molecules. Here, we explore the ability of a tumor-targeted delivery system centered on the use of a pH-low insertion peptide (pHLIP) to directly deliver moderately polar, multi-kDa molecules into tumor cells. A pHLIP is a short, pH-responsive peptide capable of inserting across a cell membrane to form a transmembrane helix at acidic pH. pHLIPs target the acidic tumor microenvironment with high specificity, and a drug attached to the inserting end of a pHLIP can be translocated across the cell membrane during the insertion process. We investigate the ability of wildtype pHLIP to deliver peptide nucleic acid (PNA) cargoes of varying sizes across lipid membranes. We find that pHLIP effectively delivers PNAs up to ∼7 kDa into cells in a pH-dependent manner. In addition, pHLIP retains its tumor-targeting capabilities when linked to cargoes of this size, although the amount delivered is reduced for PNA cargoes greater than ∼6 kDa. As drug-like molecules are traditionally restricted to sizes of ∼500 Da, this constitutes an order-of-magnitude expansion in the size range of deliverable drug candidates.
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Affiliation(s)
| | - Raman Bahal
- Department of Pharmaceutical Sciences , University of Connecticut , Storrs , Connecticut 06269 , United States
| | - Mohan C Pereira
- Department of Science & Mathematics , Cedarville University , Cedarville , Ohio 45314 , United States
| | - Francisco N Barrera
- Department of Biochemistry & Cellular and Molecular Biology , University of Tennessee , Knoxville , Tennessee 37996 , United States
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