1
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Harrold E, Keane F, Walch H, Chou JF, Sinopoli J, Palladino S, Al-Rawi DH, Chadalavada K, Manca P, Chalasani S, Yang J, Cercek A, Shia J, Capanu M, Bakhoum SF, Schultz N, Chatila WK, Yaeger R. Molecular and Clinical Determinants of Acquired Resistance and Treatment Duration for Targeted Therapies in Colorectal Cancer. Clin Cancer Res 2024:741877. [PMID: 38502113 DOI: 10.1158/1078-0432.ccr-23-4005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Revised: 02/19/2024] [Accepted: 03/15/2024] [Indexed: 03/20/2024]
Abstract
PURPOSE Targeted therapies have improved outcomes for patients with metastatic colorectal cancer, but their impact is limited by rapid emergence of resistance. We hypothesized that an understanding of the underlying genetic mechanisms and intrinsic tumor features that mediate resistance to therapy will guide new therapeutic strategies and ultimately allow the prevention of resistance. EXPERIMENTAL DESIGN We assembled a series of 52 patients with paired pre-treatment and progression samples who received therapy targeting EGFR (n=17), BRAF V600E (n=17), KRAS G12C (n=15), or amplified HER2 (n=3) to identify molecular and clinical factors associated with time on treatment (TOT). RESULTS All patients stopped treatment for progression and TOT did not vary by oncogenic driver (p=0.5). Baseline disease burden (≥3 versus <3 sites, p=0.02), the presence of hepatic metastases (p=0.02), and gene amplification on baseline tissue (p=0.03) were each associated with shorter TOT. We found evidence of chromosomal instability (CIN) at progression in patients with baseline MAPK pathway amplifications and those with acquired gene amplifications. At resistance, copy number changes (p=0.008) and high number (≥5) of acquired alterations (p=0.04) were associated with shorter TOT. Patients with hepatic metastases demonstrated both higher number of emergent alterations at resistance and enrichment of mutations involving receptor tyrosine kinases. CONCLUSIONS Our genomic analysis suggests that high baseline CIN or effective induction of enhanced mutagenesis on targeted therapy underlies rapid progression. Longer response appears to result from a progressive acquisition of genomic or chromosomal instability in the underlying cancer or from the chance event of a new resistance alteration.
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Affiliation(s)
- Emily Harrold
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Fergus Keane
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Henry Walch
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Joanne F Chou
- Memorial Sloan Kettering Cancer Center, NYC, United States
| | - Jenna Sinopoli
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Silvia Palladino
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Duaa H Al-Rawi
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | | | - Paolo Manca
- Memorial Sloan Kettering Cancer Center, New York, United States
| | - Sree Chalasani
- Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College, New York, NY, United States
| | - Jessica Yang
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Andrea Cercek
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Jinru Shia
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Marinela Capanu
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Samuel F Bakhoum
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Nikolaus Schultz
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Walid K Chatila
- Memorial Sloan Kettering Cancer Center, New York, New York, United States
| | - Rona Yaeger
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
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2
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Rogava M, Aprati TJ, Chi WY, Melms JC, Hug C, Davis SH, Earlie EM, Chung C, Deshmukh SK, Wu S, Sledge G, Tang S, Ho P, Amin AD, Caprio L, Gurjao C, Tagore S, Ngo B, Lee MJ, Zanetti G, Wang Y, Chen S, Ge W, Melo LMN, Allies G, Rösler J, Gibney GT, Schmitz OJ, Sykes M, Creusot RJ, Tüting T, Schadendorf D, Röcken M, Eigentler TK, Molotkov A, Mintz A, Bakhoum SF, Beyaz S, Cantley LC, Sorger PK, Meckelmann SW, Tasdogan A, Liu D, Laughney AM, Izar B. Loss of Pip4k2c confers liver-metastatic organotropism through insulin-dependent PI3K-AKT pathway activation. Nat Cancer 2024; 5:433-447. [PMID: 38286827 DOI: 10.1038/s43018-023-00704-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] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Accepted: 12/08/2023] [Indexed: 01/31/2024]
Abstract
Liver metastasis (LM) confers poor survival and therapy resistance across cancer types, but the mechanisms of liver-metastatic organotropism remain unknown. Here, through in vivo CRISPR-Cas9 screens, we found that Pip4k2c loss conferred LM but had no impact on lung metastasis or primary tumor growth. Pip4k2c-deficient cells were hypersensitized to insulin-mediated PI3K/AKT signaling and exploited the insulin-rich liver milieu for organ-specific metastasis. We observed concordant changes in PIP4K2C expression and distinct metabolic changes in 3,511 patient melanomas, including primary tumors, LMs and lung metastases. We found that systemic PI3K inhibition exacerbated LM burden in mice injected with Pip4k2c-deficient cancer cells through host-mediated increase in hepatic insulin levels; however, this circuit could be broken by concurrent administration of an SGLT2 inhibitor or feeding of a ketogenic diet. Thus, this work demonstrates a rare example of metastatic organotropism through co-optation of physiological metabolic cues and proposes therapeutic avenues to counteract these mechanisms.
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Affiliation(s)
- Meri Rogava
- Division of Hematology/Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos School of Physicians and Surgeons, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Tyler J Aprati
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Wei-Yu Chi
- Department of Physiology, Biophysics, and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
| | - Johannes C Melms
- Division of Hematology/Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos School of Physicians and Surgeons, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Clemens Hug
- Laboratory for Systems Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Stephanie H Davis
- Laboratory for Systems Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Ethan M Earlie
- Department of Physiology, Biophysics, and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
- Tri-Institutional Training Program in Computational Biology and Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Charlie Chung
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
| | | | - Sharon Wu
- Caris Life Sciences, Phoenix, AZ, USA
| | | | - Stephen Tang
- Division of Hematology/Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos School of Physicians and Surgeons, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Patricia Ho
- Division of Hematology/Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos School of Physicians and Surgeons, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Amit Dipak Amin
- Division of Hematology/Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos School of Physicians and Surgeons, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Lindsay Caprio
- Division of Hematology/Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos School of Physicians and Surgeons, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Carino Gurjao
- Division of Hematology/Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos School of Physicians and Surgeons, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University, New York, NY, USA
| | - Somnath Tagore
- Division of Hematology/Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos School of Physicians and Surgeons, New York, NY, USA
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University, New York, NY, USA
| | - Bryan Ngo
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - Michael J Lee
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Giorgia Zanetti
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Yiping Wang
- Division of Hematology/Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos School of Physicians and Surgeons, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University, New York, NY, USA
| | - Sean Chen
- Division of Hematology/Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos School of Physicians and Surgeons, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - William Ge
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Luiza Martins Nascentes Melo
- Department for Dermatology, Venerology and Allergology, University Hospital Essen, NCT West, Campus Essen, German Cancer Consortium, Partner Site Essen & University Alliance Ruhr, Research Center One Health, Essen, Germany
| | - Gabriele Allies
- Department for Dermatology, Venerology and Allergology, University Hospital Essen, NCT West, Campus Essen, German Cancer Consortium, Partner Site Essen & University Alliance Ruhr, Research Center One Health, Essen, Germany
| | - Jonas Rösler
- Department for Dermatology, Venerology and Allergology, University Hospital Essen, NCT West, Campus Essen, German Cancer Consortium, Partner Site Essen & University Alliance Ruhr, Research Center One Health, Essen, Germany
| | - Goeffrey T Gibney
- Georgetown Lombardi Comprehensive Cancer Center, Washington, DC, USA
| | - Oliver J Schmitz
- Applied Analytical Chemistry, University of Duisburg-Essen, Essen, Germany
| | - Megan Sykes
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Rémi J Creusot
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Thomas Tüting
- Laboratory for Experimental Dermatology, Department of Dermatology, University of Magdeburg, Magdeburg, Germany
| | - Dirk Schadendorf
- Department for Dermatology, Venerology and Allergology, University Hospital Essen, NCT West, Campus Essen, German Cancer Consortium, Partner Site Essen & University Alliance Ruhr, Research Center One Health, Essen, Germany
| | - Martin Röcken
- Department of Dermatology, University Hospital Tuebingen, Tuebingen, Germany
| | - Thomas K Eigentler
- Department of Dermatology, Venerology and Allergology, Charité University Hospital, Berlin, Germany
| | - Andrei Molotkov
- Department of Radiology, Columbia University Medical Center, New York, NY, USA
| | - Akiva Mintz
- Department of Radiology, Columbia University Medical Center, New York, NY, USA
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Semir Beyaz
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
| | | | - Peter K Sorger
- Laboratory for Systems Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Sven W Meckelmann
- Applied Analytical Chemistry, University of Duisburg-Essen, Essen, Germany
| | - Alpaslan Tasdogan
- Department for Dermatology, Venerology and Allergology, University Hospital Essen, NCT West, Campus Essen, German Cancer Consortium, Partner Site Essen & University Alliance Ruhr, Research Center One Health, Essen, Germany
| | - David Liu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Ashley M Laughney
- Department of Physiology, Biophysics, and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
| | - Benjamin Izar
- Division of Hematology/Oncology, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA.
- Herbert Irving Comprehensive Cancer Center, Columbia University Vagelos School of Physicians and Surgeons, New York, NY, USA.
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA.
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University, New York, NY, USA.
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3
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Toufektchan E, Dananberg A, Striepen J, Hickling JH, Shim A, Chen Y, Nichols A, Duran Paez MA, Mohr L, Bakhoum SF, Maciejowski J. Intratumoral TREX1 induction promotes immune evasion by limiting type I interferon. Cancer Immunol Res 2024:734925. [PMID: 38408184 DOI: 10.1158/2326-6066.cir-23-1093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 02/06/2024] [Accepted: 02/23/2024] [Indexed: 02/28/2024]
Abstract
Chromosomal instability is a hallmark of human cancer that is associated with aggressive disease characteristics. Chromosome mis-segregations help fuel natural selection, but they risk provoking a cGAS-STING immune response through the accumulation of cytosolic DNA. The mechanisms of how tumors benefit from chromosomal instability while mitigating associated risks, such as enhanced immune surveillance, are poorly understood. Here, we identify cGAS-STING-dependent upregulation of the nuclease TREX1 as an adaptive, negative feedback mechanism that promotes immune evasion through digestion of cytosolic DNA. TREX1 loss diminishes tumor growth, prolongs survival of host animals, increases tumor immune infiltration, and potentiates response to immune checkpoint blockade selectively in tumors capable of mounting a type I interferon response downstream of STING. Together, these data demonstrate that TREX1 induction shields chromosomally unstable tumors from immune surveillance by dampening type I interferon production and suggest that TREX1 inhibitors might be used to selectively target tumors that have retained the inherent ability to mount an interferon response downstream of STING.
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Affiliation(s)
| | | | - Josefine Striepen
- Memorial Sloan Kettering Cancer Center, New York, New York, United States
| | - James H Hickling
- Memorial Sloan Kettering Cancer Center, New York, New York, United States
| | - Abraham Shim
- Memorial Sloan Kettering Cancer Center, New York, New York, United States
| | - Yanyang Chen
- Memorial Sloan Kettering Cancer Center, New York, New York, United States
| | - Ashley Nichols
- Memorial Sloan Kettering Cancer Center, New York, New York, United States
| | | | - Lisa Mohr
- Memorial Sloan Kettering Cancer Center, New York, New York, United States
| | - Samuel F Bakhoum
- Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - John Maciejowski
- Memorial Sloan Kettering Cancer Center, New York, New York, United States
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4
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Di Bona M, Bakhoum SF. Micronuclei and Cancer. Cancer Discov 2024; 14:214-226. [PMID: 38197599 DOI: 10.1158/2159-8290.cd-23-1073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Revised: 11/20/2023] [Accepted: 12/18/2023] [Indexed: 01/11/2024]
Abstract
Chromosome-containing micronuclei are a feature of human cancer. Micronuclei arise from chromosome mis-segregation and characterize tumors with elevated rates of chromosomal instability. Although their association with cancer has been long recognized, only recently have we broadened our understanding of the mechanisms that govern micronuclei formation and their role in tumor progression. In this review, we provide a brief historical account of micronuclei, depict the mechanisms underpinning their creation, and illuminate their capacity to propel tumor evolution through genetic, epigenetic, and transcriptional transformations. We also posit the prospect of leveraging micronuclei as biomarkers and therapeutic targets in chromosomally unstable cancers. SIGNIFICANCE Micronuclei in chromosomally unstable cancer cells serve as pivotal catalysts for cancer progression, instigating transformative genomic, epigenetic, and transcriptional alterations. This comprehensive review not only synthesizes our present comprehension but also outlines a framework for translating this knowledge into pioneering biomarkers and therapeutics, thereby illuminating novel paths for personalized cancer management.
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Affiliation(s)
- Melody Di Bona
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
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5
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Caswell DR, Gui P, Mayekar MK, Law EK, Pich O, Bailey C, Boumelha J, Kerr DL, Blakely CM, Manabe T, Martinez-Ruiz C, Bakker B, De Dios Palomino Villcas J, I Vokes N, Dietzen M, Angelova M, Gini B, Tamaki W, Allegakoen P, Wu W, Humpton TJ, Hill W, Tomaschko M, Lu WT, Haderk F, Al Bakir M, Nagano A, Gimeno-Valiente F, de Carné Trécesson S, Vendramin R, Barbè V, Mugabo M, Weeden CE, Rowan A, McCoach CE, Almeida B, Green M, Gomez C, Nanjo S, Barbosa D, Moore C, Przewrocka J, Black JRM, Grönroos E, Suarez-Bonnet A, Priestnall SL, Zverev C, Lighterness S, Cormack J, Olivas V, Cech L, Andrews T, Rule B, Jiao Y, Zhang X, Ashford P, Durfee C, Venkatesan S, Temiz NA, Tan L, Larson LK, Argyris PP, Brown WL, Yu EA, Rotow JK, Guha U, Roper N, Yu J, Vogel RI, Thomas NJ, Marra A, Selenica P, Yu H, Bakhoum SF, Chew SK, Reis-Filho JS, Jamal-Hanjani M, Vousden KH, McGranahan N, Van Allen EM, Kanu N, Harris RS, Downward J, Bivona TG, Swanton C. The role of APOBEC3B in lung tumor evolution and targeted cancer therapy resistance. Nat Genet 2024; 56:60-73. [PMID: 38049664 PMCID: PMC10786726 DOI: 10.1038/s41588-023-01592-8] [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: 06/25/2023] [Accepted: 10/25/2023] [Indexed: 12/06/2023]
Abstract
In this study, the impact of the apolipoprotein B mRNA-editing catalytic subunit-like (APOBEC) enzyme APOBEC3B (A3B) on epidermal growth factor receptor (EGFR)-driven lung cancer was assessed. A3B expression in EGFR mutant (EGFRmut) non-small-cell lung cancer (NSCLC) mouse models constrained tumorigenesis, while A3B expression in tumors treated with EGFR-targeted cancer therapy was associated with treatment resistance. Analyses of human NSCLC models treated with EGFR-targeted therapy showed upregulation of A3B and revealed therapy-induced activation of nuclear factor kappa B (NF-κB) as an inducer of A3B expression. Significantly reduced viability was observed with A3B deficiency, and A3B was required for the enrichment of APOBEC mutation signatures, in targeted therapy-treated human NSCLC preclinical models. Upregulation of A3B was confirmed in patients with NSCLC treated with EGFR-targeted therapy. This study uncovers the multifaceted roles of A3B in NSCLC and identifies A3B as a potential target for more durable responses to targeted cancer therapy.
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Affiliation(s)
- Deborah R Caswell
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK.
| | - Philippe Gui
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Manasi K Mayekar
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Emily K Law
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN, USA
| | - Oriol Pich
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Chris Bailey
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Jesse Boumelha
- Oncogene Biology Laboratory, The Francis Crick Institute, London, UK
| | - D Lucas Kerr
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Collin M Blakely
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Tadashi Manabe
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Carlos Martinez-Ruiz
- Cancer Genome Evolution Research Group, University College London, Cancer Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, London, UK
| | - Bjorn Bakker
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | | | - Natalie I Vokes
- Department of Thoracic and Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Michelle Dietzen
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Genome Evolution Research Group, University College London, Cancer Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, London, UK
| | - Mihaela Angelova
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Beatrice Gini
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Whitney Tamaki
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Paul Allegakoen
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Wei Wu
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Timothy J Humpton
- p53 and Metabolism Laboratory, The Francis Crick Institute, London, UK
- CRUK Beatson Institute, Glasgow, UK
- Glasgow Caledonian University, Glasgow, UK
| | - William Hill
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Mona Tomaschko
- Oncogene Biology Laboratory, The Francis Crick Institute, London, UK
| | - Wei-Ting Lu
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Franziska Haderk
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Maise Al Bakir
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Ai Nagano
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | | | | | - Roberto Vendramin
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Vittorio Barbè
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Miriam Mugabo
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, London, UK
| | - Clare E Weeden
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Andrew Rowan
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | | | - Bruna Almeida
- The Roger Williams Institute of Hepatology, Foundation for Liver Research, London, UK
- Faculty of Life Sciences & Medicine, King's College London, London, UK
| | - Mary Green
- Experimental Histopathology, The Francis Crick Institute, London, UK
| | - Carlos Gomez
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Shigeki Nanjo
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Dora Barbosa
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Chris Moore
- Oncogene Biology Laboratory, The Francis Crick Institute, London, UK
| | - Joanna Przewrocka
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - James R M Black
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Genome Evolution Research Group, University College London, Cancer Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, London, UK
| | - Eva Grönroos
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Alejandro Suarez-Bonnet
- Experimental Histopathology, The Francis Crick Institute, London, UK
- Department of Pathobiology & Population Sciences, The Royal Veterinary College, London, UK
| | - Simon L Priestnall
- Experimental Histopathology, The Francis Crick Institute, London, UK
- Department of Pathobiology & Population Sciences, The Royal Veterinary College, London, UK
| | - Caroline Zverev
- Biological Research Facility, The Francis Crick Institute, London, UK
| | - Scott Lighterness
- Biological Research Facility, The Francis Crick Institute, London, UK
| | - James Cormack
- Biological Research Facility, The Francis Crick Institute, London, UK
| | - Victor Olivas
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Lauren Cech
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Trisha Andrews
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | | | | | | | - Paul Ashford
- Institute of Structural and Molecular Biology, University College London, London, UK
| | - Cameron Durfee
- Department of Biochemistry and Structural Biology, University of Texas Health San Antonio, San Antonio, TX, USA
| | - Subramanian Venkatesan
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Nuri Alpay Temiz
- Institute for Health Informatics, University of Minnesota, Minneapolis, MN, USA
- Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
| | - Lisa Tan
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Lindsay K Larson
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN, USA
| | - Prokopios P Argyris
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN, USA
- School of Dentistry, University of Minnesota, Minneapolis, MN, USA
- College of Dentistry, Ohio State University, Columbus, OH, USA
| | - William L Brown
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, MN, USA
| | - Elizabeth A Yu
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
- Sutter Health Palo Alto Medical Foundation, Department of Pulmonary and Critical Care, Mountain View, CA, USA
| | - Julia K Rotow
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Udayan Guha
- Thoracic and GI Malignancies Branch, NCI, NIH, Bethesda, MD, USA
- NextCure Inc., Beltsville, MD, USA
| | - Nitin Roper
- Developmental Therapeutics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Johnny Yu
- Biomedical Sciences Program, University of California, San Francisco, San Francisco, CA, USA
| | - Rachel I Vogel
- Department of Obstetrics, Gynecology and Women's Health, University of Minnesota, Minneapolis, MN, USA
| | - Nicholas J Thomas
- Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Antonio Marra
- Division of Early Drug Development for Innovative Therapy, European Institute of Oncology IRCCS, Milan, Italy
| | - Pier Selenica
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York City, NY, USA
| | - Helena Yu
- Memorial Sloan Kettering Cancer Center, New York City, NY, USA
- Department of Medicine, Weill Cornell College of Medicine, New York City, NY, USA
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York City, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York City, NY, USA
| | - Su Kit Chew
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | | | - Mariam Jamal-Hanjani
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, London, UK
- Cancer Metastasis Laboratory, University College London Cancer Institute, London, UK
- Department of Medical Oncology, University College London Hospitals, London, UK
| | - Karen H Vousden
- p53 and Metabolism Laboratory, The Francis Crick Institute, London, UK
| | - Nicholas McGranahan
- Cancer Genome Evolution Research Group, University College London, Cancer Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, London, UK
| | - Eliezer M Van Allen
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Nnennaya Kanu
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, London, UK
| | - Reuben S Harris
- Department of Biochemistry and Structural Biology, University of Texas Health San Antonio, San Antonio, TX, USA
- Howard Hughes Medical Institute, University of Texas Health San Antonio, San Antonio, TX, USA
| | - Julian Downward
- Oncogene Biology Laboratory, The Francis Crick Institute, London, UK
| | - Trever G Bivona
- Departments of Medicine and Cellular and Molecular Pharmacology, Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA.
- Chan Zuckerberg Biohub, San Francisco, CA, USA.
| | - Charles Swanton
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, London, UK
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6
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Cederquist G, Boe L, Walsh MF, Stadler Z, Xu AJ, Mueller BA, Roth O'Brien DA, Bernstein MB, Cuaron J, Bakhoum SF, Powell SN, Khan AJ, Robson ME, Maxwell K, Taunk NK, Braunstein LZ. Risk of Radiation-Associated Secondary Malignancies among Patients with Breast Cancer Harboring TP53 Germline Variants. Int J Radiat Oncol Biol Phys 2023; 117:S45-S46. [PMID: 37784503 DOI: 10.1016/j.ijrobp.2023.06.323] [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: 10/04/2023]
Abstract
PURPOSE/OBJECTIVE(S) Radiation-associated malignancies are rare and poorly understood. TP53 encodes a multifunctional protein that maintains genome integrity and is the most common somatically mutated gene in cancer. Germline pathogenic variants of TP53 predispose carriers to several cancers comprising the Li-Fraumeni syndrome. It is hypothesized that carriers are also at increased risk of radiotherapy (RT)-associated secondary malignancies; however, reports are mixed. We evaluated the risk of secondary malignancies after breast RT among patients with Li-Fraumeni syndrome. MATERIALS/METHODS This multi-institutional cohort study included carriers of TP53 germline variants who underwent surgical treatment for breast cancer between 1980 and 2020. Patients were stratified based on germline TP53 classification (pathogenic variants [PV] vs variants of uncertain significance [VUS]). The primary outcome of interest was the cumulative incidence risk of developing an in-field secondary cancer after radiotherapy for primary breast carcinoma. RESULTS Ninety-one patients (57 PV and 34 VUS) were evaluated with a median age of 36 years (interquartile range [IQR] 31, 42) and a median follow up of 7.9 years (IQR 4.7, 14.4). Among those with PV who received RT (n = 22), 4 secondary non-breast cancers developed in the radiation field (15-year cumulative incidence 19% [95% CI: 4-43%]), whereas, among those with PV who did not receive RT (n = 35), 0 secondary non-breast cancers were observed in the treated breast (15-year cumulative incidence 0%; p = 0.043). We observed 3 radiation-associated sarcomas among patients with PV who received RT (15-year risk 12% [95% CI 2-33%]) compared with 0 among those who did not receive RT (p = 0.08). No RT-associated sarcomas were observed among 18 patients with TP53 VUS who received RT. RT was not associated with overall survival, despite higher T and N breast cancer stage among those receiving RT (p = 0.33). As expected, patients with PV were more likely than those with VUS to develop any secondary cancer following breast cancer treatment (15-year risk: 54% [95% CI: 33-72%] vs. 14% [95% CI: 3-36%]). CONCLUSION Carriers of pathogenic variants of TP53 are at elevated risk of developing secondary malignancies after breast cancer treatment. This population is at particular risk of developing in-field secondary cancers following RT. This iatrogenic risk must be weighed against the anticipated therapeutic benefit of tumor control. Shared decision making is crucial in the radiotherapeutic management of breast cancer patients harboring the Li-Fraumeni syndrome.
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Affiliation(s)
- G Cederquist
- Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - L Boe
- Memorial Sloan Kettering, New York, NY
| | - M F Walsh
- Memorial Sloan Kettering Cancer Center, New York, NY
| | - Z Stadler
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - A J Xu
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - B A Mueller
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - D A Roth O'Brien
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - M B Bernstein
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - J Cuaron
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - S F Bakhoum
- Memorial Sloan Kettering Cancer Center, New York, NY
| | - S N Powell
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - A J Khan
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - M E Robson
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - K Maxwell
- University of Pennsylvania, Philadelphia, PA
| | - N K Taunk
- Hospital of the University of Pennsylvania, Philadelphia, PA
| | - L Z Braunstein
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
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7
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Li J, Hubisz MJ, Earlie EM, Duran MA, Hong C, Varela AA, Lettera E, Deyell M, Tavora B, Havel JJ, Phyu SM, Amin AD, Budre K, Kamiya E, Cavallo JA, Garris C, Powell S, Reis-Filho JS, Wen H, Bettigole S, Khan AJ, Izar B, Parkes EE, Laughney AM, Bakhoum SF. Non-cell-autonomous cancer progression from chromosomal instability. Nature 2023; 620:1080-1088. [PMID: 37612508 PMCID: PMC10468402 DOI: 10.1038/s41586-023-06464-z] [Citation(s) in RCA: 33] [Impact Index Per Article: 33.0] [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: 12/09/2021] [Accepted: 07/20/2023] [Indexed: 08/25/2023]
Abstract
Chromosomal instability (CIN) is a driver of cancer metastasis1-4, yet the extent to which this effect depends on the immune system remains unknown. Using ContactTracing-a newly developed, validated and benchmarked tool to infer the nature and conditional dependence of cell-cell interactions from single-cell transcriptomic data-we show that CIN-induced chronic activation of the cGAS-STING pathway promotes downstream signal re-wiring in cancer cells, leading to a pro-metastatic tumour microenvironment. This re-wiring is manifested by type I interferon tachyphylaxis selectively downstream of STING and a corresponding increase in cancer cell-derived endoplasmic reticulum (ER) stress response. Reversal of CIN, depletion of cancer cell STING or inhibition of ER stress response signalling abrogates CIN-dependent effects on the tumour microenvironment and suppresses metastasis in immune competent, but not severely immune compromised, settings. Treatment with STING inhibitors reduces CIN-driven metastasis in melanoma, breast and colorectal cancers in a manner dependent on tumour cell-intrinsic STING. Finally, we show that CIN and pervasive cGAS activation in micronuclei are associated with ER stress signalling, immune suppression and metastasis in human triple-negative breast cancer, highlighting a viable strategy to identify and therapeutically intervene in tumours spurred by CIN-induced inflammation.
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Affiliation(s)
- Jun Li
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Melissa J Hubisz
- Department of Physiology, Biophysics, and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
- Bioinformatics Facility, Institute of Biotechnology, Cornell University, Ithaca, NY, USA
| | - Ethan M Earlie
- Department of Physiology, Biophysics, and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
| | - Mercedes A Duran
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christy Hong
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Austin A Varela
- Department of Physiology, Biophysics, and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
| | - Emanuele Lettera
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Matthew Deyell
- Department of Physiology, Biophysics, and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
| | | | | | - Su M Phyu
- Department of Oncology, Medical Sciences Division, University of Oxford, Oxford, UK
| | - Amit Dipak Amin
- Columbia Center for Translational Immunology, New York, NY, USA
- Division of Hematology and Oncology, Columbia University Medical Center, New York, NY, USA
| | - Karolina Budre
- Department of Physiology, Biophysics, and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
| | - Erina Kamiya
- Department of Physiology, Biophysics, and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
| | - Julie-Ann Cavallo
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christopher Garris
- Department of Pathology, Harvard Medical School, Boston, MA, USA
- Center for Systems Biology, Massachusetts General Hospital, Boston, MA, USA
| | - Simon Powell
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jorge S Reis-Filho
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Hannah Wen
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Atif J Khan
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Benjamin Izar
- Columbia Center for Translational Immunology, New York, NY, USA
- Division of Hematology and Oncology, Columbia University Medical Center, New York, NY, USA
| | - Eileen E Parkes
- Department of Oncology, Medical Sciences Division, University of Oxford, Oxford, UK
| | - Ashley M Laughney
- Department of Physiology, Biophysics, and Systems Biology, Weill Cornell Medicine, New York, NY, USA.
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA.
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA.
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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8
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Ho P, Melms JC, Rogava M, Frangieh CJ, Poźniak J, Shah SB, Walsh Z, Kyrysyuk O, Amin AD, Caprio L, Fullerton BT, Soni RK, Ager CR, Biermann J, Wang Y, Khosravi-Maharlooei M, Zanetti G, Mu M, Fatima H, Moore EK, Vasan N, Bakhoum SF, Reiner SL, Bernatchez C, Sykes M, Mace EM, Wucherpfennig KW, Schadendorf D, Bechter O, Shah P, Schwartz GK, Marine JC, Izar B. The CD58-CD2 axis is co-regulated with PD-L1 via CMTM6 and shapes anti-tumor immunity. Cancer Cell 2023; 41:1207-1221.e12. [PMID: 37327789 PMCID: PMC10524902 DOI: 10.1016/j.ccell.2023.05.014] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [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: 03/18/2022] [Revised: 04/10/2023] [Accepted: 05/22/2023] [Indexed: 06/18/2023]
Abstract
The cell-autonomous balance of immune-inhibitory and -stimulatory signals is a critical process in cancer immune evasion. Using patient-derived co-cultures, humanized mouse models, and single-cell RNA-sequencing of patient melanomas biopsied before and on immune checkpoint blockade, we find that intact cancer cell-intrinsic expression of CD58 and ligation to CD2 is required for anti-tumor immunity and is predictive of treatment response. Defects in this axis promote immune evasion through diminished T cell activation, impaired intratumoral T cell infiltration and proliferation, and concurrently increased PD-L1 protein stabilization. Through CRISPR-Cas9 and proteomics screens, we identify and validate CMTM6 as critical for CD58 stability and upregulation of PD-L1 upon CD58 loss. Competition between CD58 and PD-L1 for CMTM6 binding determines their rate of endosomal recycling over lysosomal degradation. Overall, we describe an underappreciated yet critical axis of cancer immunity and provide a molecular basis for how cancer cells balance immune inhibitory and stimulatory cues.
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Affiliation(s)
- Patricia Ho
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Johannes C Melms
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Meri Rogava
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Chris J Frangieh
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Klarman Cell Observatory, the Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Joanna Poźniak
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, 3000 Leuven, Belgium; Department of Oncology, KU Leuven, 3000 Leuven, Belgium
| | - Shivem B Shah
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Zachary Walsh
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Oleksandr Kyrysyuk
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Amit Dipak Amin
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Lindsay Caprio
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Benjamin T Fullerton
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA
| | - Rajesh Kumar Soni
- Proteomics and Macromolecular Crystallography Shared Resource, Columbia University, New York, NY 10032, USA
| | - Casey R Ager
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Jana Biermann
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA; Program for Mathematical Genomics, Department of Systems Biology, Columbia University, New York, NY 10032, USA
| | - Yiping Wang
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA; Program for Mathematical Genomics, Department of Systems Biology, Columbia University, New York, NY 10032, USA
| | - Mohsen Khosravi-Maharlooei
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA; Department of Immunology, Mayo Clinic, Scottsdale, AZ 85259, USA
| | - Giorgia Zanetti
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Michael Mu
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Hijab Fatima
- Department of Pediatrics, Columbia University, New York, NY 10032, USA
| | - Emily K Moore
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA; Department of Medicine, Division of Rheumatology, Columbia University, New York, NY 10032, USA
| | - Neil Vasan
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY 10032, USA
| | - Samuel F Bakhoum
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Steven L Reiner
- Department of Pediatrics, Columbia University, New York, NY 10032, USA; Department of Microbiology and Immunology, Columbia University, New York, NY 10032, USA
| | - Chantale Bernatchez
- Department of Medical Oncology, MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Megan Sykes
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA; Department of Microbiology and Immunology, Columbia University, New York, NY 10032, USA; Department of Surgery, Columbia University, New York, NY 10032, USA
| | - Emily M Mace
- Department of Pediatrics, Columbia University, New York, NY 10032, USA
| | - Kai W Wucherpfennig
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Dirk Schadendorf
- Department of Dermatology, University Hospital Essen and German Cancer Consortium, Partner Site, 45147 Essen, Germany
| | | | - Parin Shah
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA
| | - Gary K Schwartz
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY 10032, USA
| | - Jean-Christophe Marine
- Laboratory for Molecular Cancer Biology, Center for Cancer Biology, VIB, 3000 Leuven, Belgium; Department of Oncology, KU Leuven, 3000 Leuven, Belgium
| | - Benjamin Izar
- Department of Medicine, Division of Hematology and Oncology, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY 10032, USA; Program for Mathematical Genomics, Department of Systems Biology, Columbia University, New York, NY 10032, USA; Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY 10032, USA.
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9
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Agustinus AS, Al-Rawi D, Dameracharla B, Raviram R, Jones BSCL, Stransky S, Scipioni L, Luebeck J, Di Bona M, Norkunaite D, Myers RM, Duran M, Choi S, Weigelt B, Yomtoubian S, McPherson A, Toufektchan E, Keuper K, Mischel PS, Mittal V, Shah SP, Maciejowski J, Storchova Z, Gratton E, Ly P, Landau D, Bakhoum MF, Koche RP, Sidoli S, Bafna V, David Y, Bakhoum SF. Epigenetic dysregulation from chromosomal transit in micronuclei. Nature 2023; 619:176-183. [PMID: 37286593 PMCID: PMC10322720 DOI: 10.1038/s41586-023-06084-7] [Citation(s) in RCA: 26] [Impact Index Per Article: 26.0] [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: 11/15/2021] [Accepted: 04/14/2023] [Indexed: 06/09/2023]
Abstract
Chromosomal instability (CIN) and epigenetic alterations are characteristics of advanced and metastatic cancers1-4, but whether they are mechanistically linked is unknown. Here we show that missegregation of mitotic chromosomes, their sequestration in micronuclei5,6 and subsequent rupture of the micronuclear envelope7 profoundly disrupt normal histone post-translational modifications (PTMs), a phenomenon conserved across humans and mice, as well as in cancer and non-transformed cells. Some of the changes in histone PTMs occur because of the rupture of the micronuclear envelope, whereas others are inherited from mitotic abnormalities before the micronucleus is formed. Using orthogonal approaches, we demonstrate that micronuclei exhibit extensive differences in chromatin accessibility, with a strong positional bias between promoters and distal or intergenic regions, in line with observed redistributions of histone PTMs. Inducing CIN causes widespread epigenetic dysregulation, and chromosomes that transit in micronuclei experience heritable abnormalities in their accessibility long after they have been reincorporated into the primary nucleus. Thus, as well as altering genomic copy number, CIN promotes epigenetic reprogramming and heterogeneity in cancer.
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Affiliation(s)
- Albert S Agustinus
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Pharmacology Graduate Program, Weill Cornell Medicine, New York, NY, USA
| | - Duaa Al-Rawi
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Bhargavi Dameracharla
- Department of Computer Science, University of California, San Diego, La Jolla, CA, USA
| | | | - Bailey S C L Jones
- Department of Ophthalmology and Visual Science, Yale University School of Medicine, New Haven, CT, USA
| | - Stephanie Stransky
- Department of Biochemistry, Albert Einstein College of Medicine, New York, NY, USA
| | - Lorenzo Scipioni
- School of Engineering, University of California, Irvine, Irvine, CA, USA
| | - Jens Luebeck
- Department of Computer Science, University of California, San Diego, La Jolla, CA, USA
| | - Melody Di Bona
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Danguole Norkunaite
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Robert M Myers
- New York Genome Center, New York, NY, USA
- Tri-institutional MD-PhD Program, New York, NY, USA
| | - Mercedes Duran
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Seongmin Choi
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Britta Weigelt
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Shira Yomtoubian
- Department of Cell and Developmental Biology, Weill Cornell Medicine, New York, NY, USA
| | - Andrew McPherson
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Eléonore Toufektchan
- Molecular Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Kristina Keuper
- Department of Molecular Genetics, University of Kaiserslautern, Kaiserslautern, Germany
| | - Paul S Mischel
- Department of Pathology, School of Medicine, Stanford University, Stanford, CA, USA
| | - Vivek Mittal
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Cell and Developmental Biology, Weill Cornell Medicine, New York, NY, USA
| | - Sohrab P Shah
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - John Maciejowski
- Molecular Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Zuzana Storchova
- Department of Molecular Genetics, University of Kaiserslautern, Kaiserslautern, Germany
| | - Enrico Gratton
- School of Engineering, University of California, Irvine, Irvine, CA, USA
| | - Peter Ly
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Dan Landau
- New York Genome Center, New York, NY, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - Mathieu F Bakhoum
- Department of Ophthalmology and Visual Science, Yale University School of Medicine, New Haven, CT, USA
- Department of Pathology, Yale University School of Medicine, New Haven, CT, USA
- Yale Cancer Center, Yale University, New Haven, CT, USA
| | - Richard P Koche
- Center for Epigenetics Research, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Simone Sidoli
- Department of Biochemistry, Albert Einstein College of Medicine, New York, NY, USA
| | - Vineet Bafna
- Department of Computer Science, University of California, San Diego, La Jolla, CA, USA
| | - Yael David
- Pharmacology Graduate Program, Weill Cornell Medicine, New York, NY, USA.
- Chemical Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Tri-institutional PhD Program in Chemical Biology, New York, NY, USA.
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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10
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Lin YF, Hu Q, Mazzagatti A, Valle-Inclán JE, Maurais EG, Dahiya R, Guyer A, Sanders JT, Engel JL, Nguyen G, Bronder D, Bakhoum SF, Cortés-Ciriano I, Ly P. Mitotic clustering of pulverized chromosomes from micronuclei. Nature 2023; 618:1041-1048. [PMID: 37165191 PMCID: PMC10307639 DOI: 10.1038/s41586-023-05974-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [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: 07/19/2022] [Accepted: 03/17/2023] [Indexed: 05/12/2023]
Abstract
Complex genome rearrangements can be generated by the catastrophic pulverization of missegregated chromosomes trapped within micronuclei through a process known as chromothripsis1-5. As each chromosome contains a single centromere, it remains unclear how acentric fragments derived from shattered chromosomes are inherited between daughter cells during mitosis6. Here we tracked micronucleated chromosomes with live-cell imaging and show that acentric fragments cluster in close spatial proximity throughout mitosis for asymmetric inheritance by a single daughter cell. Mechanistically, the CIP2A-TOPBP1 complex prematurely associates with DNA lesions within ruptured micronuclei during interphase, which poises pulverized chromosomes for clustering upon mitotic entry. Inactivation of CIP2A-TOPBP1 caused acentric fragments to disperse throughout the mitotic cytoplasm, stochastically partition into the nucleus of both daughter cells and aberrantly misaccumulate as cytoplasmic DNA. Mitotic clustering facilitates the reassembly of acentric fragments into rearranged chromosomes lacking the extensive DNA copy-number losses that are characteristic of canonical chromothripsis. Comprehensive analysis of pan-cancer genomes revealed clusters of DNA copy-number-neutral rearrangements-termed balanced chromothripsis-across diverse tumour types resulting in the acquisition of known cancer driver events. Thus, distinct patterns of chromothripsis can be explained by the spatial clustering of pulverized chromosomes from micronuclei.
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Affiliation(s)
- Yu-Fen Lin
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Qing Hu
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Alice Mazzagatti
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Jose Espejo Valle-Inclán
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK
| | - Elizabeth G Maurais
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Rashmi Dahiya
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Alison Guyer
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Interdisciplinary Biomedical Graduate Program, University of Pittsburgh, Pittsburgh, PA, USA
| | - Jacob T Sanders
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Department of Biochemistry & Cellular and Molecular Biology, University of Tennessee, Knoxville, TN, USA
| | - Justin L Engel
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Giaochau Nguyen
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Daniel Bronder
- Human Oncology and Pathogenesis Program, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Isidro Cortés-Ciriano
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, UK.
| | - Peter Ly
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX, USA.
- Department of Cell Biology, Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, USA.
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11
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Deyell M, Bakhoum SF. Unjamming tumour cell invasion through cGAS-STING. Nat Mater 2023; 22:532-533. [PMID: 37138010 DOI: 10.1038/s41563-023-01542-z] [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] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Affiliation(s)
- Matthew Deyell
- Department of Physiology and Biophysics and Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA.
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program and Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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12
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Abstract
Journey through basic biology reveals a way to treat chromosomally unstable cancers.
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Affiliation(s)
- Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center (MSKCC), New York, NY, USA
- Department of Radiation Oncology, MSKCC, New York, NY, USA
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13
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Shamseddine A, Patel SH, Chavez V, Moore ZR, Adnan M, Di Bona M, Li J, Dang CT, Ramanathan LV, Oeffinger KC, Liu JE, Steingart RM, Piersigilli A, Socci ND, Chan AT, Yu AF, Bakhoum SF, Schmitt AM. Innate immune signaling drives late cardiac toxicity following DNA-damaging cancer therapies. J Exp Med 2023; 220:213768. [PMID: 36534085 PMCID: PMC9767651 DOI: 10.1084/jem.20220809] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [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: 05/09/2022] [Revised: 09/15/2022] [Accepted: 11/22/2022] [Indexed: 12/24/2022] Open
Abstract
Late cardiac toxicity is a potentially lethal complication of cancer therapy, yet the pathogenic mechanism remains largely unknown, and few treatment options exist. Here we report DNA-damaging agents such as radiation and anthracycline chemotherapies inducing delayed cardiac inflammation following therapy due to activation of cGAS- and STING-dependent type I interferon signaling. Genetic ablation of cGAS-STING signaling in mice inhibits DNA damage-induced cardiac inflammation, rescues late cardiac functional decline, and prevents death from cardiac events. Treatment with a STING antagonist suppresses cardiac interferon signaling following DNA-damaging therapies and effectively mitigates cardiac toxicity. These results identify a therapeutically targetable, pathogenic mechanism for one of the most vexing treatment-related toxicities in cancer survivors.
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Affiliation(s)
- Achraf Shamseddine
- Division of Translational Oncology, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Suchit H. Patel
- Division of Translational Oncology, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Mary Bird Perkins Cancer Center, Baton Rouge, LA, USA
| | - Valery Chavez
- Division of Translational Oncology, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Zachary R. Moore
- Division of Translational Oncology, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mutayyaba Adnan
- Division of Translational Oncology, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Melody Di Bona
- Division of Translational Oncology, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jun Li
- Division of Translational Oncology, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Chau T. Dang
- Breast Medicine Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Lakshmi V. Ramanathan
- Clinical Chemistry Service, Department of Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Kevin C. Oeffinger
- Department of Medicine, Duke University School of Medicine, Durham, NC, USA
| | - Jennifer E. Liu
- Cardiology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Richard M. Steingart
- Cardiology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Alessandra Piersigilli
- Laboratory of Comparative Pathology, Rockefeller University, Weill Cornell Medicine and Memorial Sloan-Kettering Cancer Center, New York, NY, USA
- Takeda Development Center Americas, Drug Safety Research Evaluation, Cambridge, MA, USA
| | - Nicholas D. Socci
- Marie-Josee & Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Angel T. Chan
- Cardiology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Anthony F. Yu
- Cardiology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Samuel F. Bakhoum
- Division of Translational Oncology, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Adam M. Schmitt
- Division of Translational Oncology, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Correspondence to Adam M. Schmitt:
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14
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Bakhoum SF. Abstract IA026: Chromosomal instability as a driver of cancer metastasis. Cancer Res 2023. [DOI: 10.1158/1538-7445.metastasis22-ia026] [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: 01/19/2023]
Abstract
Abstract
Chromosomal instability (CIN) is a hallmark of human cancer that is associated with metastasis and immune evasion. Yet, how CIN shapes the tumor microenvironment (TME) to facilitate tumor progression remains poorly understood. We undertook a systems level approach to better define the impact of CIN on cancer cell states as well as TME phenotypes and found that cancer cell CIN engenders a pro-metastatic TME that is markedly enriched for immune-suppressive macrophages, a granulocytic infiltrate, and dysfunctional T cells. We then developed a novel computational tool to infer conditionally dependent cell-cell interactions from single cell RNA sequence data to define tumor-derived factors that shape the TME and promote metastatic dissemination. This work led to the identification of novel therapeutic targets in chromosomally unstable tumors and sheds light on key mechanisms by which CIN cooperates with the immune system to drive disease progression.
Citation Format: Samuel F. Bakhoum. Chromosomal instability as a driver of cancer metastasis [abstract]. In: Proceedings of the AACR Special Conference: Cancer Metastasis; 2022 Nov 14-17; Portland, OR. Philadelphia (PA): AACR; Cancer Res 2022;83(2 Suppl_2):Abstract nr IA026.
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15
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Vázquez-García I, Uhlitz F, Ceglia N, Lim JLP, Wu M, Mohibullah N, Niyazov J, Ruiz AEB, Boehm KM, Bojilova V, Fong CJ, Funnell T, Grewal D, Havasov E, Leung S, Pasha A, Patel DM, Pourmaleki M, Rusk N, Shi H, Vanguri R, Williams MJ, Zhang AW, Broach V, Chi DS, Da Cruz Paula A, Gardner GJ, Kim SH, Lennon M, Long Roche K, Sonoda Y, Zivanovic O, Kundra R, Viale A, Derakhshan FN, Geneslaw L, Issa Bhaloo S, Maroldi A, Nunez R, Pareja F, Stylianou A, Vahdatinia M, Bykov Y, Grisham RN, Liu YL, Lakhman Y, Nikolovski I, Kelly D, Gao J, Schietinger A, Hollmann TJ, Bakhoum SF, Soslow RA, Ellenson LH, Abu-Rustum NR, Aghajanian C, Friedman CF, McPherson A, Weigelt B, Zamarin D, Shah SP. Ovarian cancer mutational processes drive site-specific immune evasion. Nature 2022; 612:778-786. [PMID: 36517593 PMCID: PMC9771812 DOI: 10.1038/s41586-022-05496-1] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Accepted: 10/28/2022] [Indexed: 12/15/2022]
Abstract
High-grade serous ovarian cancer (HGSOC) is an archetypal cancer of genomic instability1-4 patterned by distinct mutational processes5,6, tumour heterogeneity7-9 and intraperitoneal spread7,8,10. Immunotherapies have had limited efficacy in HGSOC11-13, highlighting an unmet need to assess how mutational processes and the anatomical sites of tumour foci determine the immunological states of the tumour microenvironment. Here we carried out an integrative analysis of whole-genome sequencing, single-cell RNA sequencing, digital histopathology and multiplexed immunofluorescence of 160 tumour sites from 42 treatment-naive patients with HGSOC. Homologous recombination-deficient HRD-Dup (BRCA1 mutant-like) and HRD-Del (BRCA2 mutant-like) tumours harboured inflammatory signalling and ongoing immunoediting, reflected in loss of HLA diversity and tumour infiltration with highly differentiated dysfunctional CD8+ T cells. By contrast, foldback-inversion-bearing tumours exhibited elevated immunosuppressive TGFβ signalling and immune exclusion, with predominantly naive/stem-like and memory T cells. Phenotypic state associations were specific to anatomical sites, highlighting compositional, topological and functional differences between adnexal tumours and distal peritoneal foci. Our findings implicate anatomical sites and mutational processes as determinants of evolutionary phenotypic divergence and immune resistance mechanisms in HGSOC. Our study provides a multi-omic cellular phenotype data substrate from which to develop and interpret future personalized immunotherapeutic approaches and early detection research.
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Affiliation(s)
- Ignacio Vázquez-García
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Florian Uhlitz
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nicholas Ceglia
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jamie L P Lim
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Michelle Wu
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Neeman Mohibullah
- Integrated Genomics Operation, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Juliana Niyazov
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Arvin Eric B Ruiz
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Kevin M Boehm
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Viktoria Bojilova
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christopher J Fong
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Tyler Funnell
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Diljot Grewal
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Eliyahu Havasov
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Samantha Leung
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Arfath Pasha
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Druv M Patel
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Maryam Pourmaleki
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nicole Rusk
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Hongyu Shi
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rami Vanguri
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Marc J Williams
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Allen W Zhang
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Vance Broach
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Dennis S Chi
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Arnaud Da Cruz Paula
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ginger J Gardner
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sarah H Kim
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Matthew Lennon
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Kara Long Roche
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Yukio Sonoda
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Oliver Zivanovic
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ritika Kundra
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Agnes Viale
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Fatemeh N Derakhshan
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Luke Geneslaw
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Shirin Issa Bhaloo
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ana Maroldi
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rahelly Nunez
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Fresia Pareja
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Anthe Stylianou
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mahsa Vahdatinia
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Yonina Bykov
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rachel N Grisham
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Weill Cornell Medical Center, New York, NY, USA
| | - Ying L Liu
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Weill Cornell Medical Center, New York, NY, USA
| | - Yulia Lakhman
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ines Nikolovski
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Daniel Kelly
- Department of Information Systems, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jianjiong Gao
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Andrea Schietinger
- Weill Cornell Medical Center, New York, NY, USA
- Immunology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Travis J Hollmann
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Bristol Myers Squibb, Princeton, NJ, USA
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Robert A Soslow
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Lora H Ellenson
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nadeem R Abu-Rustum
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Weill Cornell Medical Center, New York, NY, USA
| | - Carol Aghajanian
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Claire F Friedman
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Weill Cornell Medical Center, New York, NY, USA
| | - Andrew McPherson
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Britta Weigelt
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Dmitriy Zamarin
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Weill Cornell Medical Center, New York, NY, USA.
| | - Sohrab P Shah
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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16
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Bakhoum SF. cGAS-STING and the deadly CIN: how chronic inflammation represents a therapeutic vulnerability in chromosomally unstable cancers. Trends Cancer 2022; 8:788-789. [PMID: 35915014 DOI: 10.1016/j.trecan.2022.07.006] [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: 07/19/2022] [Accepted: 07/21/2022] [Indexed: 10/16/2022]
Abstract
Chromosomal instability (CIN) is a key genomic driver of human cancer. CIN generates genomic copy-number heterogeneity and tumor-derived inflammation. In a recent paper, Hong et al. identify the cGAS-STING innate immune pathway as a crucial dependency in cancer cells with CIN and pinpoint the IL6/STAT3 axis as a therapeutic vulnerability in these difficult-to-treat tumors.
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Affiliation(s)
- Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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17
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Biermann J, Melms JC, Amin AD, Wang Y, Caprio LA, Karz A, Tagore S, Barrera I, Ibarra-Arellano MA, Andreatta M, Fullerton BT, Gretarsson KH, Sahu V, Mangipudy VS, Nguyen TTT, Nair A, Rogava M, Ho P, Koch PD, Banu M, Humala N, Mahajan A, Walsh ZH, Shah SB, Vaccaro DH, Caldwell B, Mu M, Wünnemann F, Chazotte M, Berhe S, Luoma AM, Driver J, Ingham M, Khan SA, Rapisuwon S, Slingluff CL, Eigentler T, Röcken M, Carvajal R, Atkins MB, Davies MA, Agustinus A, Bakhoum SF, Azizi E, Siegelin M, Lu C, Carmona SJ, Hibshoosh H, Ribas A, Canoll P, Bruce JN, Bi WL, Agrawal P, Schapiro D, Hernando E, Macosko EZ, Chen F, Schwartz GK, Izar B. Dissecting the treatment-naive ecosystem of human melanoma brain metastasis. Cell 2022; 185:2591-2608.e30. [PMID: 35803246 PMCID: PMC9677434 DOI: 10.1016/j.cell.2022.06.007] [Citation(s) in RCA: 49] [Impact Index Per Article: 24.5] [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: 10/01/2021] [Revised: 04/08/2022] [Accepted: 06/06/2022] [Indexed: 10/17/2022]
Abstract
Melanoma brain metastasis (MBM) frequently occurs in patients with advanced melanoma; yet, our understanding of the underlying salient biology is rudimentary. Here, we performed single-cell/nucleus RNA-seq in 22 treatment-naive MBMs and 10 extracranial melanoma metastases (ECMs) and matched spatial single-cell transcriptomics and T cell receptor (TCR)-seq. Cancer cells from MBM were more chromosomally unstable, adopted a neuronal-like cell state, and enriched for spatially variably expressed metabolic pathways. Key observations were validated in independent patient cohorts, patient-derived MBM/ECM xenograft models, RNA/ATAC-seq, proteomics, and multiplexed imaging. Integrated spatial analyses revealed distinct geography of putative cancer immune evasion and evidence for more abundant intra-tumoral B to plasma cell differentiation in lymphoid aggregates in MBM. MBM harbored larger fractions of monocyte-derived macrophages and dysfunctional TOX+CD8+ T cells with distinct expression of immune checkpoints. This work provides comprehensive insights into MBM biology and serves as a foundational resource for further discovery and therapeutic exploration.
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Affiliation(s)
- Jana Biermann
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA; Program for Mathematical Genomics, Columbia University, New York, NY 10032, USA
| | - Johannes C Melms
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA; Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Amit Dipak Amin
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA; Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Yiping Wang
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA; Program for Mathematical Genomics, Columbia University, New York, NY 10032, USA
| | - Lindsay A Caprio
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA; Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Alcida Karz
- Department of Pathology, NYU Grossman School of Medicine, New York, NY 10016, USA
| | - Somnath Tagore
- Department of Systems Biology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Irving Barrera
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Miguel A Ibarra-Arellano
- Heidelberg University, Faculty of Medicine, and Heidelberg University Hospital, Institute for Computational Biomedicine, Bioquant, 69120 Heidelberg, Germany
| | - Massimo Andreatta
- Department of Oncology UNIL CHUV, Lausanne Branch, Ludwig Institute for Cancer Research Lausanne, CHUV and University of Lausanne, Lausanne, 1066 Épalinges, Switzerland; Swiss Institute of Bioinformatics, 1015 Lausanne, Switzerland
| | - Benjamin T Fullerton
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Kristjan H Gretarsson
- Department of Genetics and Development, Columbia University Medical Center, New York, NY 10032, USA
| | - Varun Sahu
- Department of Genetics and Development, Columbia University Medical Center, New York, NY 10032, USA
| | - Vaibhav S Mangipudy
- Department of Genetics and Development, Columbia University Medical Center, New York, NY 10032, USA
| | - Trang T T Nguyen
- Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY 10032, USA
| | - Ajay Nair
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Meri Rogava
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA; Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Patricia Ho
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA; Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Peter D Koch
- Columbia University Vagelos College of Physicians and Surgeons, New York, NY 10032, USA
| | - Matei Banu
- Department of Neurological Surgery, New York Presbyterian/Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Nelson Humala
- Department of Neurological Surgery, New York Presbyterian/Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Aayushi Mahajan
- Department of Neurological Surgery, New York Presbyterian/Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Zachary H Walsh
- Columbia University Vagelos College of Physicians and Surgeons, New York, NY 10032, USA
| | - Shivem B Shah
- Columbia University Vagelos College of Physicians and Surgeons, New York, NY 10032, USA
| | - Daniel H Vaccaro
- Columbia University Vagelos College of Physicians and Surgeons, New York, NY 10032, USA
| | - Blake Caldwell
- Columbia University Vagelos College of Physicians and Surgeons, New York, NY 10032, USA
| | - Michael Mu
- Columbia University Vagelos College of Physicians and Surgeons, New York, NY 10032, USA
| | - Florian Wünnemann
- Heidelberg University, Faculty of Medicine, and Heidelberg University Hospital, Institute for Computational Biomedicine, Bioquant, 69120 Heidelberg, Germany
| | - Margot Chazotte
- Heidelberg University, Faculty of Medicine, and Heidelberg University Hospital, Institute for Computational Biomedicine, Bioquant, 69120 Heidelberg, Germany
| | - Simon Berhe
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Adrienne M Luoma
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Center, Boston, MA 02215, USA
| | - Joseph Driver
- Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Matthew Ingham
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Shaheer A Khan
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Suthee Rapisuwon
- Division of Hematology/Oncology, Medstar Washington Cancer Institute, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC 20007, USA
| | - Craig L Slingluff
- Department of Surgery, University of Virginia, Charlottesville, VA, USA
| | - Thomas Eigentler
- Department of Dermatology, Eberhard Karls University Tübingen, 72076 Tübingen, Germany; Charité-Universitätsmedizin Berlin, Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Dermatology, Venereology and Allergology, 10117, Berlin, Germany
| | - Martin Röcken
- Department of Dermatology, Eberhard Karls University Tübingen, 72076 Tübingen, Germany
| | - Richard Carvajal
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Michael B Atkins
- Georgetown-Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, Washington, DC 20007, USA
| | - Michael A Davies
- Department of Melanoma Medical Oncology, MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Albert Agustinus
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Department of Pharmacology, Weill Cornell Graduate School, New York, NY 10065, USA
| | - Samuel F Bakhoum
- Department of Melanoma Medical Oncology, MD Anderson Cancer Center, Houston, TX 77030, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Elham Azizi
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA; Irving Institute for Cancer Dynamics, Columbia University, New York, NY 10027, USA
| | - Markus Siegelin
- Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY 10032, USA
| | - Chao Lu
- Department of Genetics and Development, Columbia University Medical Center, New York, NY 10032, USA
| | - Santiago J Carmona
- Department of Oncology UNIL CHUV, Lausanne Branch, Ludwig Institute for Cancer Research Lausanne, CHUV and University of Lausanne, Lausanne, 1066 Épalinges, Switzerland; Swiss Institute of Bioinformatics, 1015 Lausanne, Switzerland
| | - Hanina Hibshoosh
- Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY 10032, USA
| | - Antoni Ribas
- Department of Medicine, Jonsson Comprehensive Cancer Center, University of California, Los Angeles (UCLA), Los Angeles, CA 90024, USA
| | - Peter Canoll
- Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY 10032, USA
| | - Jeffrey N Bruce
- Department of Neurological Surgery, New York Presbyterian/Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Wenya Linda Bi
- Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Praveen Agrawal
- Department of Molecular Pharmacology, Albert Einstein College of Medicine, Bronx, New York, NY 10461, USA
| | - Denis Schapiro
- Heidelberg University, Faculty of Medicine, and Heidelberg University Hospital, Institute for Computational Biomedicine, Bioquant, 69120 Heidelberg, Germany; Institute of Pathology, Heidelberg University Hospital, 69120 Heidelberg, Germany
| | - Eva Hernando
- Department of Pathology, NYU Grossman School of Medicine, New York, NY 10016, USA
| | - Evan Z Macosko
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Department of Psychiatry, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Fei Chen
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA
| | - Gary K Schwartz
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Benjamin Izar
- Department of Medicine, Division of Hematology/Oncology, and Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032, USA; Program for Mathematical Genomics, Columbia University, New York, NY 10032, USA; Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY 10032, USA.
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18
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Bronder D, Sriram RK, Bakhoum SF. Abstract 2164: Chromosomal instability as a mediator of anti-tumor immunity in pancreatic cancer. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2164] [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
Chromosomal instability (CIN) is a hallmark of solid cancers and an established driver of dis-ease progression, therapy resistance, metastasis and on the whole poor patient outcome. Pancreatic cancer, in particular, is defined by dismal survival rates with many patients presenting with metastatic disease upon diagnosis and 5-year survival only reaching ~10%. Recent efforts to improve prognosis for pancreatic cancer patients involved immunotherapies alone and in combination with other therapeutics, however, progress remains limited. Despite CIN’s established role as a driver of disease progression, we have made the paradoxical observation that chromosomally unstable, murine pancreatic cancer cells elicit an anti-tumor immune response. CIN was induced in a chromosomally stable, metastatic model using piggyBac mutagenesis to increase chromosome segregation errors and simultaneously express the diphtheria toxin receptor, thymidine kinase, firefly luciferase and blue fluorescence protein transgenes. Modeling metastatic dissemination by injection of cells into the tail vein of mice led to robust tumor formation in the lungs where CINlow cells formed many small lesions while CINhigh cells formed fewer but larger tumors. We investigated if the tumors were infiltrated differentially by immune cells by immunofluorescence and found that CINhigh tumors were more readily infiltrated by effector T-cells. This observation motivated us to test immunotherapy response in CINlow and CINhigh tumors. Subcutaneously implanted tumor cells were treated with an immune checkpoint inhibitor and isotype control antibody which revealed that CINhigh cells responded to immunotherapy while CINlow cells did not. However, this response could easily be explained by the expression of ectopic antigens in CINhigh cells as a result of the piggyBac mutagenesis, therefore, we derived isogenic single cell clones from the CINhigh population and probed chromosome segregation fidelity and anti-tumor immunity in a more controlled system. Indeed, we were able to isolate CINlow and CINhigh subclones and found that these displayed similar lung engraftment to original CINlow and CINhigh cells as demonstrated by in vivo bioluminescence imaging. Importantly, this difference in engraftment efficiency was alleviated in immunocompromised mice supporting our notion that CIN mediates an anti-tumor immune response in this setting. In summary, our data implicates CIN as a determinant of therapeutic and genetic anti-tumor immunity in a preclinical model of pancreatic cancer. The utility of this model is illustrated by the isogenic nature of cells that only differ in CIN levels and their expression of in vitro and in vivo selection markers. Currently, we are determining the mechanistic underpinnings of our observation using a combination of transcriptomics and genetic manipulations by CRISPR/Cas9.
Citation Format: Daniel Bronder, Roshan K. Sriram, Samuel F. Bakhoum. Chromosomal instability as a mediator of anti-tumor immunity in pancreatic 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 2164.
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Vázquez-García I, Uhlitz F, Ceglia N, Lim JL, Wu M, Mohibullah N, Ruiz AEB, Boehm KM, Bojilova V, Fong CJ, Funnell T, Grewal D, Havasov E, Leung S, Pasha A, Patel DM, Pourmaleki M, Rusk N, Shi H, Vanguri R, Williams MJ, Zhang AW, Broach V, Chi DS, Paula ADC, Gardner GJ, Kim SH, Lennon M, Roche KL, Sonoda Y, Zivanovic O, Kundra R, Viale A, Bykov Y, Derakhshan FN, Geneslaw L, Maroldi A, Schietinger A, Hollmann TJ, Bakhoum SF, Soslow RA, Ellenson LH, Abu-Rustum N, Aghajanian C, Friedman CF, McPherson A, Weigelt B, Zamarin D, Shah SP. Abstract 2553: Immune and malignant cell phenotypes of ovarian cancer are determined by distinct mutational processes. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2553] [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
High-grade serous ovarian cancer (HGSOC) is an archetypal cancer of genomic instability patterned by distinct mutational processes, a high degree of tumor heterogeneity and intraperitoneal spread. As immunotherapies have thus far proven ineffective in this disease, we sought to establish the determinants of immune recognition, avoidance and evasion in disease natural history to gain insight into the co-evolutionary processes underlying malignant progression and host immunity. Accordingly we linked mutational processes and anatomic sites of tumor foci as determinants of tumor microenvironment (TME) cellular phenotypes within and between patients using genome-based stratification of homologous recombination proficient (HRP) and deficient (HRD) disease subtypes, and profiling single cell phenotypes from ~1 million cells including cancer cells, T cells, myeloid cells and fibroblasts derived from single cell RNA sequencing, and in situ spatial profiling of histopathology, cancer cell, T cell and macrophage states of 160 tumor sites obtained from 42 treatment-naive patients. Mutational processes in HRD-Dup (BRCA1 mutant-like) tumors were associated with cancer cell-intrinsic JAK/STAT signaling and predominance of highly-differentiated dysfunctional CD8+ T cells in the TME; HRD-Del (BRCA2 mutant-like) tumors were associated with cancer cell-intrinsic NF-κB and TNFα signaling and expansion of M2-type macrophages; and foldback inversion (FBI, HRP) tumors were associated with cancer cell-intrinsic TGFβ signaling and overall immune exclusion, with a predominance of naive/central memory-like T cells. Increased neoantigen burden and HLA loss of heterozygosity (LOH) were defining genomic features of the HRD, but not FBI tumors. These mechanisms of escape from immune predation, with distinct signalling activity and losses of HLA allelic diversity in HRD tumors, connect evolutionary selection with immunological phenotypic states. Multi-region sampling revealed substantial spatial variation, highlighting site-specific properties of the ovary and fallopian tube as putative “immune-privileged” sites. These results establish that in patients with widespread intraperitoneal disease, the local properties of organ sites may determine malignant cell selection and immune pruning. Furthermore, we observed that spatial cellular topology is a major determinant of tumor-immune interactions by in situ protein measurements, revealing ubiquitous PD1-PDL1 interactions in HRD tumors. Together, our findings yield mechanistic insights for how distinct mutational processes in HGSOC lead to diverse patterns of within- and between- patient variation in immune resistance, which can be exploited to optimize future immuno-therapeutic treatment strategies.
Citation Format: Ignacio Vázquez-García, Florian Uhlitz, Nicholas Ceglia, Jamie L. Lim, Michelle Wu, Neeman Mohibullah, Arvin Eric B. Ruiz, Kevin M. Boehm, Viktoria Bojilova, Christopher J. Fong, Tyler Funnell, Diljot Grewal, Eliyahu Havasov, Samantha Leung, Arfath Pasha, Druv M. Patel, Maryam Pourmaleki, Nicole Rusk, Hongyu Shi, Rami Vanguri, Marc J. Williams, Allen W. Zhang, Vance Broach, Dennis S. Chi, Arnaud Da Cruz Paula, Ginger J. Gardner, Sarah H. Kim, Matthew Lennon, Kara Long Roche, Yukio Sonoda, Oliver Zivanovic, Ritika Kundra, Agnes Viale, Yonina Bykov, Fatemeh N. Derakhshan, Luke Geneslaw, Ana Maroldi, Andrea Schietinger, Travis J. Hollmann, Samuel F. Bakhoum, Robert A. Soslow, Lora H. Ellenson, Nadeem Abu-Rustum, Carol Aghajanian, Claire F. Friedman, Andrew McPherson, Britta Weigelt, MSK SPECTRUM Consortium, Dmitriy Zamarin, Sohrab P. Shah. Immune and malignant cell phenotypes of ovarian cancer are determined by distinct mutational processes [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 2553.
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Affiliation(s)
| | | | | | - Jamie L. Lim
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Michelle Wu
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | | | | | - Tyler Funnell
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Diljot Grewal
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | - Arfath Pasha
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Druv M. Patel
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Nicole Rusk
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Hongyu Shi
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Rami Vanguri
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | - Vance Broach
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Dennis S. Chi
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | - Sarah H. Kim
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | - Yukio Sonoda
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Ritika Kundra
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Agnes Viale
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Yonina Bykov
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Luke Geneslaw
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ana Maroldi
- 1Memorial Sloan Kettering Cancer Center, New York, NY
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Agustinus AS, Raviram R, Dameracharla B, Luebeck J, Stransky S, Scipioni L, Myers RM, Bona MD, Duran M, Weigelt B, Yomtoubian S, Toufektchan E, Mischel PS, Mittal V, Shah S, Maciejowski J, Gratton E, Ly P, Bakhoum MF, Landau D, Bafna V, Sidoli S, David Y, Bakhoum SF. Abstract 3768: Epigenetic dysregulation from chromosomal transit in micronuclei. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-3768] [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
Chromosomal instability (CIN) and epigenetic alterations are characteristics of advanced and metastatic cancers, yet whether they are mechanistically linked is unknown. Here we show that missegregation of mitotic chromosomes, their sequestration in micronuclei, and subsequent micronuclear envelope rupture profoundly disrupt normal histone post-translational modifications (PTMs), a phenomenon conserved across humans and mice as well as cancer and nontransformed cells. Some of the changes to histone PTMs occur due to micronuclear envelope rupture whereas others are inherited from mitotic abnormalities prior to micronucleus formation. Using orthogonal techniques, we show that micronuclei exhibit extensive differences in chromatin accessibility with a strong positional bias between promoters and distal or intergenic regions. Finally, we show that inducing CIN engenders widespread epigenetic dysregulation and that chromosomes which transit in micronuclei experience durable abnormalities in their accessibility long after they have been reincorporated into the primary nucleus. Thus, in addition to genomic copy number alterations, CIN can serve as a vehicle for epigenetic reprogramming and heterogeneity in cancer.
Citation Format: Albert S. Agustinus, Ramya Raviram, Bhargavi Dameracharla, Jens Luebeck, Stephanie Stransky, Lorenzo Scipioni, Robert M. Myers, Melody Di Bona, Mercedes Duran, Britta Weigelt, Shira Yomtoubian, Eleonore Toufektchan, Paul S. Mischel, Vivek Mittal, Sohrab Shah, John Maciejowski, Enrico Gratton, Peter Ly, Mathieu F. Bakhoum, Dan Landau, Vineet Bafna, Simone Sidoli, Yael David, Samuel F. Bakhoum. Epigenetic dysregulation from chromosomal transit in micronuclei [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 3768.
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Affiliation(s)
| | | | | | - Jens Luebeck
- 3University of California San Diego, La Jolla, CA
| | | | | | | | | | | | | | | | | | - Paul S. Mischel
- 7Stanford University, School of Medicine and Stanford ChEM-H, Stanford, CA
| | | | - Sohrab Shah
- 6Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | - Peter Ly
- 8Department of Pathology, Dallas, TX
| | | | | | - Vineet Bafna
- 3University of California San Diego, La Jolla, CA
| | | | - Yael David
- 6Memorial Sloan Kettering Cancer Center, New York, NY
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21
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Rogava M, Melms JC, Davis S, Hug C, Ngo B, Lee MJ, Ho P, Amin AD, Wang Y, Chen S, Ge W, Liu D, Tüting T, Röcken M, Eigentler TK, Bakhoum SF, Molotkov A, Mintz A, Cantley LC, Sorger PK, Izar B. Abstract 981: A genetic-metabolic axis of metastatic liver organotropism. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-981] [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
Genomic and adaptive determinants of organ-specific metastasis are poorly understood. A model of sequential acquisition of divergent somatic mutations is insufficient to explain metastasis. Liver metastasis (LM) occurs frequently and is associated with a poor prognosis and reduced therapy response in several cancers, including in patients with melanoma and lung cancer. To identify drivers of metastatic niches, we used a syngeneic mouse melanoma model which recapitulates genomic, metastatic and therapy response patterns seen in patients. We performed a large-scale in vivo CRISPR-Cas9 knockout screen and identified perturbations that promote LM, but not primary tumor growth or metastasis to other organs (e.g. lung). The “top hit” in this screen associated with LM was loss Pip4k2c. We generated Pip4k2cKO cells and show that in otherwise isogenic melanoma cell lines, loss of Pip4k2c led to increased baseline and insulin-induced activation of the PI3K/AKT pathway, and increased invasive capacity. Rescuing Pip4k2cKO with full-length (Pip4k2cRec) or allosteric domain deficient (Pip4k2cAD) Pip4k2c ORFs, we show that hyperactivation of the PI3K/AKT pathway in is mediated by loss of the allosteric domain function, and not loss of the kinase domain of Pip4k2c. Treatment with different PI3K inhibitors effectively abrogated the pathway, but was partly bypassed in the presence of insulin in Pip4k2cKO and Pip4k2cAD, but not parental or Pip4k2cRec cells. Upon tail vein injection, Pip4k2cKO cells produced a significantly increased LM burden compared to parental cells, and this effect was rescued in Pip4k2cRec but not Pip4k2cAD, further affirming that loss of allosteric domain was required for this phenotype. We reasoned that Pip4k2cKO cells preferentially colonized the liver by co-opting the insulin-rich milieu in this organ. To test this, we used shRNA targeted against the insulin receptor (Insr) generated Pip4k2cKO/InsrshIR and showed that Insr was required but not sufficient to enhance LM burden. Given the promising in vitro activity of PI3K inhibitors, we next tested whether these could abrogate LM in vivo. Surprisingly, we found a substantial increase in LM burden in mice with Pip4k2cKO-bearing LM treated with PI3K inhibition compared to vehicle treated animals. We show that this paradoxical observation was due to host-mediated increased in glucose and insulin in response to PI3K inhibitor, which promoted a forward loop of increased liver metastasis. Breaking this loop with either ketogenic diet or treatment with a SGLT2 inhibitor in turn rescued increased these host responses and resulted in reduced LM burden in combination with PI3K inhibition. In summary, we identify a novel mechanism of metastatic liver organotropism and pharmacological and dietary combinations to reduced liver metastatic burden. Given the expanding use of PI3K inhibitors, our findings may have important clinical implications.
Citation Format: Meri Rogava, Johannes C. Melms, Stephanie Davis, Clemens Hug, Bryan Ngo, Michael J. Lee, Patricia Ho, Amit Dipak Amin, Yiping Wang, Sean Chen, William Ge, David Liu, Thomas Tüting, Martin Röcken, Thomas K. Eigentler, Samuel F. Bakhoum, Andrei Molotkov, Akiva Mintz, Lewis C. Cantley, Peter K. Sorger, Benjamin Izar. A genetic-metabolic axis of metastatic liver organotropism [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 981.
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Affiliation(s)
| | | | | | | | - Bryan Ngo
- 3Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | | | | | - William Ge
- 4Dana-Farber Cancer Institute, Boston, MA
| | - David Liu
- 4Dana-Farber Cancer Institute, Boston, MA
| | | | | | | | | | | | - Akiva Mintz
- 8Columbia University Medical Center, New York, NY
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22
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Di Bona M, Agustinus A, Chen Y, Scipioni L, Bronder D, Bakhoum SF. Abstract 1589: Unraveling the mechanisms underlying micronuclear rupture, a seminal event in cancer progression. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-1589] [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
Chromosomal instability is a hallmark of aggressive human cancers and it is often associated with metastasis, immune evasion, and therapeutic resistance. Chromosomally unstable tumors often contain rupture-prone micronuclei, which harbor mis-segregated chromosomes. Rupture of micronuclear envelopes represents a critical event in the evolution of chromosomally unstable tumors given its ability to catalyze the formation of genomic rearrangements known as chromothripsis, and to trigger the cytosolic DNA-sensing cGAS-STING inflammatory pathway, whose aberrant and chronic activation was found to promote metastatic progression [1]. Despite its central role in tumor progression, how micronuclear membranes collapse and why membrane repair mechanisms, which are functional at the primary nucleus, fail to restore micronuclear integrity, remains poorly understood. Here we show that the answer to these fundamental questions lays in mitochondria proximity to micronuclei: by means of advanced microscopy and cellular and molecular biology techniques, our results demonstrate that ruptured micronuclei are more heavily embedded in the mitochondrial matrix than the intact ones, and that ROS are the main cause of micronuclear rupture. We used a combination of ROS-inducing drugs on a variety of cell lines to show an increase in collapsed micronuclei, while using ROS-scavengers we reduced the physiological basal amount of micronuclear rupture.
Nuclear membrane catastrophe has recently been identified as the main outcome of unrestrained activity of the ESCRT-III nuclear membrane repair complex, of which CHMP7 is the scaffolding protein [2]. We showed that cells under oxidative stress display an increase in CHMP7 content in micronuclei whose membrane is not yet collapsed, implicating a causative role of CHMP7 in micronuclear envelope rupture. Furthermore, by means of genetic manipulation we demonstrate a central role for CHMP7 in ROS-induced rupture, with evidences pointing towards a non-canonical role for CHMP7 in this process. We thus provide a mechanistic insight into a fundamental hub in advanced cancers metastatic onset: by understanding the players involved into micronuclear collapse, this work can bring to light new untapped drug targets that are specific for those cells that will undergo metastatic transformation. In conclusion, our study has the potential to develop new and more effective therapies for the treatment of aggressive chromosomally unstable cancers.
1. Bakhoum, S.F., et al., Chromosomal instability drives metastasis through a cytosolic DNA response. Nature, 2018. 553(7689): p. 467-472.
2. Vietri, M., et al., Unrestrained ESCRT-III drives micronuclear catastrophe and chromosome fragmentation. Nat Cell Biol, 2020. 22(7): p. 856-867
Citation Format: Melody Di Bona, Albert Agustinus, Yanyang Chen, Lorenzo Scipioni, Daniel Bronder, Samuel F. Bakhoum. Unraveling the mechanisms underlying micronuclear rupture, a seminal event in cancer progression [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 1589.
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Affiliation(s)
| | | | - Yanyang Chen
- 1Memorial Sloan Kettering Cancer Center, New York, NY
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23
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Armstrong E, Gottesdiener L, Schultz N, Bakhoum SF, Hollmann TJ, Shoushtari A. Abstract 1514: Examining the impact of chromosomal instability on mucosal melanoma tumor infiltrate and responses to PD-1 based therapy. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-1514] [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
Mucosal melanoma (McM) is a rare subtype of melanoma arising from melanocytes of mucosal surfaces that comprises less than 2% of all melanomas in the US. Although PD-1 based checkpoint inhibition is standard initial therapy, McM has been shown to respond less often than cutaneous melanoma. We explored the hypothesis of this resistance being due to a lower tumor mutational burden (TMB) and high levels of chromosomal instability resulting in the formation of micronuclei, a greater than average fraction of genome altered (FGA) as defined by the MSK-IMPACT hybridization capture based NGS platform, and decreased immune infiltration. We utilized MSK-IMPACT data, to collect TMB and FGA data from 112 mucosal melanoma patients of which 56 had received frontline PD-1 based immunotherapy (28 a-PD-1 nivolumab/pembrolizumab, 28 nivolumab + ipilimumab). This population had a median follow-up time of 92 months, median progression free survival (PFS) of 13 months and median overall survival (OS) of 47 months. Dichotomized TMB was not associated with PFS or OS. However, higher than median FGA was associated with a significantly worse PFS (median 16 months vs. not reached [NR]) and OS (median 38months vs. NR). We then explored the association to traditional markers of chromosomal instability using multiplex immunofluorescence (IF) in tumor samples taken from 18 patients within the treatment cohort. We quantified cGMP-AMP synthase (cGAS) positive micronuclei present and found that FGA correlated directly with the number of micronuclei in the tumor, supporting that FGA is a reasonable indicator of chromosomal instability. As expected, there was no such association with micronuclei and TMB. Using multiplex IF we quantified CD8+ and CD8xPD1 co-positive cells at the tumor invading margin. Tumors with higher FGA had lower infiltration of CD8+ cells and CD8xPD1 co-positive cells. The same relationship was found when directly comparing number of micronuclei to CD8+ and CD8xPD1 co-positive cells. Our data suggests that patients with McM that harbor higher levels of chromosomal instability characterized by presence of micronuclei and resultant higher fraction of genome altered on MSK-IMPACT have fewer PD1+/CD8+ T cells in the tumor microenvironment and have inferior progression-free and overall survival with standard PD-1 blockade. This immunosuppressive mechanism may represent a uniquely poor prognosis group that may benefit from altering the downstream signaling resultant of chromosomal instability.
Citation Format: Emma Armstrong, Lee Gottesdiener, Nikolaus Schultz, Samuel F. Bakhoum, Travis J. Hollmann, Alexander Shoushtari. Examining the impact of chromosomal instability on mucosal melanoma tumor infiltrate and responses to PD-1 based therapy [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 1514.
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Al-Rawi DH, Bakhoum SF. Chromosomal instability as a source of genomic plasticity. Curr Opin Genet Dev 2022; 74:101913. [PMID: 35526333 DOI: 10.1016/j.gde.2022.101913] [Citation(s) in RCA: 2] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 02/27/2022] [Accepted: 03/31/2022] [Indexed: 11/03/2022]
Abstract
Chromosomal instability (CIN) is a hallmark of the most aggressive malignancies. Features of these tumors include complex genomic rearrangements, the presence of mis-segregated chromosomes in micronuclei, and extrachromosomal DNA (ecDNA) formation. Here, we review the development of CIN, and examine CIN in the context of cancer evolution, tumor genomic evolution, and therapeutic resistance. We also discuss the role of whole-genome duplications, breakage-fusion-bridge cycles, ecDNA or double minutes in gene amplification promoting tumor evolution.
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Affiliation(s)
- Duaa H Al-Rawi
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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25
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Li J, Bakhoum SF. The pleiotropic roles of cGAS-STING signaling in the tumor microenvironment. J Mol Cell Biol 2022; 14:6552964. [PMID: 35325182 PMCID: PMC9354322 DOI: 10.1093/jmcb/mjac019] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [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: 07/07/2021] [Revised: 02/24/2022] [Accepted: 03/18/2022] [Indexed: 12/05/2022] Open
Abstract
Cytosolic DNA is prevalent in cells constituting the tumor microenvironment (TME) and can activate the cyclic guanosine monophosphate–adenosine monophosphate synthase (cGAS)–stimulator of interferon genes (STING) innate immune pathway. The initiation, transmission, and execution of the cGAS–STING pathway can take place among different cell types within the TME and thus cGAS–STING may play opposing roles in driving tumor progression in addition to its tumor cell-intrinsic role. Herein, we review recent advances in the cGAS–STING field with a focus on its crosstalk with other signaling pathways in the TME. Future efforts to depict a more detailed picture of the roles of cGAS–STING signaling in the TME will help design a better cancer treatment regime by targeting the cGAS–STING pathway more precisely.
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Affiliation(s)
- Jun Li
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.,Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.,Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
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26
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Nguyen B, Fong C, Luthra A, Smith SA, DiNatale RG, Nandakumar S, Walch H, Chatila WK, Madupuri R, Kundra R, Bielski CM, Mastrogiacomo B, Donoghue MTA, Boire A, Chandarlapaty S, Ganesh K, Harding JJ, Iacobuzio-Donahue CA, Razavi P, Reznik E, Rudin CM, Zamarin D, Abida W, Abou-Alfa GK, Aghajanian C, Cercek A, Chi P, Feldman D, Ho AL, Iyer G, Janjigian YY, Morris M, Motzer RJ, O'Reilly EM, Postow MA, Raj NP, Riely GJ, Robson ME, Rosenberg JE, Safonov A, Shoushtari AN, Tap W, Teo MY, Varghese AM, Voss M, Yaeger R, Zauderer MG, Abu-Rustum N, Garcia-Aguilar J, Bochner B, Hakimi A, Jarnagin WR, Jones DR, Molena D, Morris L, Rios-Doria E, Russo P, Singer S, Strong VE, Chakravarty D, Ellenson LH, Gopalan A, Reis-Filho JS, Weigelt B, Ladanyi M, Gonen M, Shah SP, Massague J, Gao J, Zehir A, Berger MF, Solit DB, Bakhoum SF, Sanchez-Vega F, Schultz N. Genomic characterization of metastatic patterns from prospective clinical sequencing of 25,000 patients. Cell 2022; 185:563-575.e11. [PMID: 35120664 PMCID: PMC9147702 DOI: 10.1016/j.cell.2022.01.003] [Citation(s) in RCA: 190] [Impact Index Per Article: 95.0] [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: 06/28/2021] [Revised: 10/21/2021] [Accepted: 01/05/2022] [Indexed: 02/06/2023]
Abstract
Metastatic progression is the main cause of death in cancer patients, whereas the underlying genomic mechanisms driving metastasis remain largely unknown. Here, we assembled MSK-MET, a pan-cancer cohort of over 25,000 patients with metastatic diseases. By analyzing genomic and clinical data from this cohort, we identified associations between genomic alterations and patterns of metastatic dissemination across 50 tumor types. We found that chromosomal instability is strongly correlated with metastatic burden in some tumor types, including prostate adenocarcinoma, lung adenocarcinoma, and HR+/HER2+ breast ductal carcinoma, but not in others, including colorectal cancer and high-grade serous ovarian cancer, where copy-number alteration patterns may be established early in tumor development. We also identified somatic alterations associated with metastatic burden and specific target organs. Our data offer a valuable resource for the investigation of the biological basis for metastatic spread and highlight the complex role of chromosomal instability in cancer progression.
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Affiliation(s)
- Bastien Nguyen
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christopher Fong
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Anisha Luthra
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Shaleigh A Smith
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Renzo G DiNatale
- Molecular Pharmacology Program, Sloan Kettering Institute, New York, NY, USA; Urology and Renal Transplantation Service, Virginia Mason Medical Center, Seattle, WA, USA
| | - Subhiksha Nandakumar
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Henry Walch
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Walid K Chatila
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ramyasree Madupuri
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ritika Kundra
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Craig M Bielski
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Medical College at Cornell University, New York, NY, USA
| | - Brooke Mastrogiacomo
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mark T A Donoghue
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Adrienne Boire
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Neurology and Brain Tumor Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sarat Chandarlapaty
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Karuna Ganesh
- Molecular Pharmacology Program, Sloan Kettering Institute, New York, NY, USA; Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - James J Harding
- Weill Medical College at Cornell University, New York, NY, USA; Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christine A Iacobuzio-Donahue
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Pedram Razavi
- Weill Medical College at Cornell University, New York, NY, USA; Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ed Reznik
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Charles M Rudin
- Molecular Pharmacology Program, Sloan Kettering Institute, New York, NY, USA; Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Dmitriy Zamarin
- Weill Medical College at Cornell University, New York, NY, USA; Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Wassim Abida
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ghassan K Abou-Alfa
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Carol Aghajanian
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Andrea Cercek
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ping Chi
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Darren Feldman
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Alan L Ho
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Gopakumar Iyer
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Yelena Y Janjigian
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Michael Morris
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Robert J Motzer
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Eileen M O'Reilly
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Michael A Postow
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nitya P Raj
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Gregory J Riely
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mark E Robson
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jonathan E Rosenberg
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Anton Safonov
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - William Tap
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Min Yuen Teo
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Anna M Varghese
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Martin Voss
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rona Yaeger
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Marjorie G Zauderer
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nadeem Abu-Rustum
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Julio Garcia-Aguilar
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Bernard Bochner
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Abraham Hakimi
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - William R Jarnagin
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - David R Jones
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Daniela Molena
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Luc Morris
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Eric Rios-Doria
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Paul Russo
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Samuel Singer
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Vivian E Strong
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Debyani Chakravarty
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Lora H Ellenson
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Anuradha Gopalan
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jorge S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Britta Weigelt
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Marc Ladanyi
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mithat Gonen
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sohrab P Shah
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Joan Massague
- Cancer Biology and Genetics Program, Sloan Kettering Institute, New York, NY, USA
| | - Jianjiong Gao
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ahmet Zehir
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Michael F Berger
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - David B Solit
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Medical College at Cornell University, New York, NY, USA; Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Francisco Sanchez-Vega
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Nikolaus Schultz
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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Venkatesan S, Angelova M, Bartkova J, Bakhoum SF, Bartek J, Kanu N, Swanton C. APOBEC3 as a driver of genetic intratumor heterogeneity. Mol Cell Oncol 2022; 10:2014734. [PMID: 38116246 PMCID: PMC10730158 DOI: 10.1080/23723556.2021.2014734] [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] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Accepted: 12/01/2021] [Indexed: 12/21/2023]
Abstract
Our recent study revealed that APOBEC3B is upregulated during the preinvasive stages of non-small cell lung cancer and breast cancer. In addition to its role in mediating single nucleotide variants, we propose that APOBEC3 promotes copy number intratumor heterogeneity prior to invasion, providing a substrate for cancer evolution.
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Affiliation(s)
- Subramanian Venkatesan
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, UK
| | - Mihaela Angelova
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Jirina Bartkova
- Genome Integrity Unit, Danish Cancer Society Research Center, Copenhagen, Denmark
- Division of Genome Biology, Department of Medical Biochemistry and Biophysics, Science for Life Laboratory, Karolinska Institute, Stockholm, Sweden
| | - Samuel F. Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Jiri Bartek
- Genome Integrity Unit, Danish Cancer Society Research Center, Copenhagen, Denmark
- Division of Genome Biology, Department of Medical Biochemistry and Biophysics, Science for Life Laboratory, Karolinska Institute, Stockholm, Sweden
| | - Nnennaya Kanu
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, UK
| | - Charles Swanton
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, UK
- Department of Medical Oncology, University College London Hospitals NHS Foundation Trust, London, UK
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28
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Affiliation(s)
- Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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29
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Venkatesan S, Angelova M, Puttick C, Zhai H, Caswell DR, Lu WT, Dietzen M, Galanos P, Evangelou K, Bellelli R, Lim EL, Watkins TB, Rowan A, Teixeira VH, Zhao Y, Chen H, Ngo B, Zalmas LP, Bakir MA, Hobor S, Gronroos E, Pennycuick A, Nigro E, Campbell BB, Brown WL, Akarca AU, Marafioti T, Wu MY, Howell M, Boulton SJ, Bertoli C, Fenton TR, de Bruin RA, Maya-Mendoza A, Santoni-Rugiu E, Hynds RE, Gorgoulis VG, Jamal-Hanjani M, McGranahan N, Harris RS, Janes SM, Bartkova J, Bakhoum SF, Bartek J, Kanu N, Swanton C. Induction of APOBEC3 Exacerbates DNA Replication Stress and Chromosomal Instability in Early Breast and Lung Cancer Evolution. Cancer Discov 2021; 11:2456-2473. [PMID: 33947663 PMCID: PMC8487921 DOI: 10.1158/2159-8290.cd-20-0725] [Citation(s) in RCA: 65] [Impact Index Per Article: 21.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2020] [Revised: 12/08/2020] [Accepted: 04/29/2021] [Indexed: 11/16/2022]
Abstract
APOBEC3 enzymes are cytosine deaminases implicated in cancer. Precisely when APOBEC3 expression is induced during cancer development remains to be defined. Here we show that specific APOBEC3 genes are upregulated in breast ductal carcinoma in situ, and in preinvasive lung cancer lesions coincident with cellular proliferation. We observe evidence of APOBEC3-mediated subclonal mutagenesis propagated from TRACERx preinvasive to invasive non-small cell lung cancer (NSCLC) lesions. We find that APOBEC3B exacerbates DNA replication stress and chromosomal instability through incomplete replication of genomic DNA, manifested by accumulation of mitotic ultrafine bridges and 53BP1 nuclear bodies in the G1 phase of the cell cycle. Analysis of TRACERx NSCLC clinical samples and mouse lung cancer models revealed APOBEC3B expression driving replication stress and chromosome missegregation. We propose that APOBEC3 is functionally implicated in the onset of chromosomal instability and somatic mutational heterogeneity in preinvasive disease, providing fuel for selection early in cancer evolution. SIGNIFICANCE: This study reveals the dynamics and drivers of APOBEC3 gene expression in preinvasive disease and the exacerbation of cellular diversity by APOBEC3B through DNA replication stress to promote chromosomal instability early in cancer evolution.This article is highlighted in the In This Issue feature, p. 2355.
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Affiliation(s)
- Subramanian Venkatesan
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, United Kingdom
| | - Mihaela Angelova
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Clare Puttick
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Haoran Zhai
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, United Kingdom
| | - Deborah R. Caswell
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Wei-Ting Lu
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Michelle Dietzen
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, United Kingdom
- Cancer Genome Evolution Research Group, UCL Cancer Institute, University College London, London, United Kingdom
| | - Panagiotis Galanos
- Genome Integrity Unit, Danish Cancer Society Research Center, Copenhagen, Denmark
| | - Konstantinos Evangelou
- Molecular Carcinogenesis Group, Department of Histology and Embryology, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Roberto Bellelli
- Centre for Cancer Cell and Molecular Biology, Barts Cancer Institute, Queen Mary University of London, London, United Kingdom
| | - Emilia L. Lim
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, United Kingdom
| | - Thomas B.K. Watkins
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Andrew Rowan
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Vitor H. Teixeira
- Lungs for Living Research Centre, UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Yue Zhao
- Department of Thoracic Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Institute of Thoracic Oncology, Fudan University, Shanghai, China
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Haiquan Chen
- Department of Thoracic Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Institute of Thoracic Oncology, Fudan University, Shanghai, China
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Bryan Ngo
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, New York, USA
| | | | - Maise Al Bakir
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Sebastijan Hobor
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Eva Gronroos
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Adam Pennycuick
- Lungs for Living Research Centre, UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Ersilia Nigro
- Lungs for Living Research Centre, UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Brittany B. Campbell
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
| | - William L. Brown
- Masonic Cancer Center, Minneapolis, USA; Institute for Molecular Virology, Minneapolis, USA; Center for Genome Engineering, Minneapolis, USA
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, USA
| | - Ayse U. Akarca
- Department of Histopathology, University College London, London, United Kingdom
| | - Teresa Marafioti
- Department of Histopathology, University College London, London, United Kingdom
| | - Mary Y. Wu
- High Throughput Screening Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Michael Howell
- High Throughput Screening Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Simon J. Boulton
- DSB Repair Metabolism Laboratory, The Francis Crick Institute, London, United Kingdom
| | - Cosetta Bertoli
- MRC Laboratory for Molecular Cell Biology, University College London, London, United Kingdom
| | - Tim R. Fenton
- School of Biosciences, University of Kent, Canterbury, United Kingdom
| | - Robertus A.M. de Bruin
- MRC Laboratory for Molecular Cell Biology, University College London, London, United Kingdom
| | | | - Eric Santoni-Rugiu
- Department of Pathology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
- Biotech Research & Innovation Centre (BRIC), University of Copenhagen, Copenhagen, Denmark
| | - Robert E. Hynds
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, United Kingdom
| | - Vassilis G. Gorgoulis
- Molecular Carcinogenesis Group, Department of Histology and Embryology, Medical School, National and Kapodistrian University of Athens, Athens, Greece
- Molecular and Clinical Cancer Sciences, Manchester Cancer Research Centre, Manchester Academic Health Sciences Centre, University of Manchester, Manchester, United Kingdom
- Biomedical Research Foundation, Academy of Athens, Athens, Greece
- Center for New Biotechnologies and Precision Medicine, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Mariam Jamal-Hanjani
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, United Kingdom
- Department of Medical Oncology, University College London Hospitals NHS Foundation Trust, London, United Kingdom
| | - Nicholas McGranahan
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, United Kingdom
- Cancer Genome Evolution Research Group, UCL Cancer Institute, University College London, London, United Kingdom
| | - Reuben S. Harris
- Masonic Cancer Center, Minneapolis, USA; Institute for Molecular Virology, Minneapolis, USA; Center for Genome Engineering, Minneapolis, USA
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, USA
- Howard Hughes Medical Institute, University of Minnesota, Minneapolis, USA
| | - Sam M. Janes
- Lungs for Living Research Centre, UCL Respiratory, Division of Medicine, University College London, London, United Kingdom
| | - Jirina Bartkova
- Genome Integrity Unit, Danish Cancer Society Research Center, Copenhagen, Denmark
- Division of Genome Biology, Department of Medical Biochemistry and Biophysics, Science for Life Laboratory, Karolinska Institute, Stockholm, Sweden
| | - Samuel F. Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Jiri Bartek
- Genome Integrity Unit, Danish Cancer Society Research Center, Copenhagen, Denmark
- Division of Genome Biology, Department of Medical Biochemistry and Biophysics, Science for Life Laboratory, Karolinska Institute, Stockholm, Sweden
| | - Nnennaya Kanu
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, United Kingdom
| | - Charles Swanton
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom
- Cancer Research UK Lung Cancer Centre of Excellence, UCL Cancer Institute, University College London, London, United Kingdom
- Department of Medical Oncology, University College London Hospitals NHS Foundation Trust, London, United Kingdom
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30
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Melms JC, Biermann J, Huang H, Wang Y, Nair A, Tagore S, Katsyv I, Rendeiro AF, Amin AD, Schapiro D, Frangieh CJ, Luoma AM, Filliol A, Fang Y, Ravichandran H, Clausi MG, Alba GA, Rogava M, Chen SW, Ho P, Montoro DT, Kornberg AE, Han AS, Bakhoum MF, Anandasabapathy N, Suárez-Fariñas M, Bakhoum SF, Bram Y, Borczuk A, Guo XV, Lefkowitch JH, Marboe C, Lagana SM, Del Portillo A, Tsai EJ, Zorn E, Markowitz GS, Schwabe RF, Schwartz RE, Elemento O, Saqi A, Hibshoosh H, Que J, Izar B. Author Correction: A molecular single-cell lung atlas of lethal COVID-19. Nature 2021; 598:E2. [PMID: 34625743 PMCID: PMC8498978 DOI: 10.1038/s41586-021-03921-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Johannes C Melms
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Jana Biermann
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Huachao Huang
- Columbia Center for Human Development, Columbia University Irving Medical Center, New York, NY, USA
- Division of Digestive and Liver Diseases, Columbia University Irving Medical Center, New York, NY, USA
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
| | - Yiping Wang
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Ajay Nair
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
| | - Somnath Tagore
- Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Igor Katsyv
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - André F Rendeiro
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Amit Dipak Amin
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Denis Schapiro
- Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Chris J Frangieh
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Adrienne M Luoma
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Center, Boston, MA, USA
| | - Aveline Filliol
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
| | - Yinshan Fang
- Columbia Center for Human Development, Columbia University Irving Medical Center, New York, NY, USA
- Division of Digestive and Liver Diseases, Columbia University Irving Medical Center, New York, NY, USA
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
| | - Hiranmayi Ravichandran
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY, USA
- WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY, USA
| | - Mariano G Clausi
- Human Immune Monitoring Core, Columbia University Irving Medical Center, New York, NY, USA
| | - George A Alba
- Department of Medicine, Division of Pulmonary and Critical Care, Massachusetts General Hospital, Boston, MA, USA
| | - Meri Rogava
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Sean W Chen
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Patricia Ho
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Daniel T Montoro
- Cell Circuits, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Adam E Kornberg
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Arnold S Han
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Mathieu F Bakhoum
- Department of Ophthalmology, University of California San Diego, La Jolla, CA, USA
| | - Niroshana Anandasabapathy
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA
- Department of Dermatology, Weill Cornell Medical College, New York, NY, USA
- Meyer Cancer Center, Weill Cornell Medical College, New York, NY, USA
| | - Mayte Suárez-Fariñas
- Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Yaron Bram
- Division of Gastroenterology and Hepatology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Alain Borczuk
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, USA
- Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Xinzheng V Guo
- Human Immune Monitoring Core, Columbia University Irving Medical Center, New York, NY, USA
| | - Jay H Lefkowitch
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Charles Marboe
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Stephen M Lagana
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Armando Del Portillo
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Emily J Tsai
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
| | - Emmanuel Zorn
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA
| | - Glen S Markowitz
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Robert F Schwabe
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
- Institute of Human Nutrition, Columbia University, New York, NY, USA
| | - Robert E Schwartz
- Division of Gastroenterology and Hepatology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Olivier Elemento
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA
- WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY, USA
| | - Anjali Saqi
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Hanina Hibshoosh
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Jianwen Que
- Columbia Center for Human Development, Columbia University Irving Medical Center, New York, NY, USA.
- Division of Digestive and Liver Diseases, Columbia University Irving Medical Center, New York, NY, USA.
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA.
- Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY, USA.
| | - Benjamin Izar
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA.
- Columbia Center for Translational Immunology, Columbia University Irving Medical Center, New York, NY, USA.
- Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY, USA.
- Program for Mathematical Genomics, Columbia University, New York, NY, USA.
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31
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Melms JC, Biermann J, Huang H, Wang Y, Nair A, Tagore S, Katsyv I, Rendeiro AF, Amin AD, Schapiro D, Frangieh CJ, Luoma AM, Filliol A, Fang Y, Ravichandran H, Clausi MG, Alba GA, Rogava M, Chen SW, Ho P, Montoro DT, Kornberg AE, Han AS, Bakhoum MF, Anandasabapathy N, Suárez-Fariñas M, Bakhoum SF, Bram Y, Borczuk A, Guo XV, Lefkowitch JH, Marboe C, Lagana SM, Del Portillo A, Zorn E, Markowitz GS, Schwabe RF, Schwartz RE, Elemento O, Saqi A, Hibshoosh H, Que J, Izar B. A molecular single-cell lung atlas of lethal COVID-19. Nature 2021; 595:114-119. [PMID: 33915568 PMCID: PMC8814825 DOI: 10.1038/s41586-021-03569-1] [Citation(s) in RCA: 324] [Impact Index Per Article: 108.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 04/19/2021] [Indexed: 01/21/2023]
Abstract
Respiratory failure is the leading cause of death in patients with severe SARS-CoV-2 infection1,2, but the host response at the lung tissue level is poorly understood. Here we performed single-nucleus RNA sequencing of about 116,000 nuclei from the lungs of nineteen individuals who died of COVID-19 and underwent rapid autopsy and seven control individuals. Integrated analyses identified substantial alterations in cellular composition, transcriptional cell states, and cell-to-cell interactions, thereby providing insight into the biology of lethal COVID-19. The lungs from individuals with COVID-19 were highly inflamed, with dense infiltration of aberrantly activated monocyte-derived macrophages and alveolar macrophages, but had impaired T cell responses. Monocyte/macrophage-derived interleukin-1β and epithelial cell-derived interleukin-6 were unique features of SARS-CoV-2 infection compared to other viral and bacterial causes of pneumonia. Alveolar type 2 cells adopted an inflammation-associated transient progenitor cell state and failed to undergo full transition into alveolar type 1 cells, resulting in impaired lung regeneration. Furthermore, we identified expansion of recently described CTHRC1+ pathological fibroblasts3 contributing to rapidly ensuing pulmonary fibrosis in COVID-19. Inference of protein activity and ligand-receptor interactions identified putative drug targets to disrupt deleterious circuits. This atlas enables the dissection of lethal COVID-19, may inform our understanding of long-term complications of COVID-19 survivors, and provides an important resource for therapeutic development.
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Affiliation(s)
- Johannes C. Melms
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA,Columbia Center for Translational Immunology, New York, NY, USA,These authors contributed equally: Johannes C. Melms, Jana Biermann, Huachao Huang, Yiping Wang, Ajay Nair, Somnath Tagore, Igor Katsyv, André F. Rendeiro, Amit Dipak Amin
| | - Jana Biermann
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA,Columbia Center for Translational Immunology, New York, NY, USA,These authors contributed equally: Johannes C. Melms, Jana Biermann, Huachao Huang, Yiping Wang, Ajay Nair, Somnath Tagore, Igor Katsyv, André F. Rendeiro, Amit Dipak Amin
| | - Huachao Huang
- Columbia Center for Human Development, New York, NY, USA,Division of Digestive and Liver Diseases, New York, NY, USA,Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA,These authors contributed equally: Johannes C. Melms, Jana Biermann, Huachao Huang, Yiping Wang, Ajay Nair, Somnath Tagore, Igor Katsyv, André F. Rendeiro, Amit Dipak Amin
| | - Yiping Wang
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA,Columbia Center for Translational Immunology, New York, NY, USA,These authors contributed equally: Johannes C. Melms, Jana Biermann, Huachao Huang, Yiping Wang, Ajay Nair, Somnath Tagore, Igor Katsyv, André F. Rendeiro, Amit Dipak Amin
| | - Ajay Nair
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA,These authors contributed equally: Johannes C. Melms, Jana Biermann, Huachao Huang, Yiping Wang, Ajay Nair, Somnath Tagore, Igor Katsyv, André F. Rendeiro, Amit Dipak Amin
| | - Somnath Tagore
- Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA,These authors contributed equally: Johannes C. Melms, Jana Biermann, Huachao Huang, Yiping Wang, Ajay Nair, Somnath Tagore, Igor Katsyv, André F. Rendeiro, Amit Dipak Amin
| | - Igor Katsyv
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA,These authors contributed equally: Johannes C. Melms, Jana Biermann, Huachao Huang, Yiping Wang, Ajay Nair, Somnath Tagore, Igor Katsyv, André F. Rendeiro, Amit Dipak Amin
| | - André F. Rendeiro
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA,Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA,These authors contributed equally: Johannes C. Melms, Jana Biermann, Huachao Huang, Yiping Wang, Ajay Nair, Somnath Tagore, Igor Katsyv, André F. Rendeiro, Amit Dipak Amin
| | - Amit Dipak Amin
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA,Columbia Center for Translational Immunology, New York, NY, USA,These authors contributed equally: Johannes C. Melms, Jana Biermann, Huachao Huang, Yiping Wang, Ajay Nair, Somnath Tagore, Igor Katsyv, André F. Rendeiro, Amit Dipak Amin
| | - Denis Schapiro
- Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA,Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Chris J. Frangieh
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA,Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, Cambridge, MA, USA
| | - Adrienne M. Luoma
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Center, Boston, MA, USA
| | - Aveline Filliol
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
| | - Yinshan Fang
- Columbia Center for Human Development, New York, NY, USA,Division of Digestive and Liver Diseases, New York, NY, USA,Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
| | - Hiranmayi Ravichandran
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA,Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY, USA,WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY, USA
| | - Mariano G. Clausi
- Human Immune Monitoring Core, Columbia University Irving Medical Center, New York, NY, USA
| | - George A. Alba
- Department of Medicine, Division of Pulmonary and Critical Care, Massachusetts General Hospital, Boston, MA, USA
| | - Meri Rogava
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA,Columbia Center for Translational Immunology, New York, NY, USA
| | - Sean W. Chen
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA,Columbia Center for Translational Immunology, New York, NY, USA
| | - Patricia Ho
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA,Columbia Center for Translational Immunology, New York, NY, USA
| | - Daniel T. Montoro
- Cell Circuits, Broad Institute of MIT and Harvard, Cambridge, MA, USA,Systems Biology, Harvard Medical School, Boston, MA, USA
| | | | - Arnold S. Han
- Columbia Center for Translational Immunology, New York, NY, USA
| | - Mathieu F. Bakhoum
- Department of Ophthalmology, University of California San Diego, La Jolla, CA, USA
| | - Niroshana Anandasabapathy
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA,Department of Dermatology, Weill Cornell Medical College, New York, NY, USA,Meyer Cancer Center, Weill Cornell Medical College, New York, NY, USA
| | - Mayte Suárez-Fariñas
- Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA,Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Samuel F. Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA,Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Yaron Bram
- Division of Gastroenterology and Hepatology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Alain Borczuk
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, USA,Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Xinzheng V. Guo
- Human Immune Monitoring Core, Columbia University Irving Medical Center, New York, NY, USA
| | - Jay H. Lefkowitch
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Charles Marboe
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Stephen M. Lagana
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Armando Del Portillo
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Emmanuel Zorn
- Columbia Center for Translational Immunology, New York, NY, USA
| | - Glen S. Markowitz
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Robert F. Schwabe
- Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA,Institute of Human Nutrition, Columbia University, New York, NY, USA
| | - Robert E. Schwartz
- Division of Gastroenterology and Hepatology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA,These authors jointly supervised this work: Robert E. Schwartz, Olivier Elemento, Anjali Saqi, Hanina Hibshoosh, Jianwen Que, Benjamin Izar
| | - Olivier Elemento
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA,Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY, USA,WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY, USA,These authors jointly supervised this work: Robert E. Schwartz, Olivier Elemento, Anjali Saqi, Hanina Hibshoosh, Jianwen Que, Benjamin Izar
| | - Anjali Saqi
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA,These authors jointly supervised this work: Robert E. Schwartz, Olivier Elemento, Anjali Saqi, Hanina Hibshoosh, Jianwen Que, Benjamin Izar
| | - Hanina Hibshoosh
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY, USA,These authors jointly supervised this work: Robert E. Schwartz, Olivier Elemento, Anjali Saqi, Hanina Hibshoosh, Jianwen Que, Benjamin Izar
| | - Jianwen Que
- Columbia Center for Human Development, New York, NY, USA,Division of Digestive and Liver Diseases, New York, NY, USA,Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA,Herbert Irving Comprehensive Cancer Center, New York, NY, USA,These authors jointly supervised this work: Robert E. Schwartz, Olivier Elemento, Anjali Saqi, Hanina Hibshoosh, Jianwen Que, Benjamin Izar.,,
| | - Benjamin Izar
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA,Columbia Center for Translational Immunology, New York, NY, USA,Herbert Irving Comprehensive Cancer Center, New York, NY, USA,Program for Mathematical Genomics, Columbia University, New York, NY, USA,These authors jointly supervised this work: Robert E. Schwartz, Olivier Elemento, Anjali Saqi, Hanina Hibshoosh, Jianwen Que, Benjamin Izar.,,
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32
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Parkes EE, Humphries MP, Gilmore E, Sidi FA, Bingham V, Phyu SM, Craig S, Graham C, Miller J, Griffin D, Salto-Tellez M, Madden SF, Kennedy RD, Bakhoum SF, McQuaid S, Buckley NE. The clinical and molecular significance associated with STING signaling in breast cancer. NPJ Breast Cancer 2021; 7:81. [PMID: 34172750 PMCID: PMC8233333 DOI: 10.1038/s41523-021-00283-z] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Accepted: 05/27/2021] [Indexed: 12/22/2022] Open
Abstract
STING signaling in cancer is a crucial component of response to immunotherapy and other anti-cancer treatments. Currently, there is no robust method of measuring STING activation in cancer. Here, we describe an immunohistochemistry-based assay with digital pathology assessment of STING in tumor cells. Using this novel approach in estrogen receptor-positive (ER+) and ER- breast cancer, we identify perinuclear-localized expression of STING (pnSTING) in ER+ cases as an independent predictor of good prognosis, associated with immune cell infiltration and upregulation of immune checkpoints. Tumors with low pnSTING are immunosuppressed with increased infiltration of "M2"-polarized macrophages. In ER- disease, pnSTING does not appear to have a significant prognostic role with STING uncoupled from interferon responses. Importantly, a gene signature defining low pnSTING expression is predictive of poor prognosis in independent ER+ datasets. Low pnSTING is associated with chromosomal instability, MYC amplification and mTOR signaling, suggesting novel therapeutic approaches for this subgroup.
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Affiliation(s)
- Eileen E Parkes
- Department of Oncology, Medical Sciences Division, University of Oxford, Oxford, UK.
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK.
| | - Matthew P Humphries
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Elaine Gilmore
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, Northern Ireland, UK
- School of Pharmacy, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Fatima A Sidi
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Victoria Bingham
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Su M Phyu
- Department of Oncology, Medical Sciences Division, University of Oxford, Oxford, UK
| | - Stephanie Craig
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Catherine Graham
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Joseph Miller
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Daryl Griffin
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Manuel Salto-Tellez
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, Northern Ireland, UK
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
- Integrated Pathology Programme, Division of Molecular Pathology, The Institute of Cancer Research, London, UK
| | - Stephen F Madden
- Data Science Centre, RCSI University of Medicine and Health Sciences, Dublin, Ireland, UK
| | - Richard D Kennedy
- Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Stephen McQuaid
- Precision Medicine Centre of Excellence, Queen's University Belfast, Belfast, Northern Ireland, UK
- Department of Cellular Pathology, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
- Northern Ireland Biobank, Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Niamh E Buckley
- School of Pharmacy, Queen's University Belfast, Belfast, Northern Ireland, UK.
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33
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Xu Z, Verma A, Naveed U, Bakhoum SF, Khosravi P, Elemento O. Deep learning predicts chromosomal instability from histopathology images. iScience 2021; 24:102394. [PMID: 33997679 PMCID: PMC8099498 DOI: 10.1016/j.isci.2021.102394] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Revised: 03/03/2021] [Accepted: 04/01/2021] [Indexed: 12/13/2022] Open
Abstract
Chromosomal instability (CIN) is a hallmark of human cancer yet not readily testable for patients with cancer in routine clinical setting. In this study, we sought to explore whether CIN status can be predicted using ubiquitously available hematoxylin and eosin histology through a deep learning-based model. When applied to a cohort of 1,010 patients with breast cancer (Training set: n = 858, Test set: n = 152) from The Cancer Genome Atlas where 485 patients have high CIN status, our model accurately classified CIN status, achieving an area under the curve of 0.822 with 81.2% sensitivity and 68.7% specificity in the test set. Patch-level predictions of CIN status suggested intra-tumor heterogeneity within slides. Moreover, presence of patches with high predicted CIN score within an entire slide was more predictive of clinical outcome than the average CIN score of the slide, thus underscoring the clinical importance of intra-tumor heterogeneity.
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Affiliation(s)
- Zhuoran Xu
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York 10065, USA
- Pathology and Laboratory Medicine, Weill Cornell Medicine, New York 10065, USA
| | - Akanksha Verma
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York 10065, USA
| | - Uska Naveed
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York 10065, USA
| | - Samuel F. Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York 10021, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York 10021, USA
| | - Pegah Khosravi
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York 10065, USA
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York 10021, USA
| | - Olivier Elemento
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York 10065, USA
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Li J, Duran MA, Dhanota N, Chatila WK, Bettigole SE, Kwon J, Sriram RK, Humphries MP, Salto-Tellez M, James JA, Hanna MG, Melms JC, Vallabhaneni S, Litchfield K, Usaite I, Biswas D, Bareja R, Li HW, Martin ML, Dorsaint P, Cavallo JA, Li P, Pauli C, Gottesdiener L, DiPardo BJ, Hollmann TJ, Merghoub T, Wen HY, Reis-Filho JS, Riaz N, Su SSM, Kalbasi A, Vasan N, Powell SN, Wolchok JD, Elemento O, Swanton C, Shoushtari AN, Parkes EE, Izar B, Bakhoum SF. Metastasis and Immune Evasion from Extracellular cGAMP Hydrolysis. Cancer Discov 2021; 11:1212-1227. [PMID: 33372007 PMCID: PMC8102348 DOI: 10.1158/2159-8290.cd-20-0387] [Citation(s) in RCA: 134] [Impact Index Per Article: 44.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2020] [Revised: 10/30/2020] [Accepted: 12/11/2020] [Indexed: 12/21/2022]
Abstract
Cytosolic DNA is characteristic of chromosomally unstable metastatic cancer cells, resulting in constitutive activation of the cGAS-STING innate immune pathway. How tumors co-opt inflammatory signaling while evading immune surveillance remains unknown. Here, we show that the ectonucleotidase ENPP1 promotes metastasis by selectively degrading extracellular cGAMP, an immune-stimulatory metabolite whose breakdown products include the immune suppressor adenosine. ENPP1 loss suppresses metastasis, restores tumor immune infiltration, and potentiates response to immune checkpoint blockade in a manner dependent on tumor cGAS and host STING. Conversely, overexpression of wild-type ENPP1, but not an enzymatically weakened mutant, promotes migration and metastasis, in part through the generation of extracellular adenosine, and renders otherwise sensitive tumors completely resistant to immunotherapy. In human cancers, ENPP1 expression correlates with reduced immune cell infiltration, increased metastasis, and resistance to anti-PD-1/PD-L1 treatment. Thus, cGAMP hydrolysis by ENPP1 enables chromosomally unstable tumors to transmute cGAS activation into an immune-suppressive pathway. SIGNIFICANCE: Chromosomal instability promotes metastasis by generating chronic tumor inflammation. ENPP1 facilitates metastasis and enables tumor cells to tolerate inflammation by hydrolyzing the immunotransmitter cGAMP, preventing its transfer from cancer cells to immune cells.This article is highlighted in the In This Issue feature, p. 995.
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Affiliation(s)
- Jun Li
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Mercedes A Duran
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Ninjit Dhanota
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Walid K Chatila
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Tri-Institutional Program in Computational Biology and Medicine, Weill Cornell Medical College, New York, New York
| | | | - John Kwon
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Roshan K Sriram
- Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Matthew P Humphries
- Precision Medicine Centre of Excellence, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, United Kingdom
| | - Manuel Salto-Tellez
- Precision Medicine Centre of Excellence, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, United Kingdom
- Medical Sciences Division, Department of Oncology, University of Oxford, Oxford, United Kingdom
| | - Jacqueline A James
- Precision Medicine Centre of Excellence, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, United Kingdom
| | - Matthew G Hanna
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Johannes C Melms
- Columbia Center for Translational Immunology, New York, New York
- Division of Hematology and Oncology, Columbia University Medical Center, New York, New York
| | - Sreeram Vallabhaneni
- Laboratory for Systems Pharmacology, Harvard Medical School, Boston, Massachusetts
| | - Kevin Litchfield
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute, London, United Kingdom
| | - Ieva Usaite
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute, London, United Kingdom
| | - Dhruva Biswas
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute, London, United Kingdom
| | - Rohan Bareja
- Englander Institute for Precision Medicine, Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Hao Wei Li
- Columbia Center for Translational Immunology, New York, New York
| | - Maria Laura Martin
- Englander Institute for Precision Medicine, Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Princesca Dorsaint
- Englander Institute for Precision Medicine, Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Julie-Ann Cavallo
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Peng Li
- Immunology Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Chantal Pauli
- Institute for Pathology and Molecular Pathology, University Hospital Zurich, Zurich, Switzerland
| | - Lee Gottesdiener
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Benjamin J DiPardo
- Department of Surgery, University of California, Los Angeles, California
| | - Travis J Hollmann
- Medical Sciences Division, Department of Oncology, University of Oxford, Oxford, United Kingdom
| | - Taha Merghoub
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Medicine, Weill Cornell Medicine, New York, New York
- Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, New York
- Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Hannah Y Wen
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jorge S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Nadeem Riaz
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | | | - Anusha Kalbasi
- Department of Radiation Oncology, Jonsson Comprehensive Cancer Center, University of California, Los Angeles, California
| | - Neil Vasan
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Medicine, Weill Cornell Medicine, New York, New York
| | - Simon N Powell
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jedd D Wolchok
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Medicine, Weill Cornell Medicine, New York, New York
- Ludwig Collaborative and Swim Across America Laboratory, Memorial Sloan Kettering Cancer Center, New York, New York
- Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Olivier Elemento
- Englander Institute for Precision Medicine, Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Charles Swanton
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute, London, United Kingdom
| | - Alexander N Shoushtari
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Medicine, Weill Cornell Medicine, New York, New York
| | - Eileen E Parkes
- Precision Medicine Centre of Excellence, Centre for Cancer Research and Cell Biology, Queen's University Belfast, Belfast, United Kingdom
- Medical Sciences Division, Department of Oncology, University of Oxford, Oxford, United Kingdom
| | - Benjamin Izar
- Columbia Center for Translational Immunology, New York, New York
- Division of Hematology and Oncology, Columbia University Medical Center, New York, New York
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York.
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
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Vashi N, Bakhoum SF. The Evolution of STING Signaling and Its Involvement in Cancer. Trends Biochem Sci 2021; 46:446-460. [PMID: 33461879 DOI: 10.1016/j.tibs.2020.12.010] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 12/04/2020] [Accepted: 12/17/2020] [Indexed: 12/14/2022]
Abstract
The cyclic GMP-AMP synthase (cGAS)-stimulator of interferon genes (STING) pathway has been primarily characterized as an inflammatory mechanism in higher eukaryotes in response to cytosolic double-stranded DNA (dsDNA). Since its initial discovery, detailed mechanisms delineating the dynamic subcellular localization of its different components and downstream signaling have been uncovered, leading to attempts to harness its proinflammatory properties for therapeutic benefit in cancer. Emerging evidence, however, indicates that a crucial primordial function of STING is to promote autophagy, and that downstream interferon (IFN) signaling emerged recently in its evolutionary history. Furthermore, studies suggest that this pathway is a crucial regulator of cellular metabolism that potentially couples inflammation to nutrient availability. We focus on the evolutionarily conserved functions of STING, and we discuss how a broader understanding of this pathway can help us to better appreciate its potential role in cancer and harness it for therapeutic benefit.
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Affiliation(s)
- Nimi Vashi
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
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36
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Abstract
Activation of innate immune signaling in the tumor microenvironment is central to a successful anti-tumor immune response, and it is in large part mediated by cytosolic double-stranded DNA sensing. Here, Carozza et al. (2020b) report potent and selective inhibitors of ENPP1, a negative regulator of innate immune signaling, which are shown to potentiate anti-tumor immune responses.
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Affiliation(s)
- Derek Cogan
- Volastra Therapeutics Inc., New York, NY, USA.
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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37
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Watkins TBK, Lim EL, Petkovic M, Elizalde S, Birkbak NJ, Wilson GA, Moore DA, Grönroos E, Rowan A, Dewhurst SM, Demeulemeester J, Dentro SC, Horswell S, Au L, Haase K, Escudero M, Rosenthal R, Bakir MA, Xu H, Litchfield K, Lu WT, Mourikis TP, Dietzen M, Spain L, Cresswell GD, Biswas D, Lamy P, Nordentoft I, Harbst K, Castro-Giner F, Yates LR, Caramia F, Jaulin F, Vicier C, Tomlinson IPM, Brastianos PK, Cho RJ, Bastian BC, Dyrskjøt L, Jönsson GB, Savas P, Loi S, Campbell PJ, Andre F, Luscombe NM, Steeghs N, Tjan-Heijnen VCG, Szallasi Z, Turajlic S, Jamal-Hanjani M, Van Loo P, Bakhoum SF, Schwarz RF, McGranahan N, Swanton C. Pervasive chromosomal instability and karyotype order in tumour evolution. Nature 2020; 587:126-132. [PMID: 32879494 PMCID: PMC7611706 DOI: 10.1038/s41586-020-2698-6] [Citation(s) in RCA: 166] [Impact Index Per Article: 41.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Accepted: 06/24/2020] [Indexed: 12/13/2022]
Abstract
Chromosomal instability in cancer consists of dynamic changes to the number and structure of chromosomes1,2. The resulting diversity in somatic copy number alterations (SCNAs) may provide the variation necessary for tumour evolution1,3,4. Here we use multi-sample phasing and SCNA analysis of 1,421 samples from 394 tumours across 22 tumour types to show that continuous chromosomal instability results in pervasive SCNA heterogeneity. Parallel evolutionary events, which cause disruption in the same genes (such as BCL9, MCL1, ARNT (also known as HIF1B), TERT and MYC) within separate subclones, were present in 37% of tumours. Most recurrent losses probably occurred before whole-genome doubling, that was found as a clonal event in 49% of tumours. However, loss of heterozygosity at the human leukocyte antigen (HLA) locus and loss of chromosome 8p to a single haploid copy recurred at substantial subclonal frequencies, even in tumours with whole-genome doubling, indicating ongoing karyotype remodelling. Focal amplifications that affected chromosomes 1q21 (which encompasses BCL9, MCL1 and ARNT), 5p15.33 (TERT), 11q13.3 (CCND1), 19q12 (CCNE1) and 8q24.1 (MYC) were frequently subclonal yet appeared to be clonal within single samples. Analysis of an independent series of 1,024 metastatic samples revealed that 13 focal SCNAs were enriched in metastatic samples, including gains in chromosome 8q24.1 (encompassing MYC) in clear cell renal cell carcinoma and chromosome 11q13.3 (encompassing CCND1) in HER2+ breast cancer. Chromosomal instability may enable the continuous selection of SCNAs, which are established as ordered events that often occur in parallel, throughout tumour evolution.
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Affiliation(s)
- Thomas B K Watkins
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Emilia L Lim
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Marina Petkovic
- Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine, Berlin, Germany
| | - Sergi Elizalde
- Department of Mathematics, Dartmouth College, Hanover, NH, USA
| | - Nicolai J Birkbak
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
- Bioinformatics Research Centre (BiRC), Aarhus University, Aarhus, Denmark
| | - Gareth A Wilson
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - David A Moore
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Department of Cellular Pathology, University College London Hospitals, London, UK
| | - Eva Grönroos
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Andrew Rowan
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Sally M Dewhurst
- Laboratory for Cell Biology and Genetics, Rockefeller University, New York, NY, USA
| | - Jonas Demeulemeester
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
- Department of Human Genetics, University of Leuven, Leuven, Belgium
| | - Stefan C Dentro
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
- Oxford Big Data Institute, University of Oxford, Oxford, UK
- Experimental Cancer Genetics, Wellcome Trust Sanger Institute, Hinxton, UK
| | - Stuart Horswell
- Department of Bioinformatics and Biostatistics, The Francis Crick Institute, London, UK
| | - Lewis Au
- Renal and Skin Units, The Royal Marsden Hospital NHS Foundation Trust, London, UK
- Cancer Dynamics Laboratory, The Francis Crick Institute, London, UK
| | - Kerstin Haase
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
| | - Mickael Escudero
- Department of Bioinformatics and Biostatistics, The Francis Crick Institute, London, UK
| | - Rachel Rosenthal
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Bill Lyons Informatics Centre, University College London Cancer Institute, London, UK
| | - Maise Al Bakir
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Hang Xu
- Stanford Cancer Institute, Stanford, CA, USA
| | - Kevin Litchfield
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Wei Ting Lu
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Thanos P Mourikis
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, University College London Cancer Institute, University College London, London, UK
| | - Michelle Dietzen
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, University College London Cancer Institute, University College London, London, UK
| | - Lavinia Spain
- Renal and Skin Units, The Royal Marsden Hospital NHS Foundation Trust, London, UK
- Cancer Dynamics Laboratory, The Francis Crick Institute, London, UK
| | - George D Cresswell
- Bioinformatics and Computational Biology Laboratory, The Francis Crick Institute, London, UK
| | - Dhruva Biswas
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Bill Lyons Informatics Centre, University College London Cancer Institute, London, UK
| | - Philippe Lamy
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
| | - Iver Nordentoft
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
| | - Katja Harbst
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden
- Lund University Cancer Centre, Lund University, Lund, Sweden
| | - Francesc Castro-Giner
- Department of Biomedicine, Cancer Metastasis Laboratory, University of Basel and University Hospital Basel, Basel, Switzerland
- Swiss Institute of Bioinformatics (SIB), Lausanne, Switzerland
| | - Lucy R Yates
- Wellcome Trust Sanger Institute, Hinxton, UK
- Department of Clinical Oncology, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Franco Caramia
- Division of Research, Peter MacCallum Cancer Centre, University of Melbourne, Melbourne, Victoria, Australia
| | | | - Cécile Vicier
- Department of Medical Oncology, Institut Paoli-Calmettes, Aix-Marseille University, Marseille, France
| | - Ian P M Tomlinson
- Edinburgh Cancer Research Centre, IGMM, University of Edinburgh, Edinburgh, UK
| | - Priscilla K Brastianos
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | - Raymond J Cho
- Department of Dermatology, University of California, San Francisco, San Francisco, CA, USA
| | - Boris C Bastian
- Department of Dermatology, University of California, San Francisco, San Francisco, CA, USA
- Department of Pathology, University of California, San Francisco, San Francisco, CA, USA
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA, USA
| | - Lars Dyrskjøt
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
| | - Göran B Jönsson
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden
- Lund University Cancer Centre, Lund University, Lund, Sweden
| | - Peter Savas
- Division of Research, Peter MacCallum Cancer Centre, University of Melbourne, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Victoria, Australia
| | - Sherene Loi
- Division of Research, Peter MacCallum Cancer Centre, University of Melbourne, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Victoria, Australia
| | | | - Fabrice Andre
- INSERM U981, PRISM Institute, Gustave Roussy, Villejuif, France
- Department of Medical Oncology, Gustave Roussy, Villejuif, France
- Medical School, Université Paris Saclay, Kremlin Bicetre, France
| | - Nicholas M Luscombe
- Bioinformatics and Computational Biology Laboratory, The Francis Crick Institute, London, UK
- UCL Genetics Institute, Department of Genetics, Evolution & Environment, University College London, London, UK
- Okinawa Institute of Science & Technology, Okinawa, Japan
| | - Neeltje Steeghs
- Department of Medical Oncology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Vivianne C G Tjan-Heijnen
- Department of Medical Oncology, School of GROW, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Zoltan Szallasi
- Danish Cancer Society Research Center, Copenhagen, Denmark
- Computational Health Informatics Program, Boston Children's Hospital, Boston, MA, USA
- 2nd Department of Pathology, SE-NAP Brain Metastasis Research Group, Semmelweis University, Budapest, Hungary
| | - Samra Turajlic
- Renal and Skin Units, The Royal Marsden Hospital NHS Foundation Trust, London, UK
- Cancer Dynamics Laboratory, The Francis Crick Institute, London, UK
| | - Mariam Jamal-Hanjani
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Department of Medical Oncology, University College London Hospitals, London, UK
| | - Peter Van Loo
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Roland F Schwarz
- Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine, Berlin, Germany.
- German Cancer Consortium (DKTK), partner site Berlin, Berlin, Germany.
- German Cancer Research Center (DKFZ), Heidelberg, Germany.
| | - Nicholas McGranahan
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK.
- Cancer Genome Evolution Research Group, University College London Cancer Institute, University College London, London, UK.
| | - Charles Swanton
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK.
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK.
- Department of Medical Oncology, University College London Hospitals, London, UK.
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Ngo B, Kim E, Osorio-Vasquez V, Doll S, Bustraan S, Liang RJ, Luengo A, Davidson SM, Ali A, Ferraro GB, Fischer GM, Eskandari R, Kang DS, Ni J, Plasger A, Rajasekhar VK, Kastenhuber ER, Bacha S, Sriram RK, Stein BD, Bakhoum SF, Snuderl M, Cotzia P, Healey JH, Mainolfi N, Suri V, Friedman A, Manfredi M, Sabatini DM, Jones DR, Yu M, Zhao JJ, Jain RK, Keshari KR, Davies MA, Vander Heiden MG, Hernando E, Mann M, Cantley LC, Pacold ME. Limited Environmental Serine and Glycine Confer Brain Metastasis Sensitivity to PHGDH Inhibition. Cancer Discov 2020; 10:1352-1373. [PMID: 32571778 PMCID: PMC7483776 DOI: 10.1158/2159-8290.cd-19-1228] [Citation(s) in RCA: 134] [Impact Index Per Article: 33.5] [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: 10/22/2019] [Revised: 04/15/2020] [Accepted: 06/17/2020] [Indexed: 12/19/2022]
Abstract
A hallmark of metastasis is the adaptation of tumor cells to new environments. Metabolic constraints imposed by the serine and glycine-limited brain environment restrict metastatic tumor growth. How brain metastases overcome these growth-prohibitive conditions is poorly understood. Here, we demonstrate that 3-phosphoglycerate dehydrogenase (PHGDH), which catalyzes the rate-limiting step of glucose-derived serine synthesis, is a major determinant of brain metastasis in multiple human cancer types and preclinical models. Enhanced serine synthesis proved important for nucleotide production and cell proliferation in highly aggressive brain metastatic cells. In vivo, genetic suppression and pharmacologic inhibition of PHGDH attenuated brain metastasis, but not extracranial tumor growth, and improved overall survival in mice. These results reveal that extracellular amino acid availability determines serine synthesis pathway dependence, and suggest that PHGDH inhibitors may be useful in the treatment of brain metastasis. SIGNIFICANCE: Using proteomics, metabolomics, and multiple brain metastasis models, we demonstrate that the nutrient-limited environment of the brain potentiates brain metastasis susceptibility to serine synthesis inhibition. These findings underscore the importance of studying cancer metabolism in physiologically relevant contexts, and provide a rationale for using PHGDH inhibitors to treat brain metastasis.This article is highlighted in the In This Issue feature, p. 1241.
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Affiliation(s)
- Bryan Ngo
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Eugenie Kim
- Department of Radiation Oncology, Perlmutter Cancer Center and NYU Langone Health, New York, New York
| | - Victoria Osorio-Vasquez
- Department of Radiation Oncology, Perlmutter Cancer Center and NYU Langone Health, New York, New York
| | - Sophia Doll
- Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Sophia Bustraan
- Department of Radiation Oncology, Perlmutter Cancer Center and NYU Langone Health, New York, New York
| | - Roger J Liang
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Alba Luengo
- Koch Institute for Integrative Cancer Research, Cambridge, Massachusetts
- Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Shawn M Davidson
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, New Jersey
| | - Ahmed Ali
- Koch Institute for Integrative Cancer Research, Cambridge, Massachusetts
- Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Gino B Ferraro
- Edwin L. Steele Laboratories, Department of Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Grant M Fischer
- Departments of Translational Molecular Pathology, Melanoma Medical Oncology, Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Roozbeh Eskandari
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Diane S Kang
- Department of Stem Cell Biology and Regenerative Medicine, University of Southern California Norris Comprehensive Cancer Center, Keck School of Medicine, Los Angeles, California
| | - Jing Ni
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, Massachusetts
| | - Ariana Plasger
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | | | - Edward R Kastenhuber
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Sarah Bacha
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Roshan K Sriram
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Benjamin D Stein
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Matija Snuderl
- Department of Pathology, New York University Langone Health, New York, New York
| | - Paolo Cotzia
- Department of Pathology, New York University Langone Health, New York, New York
| | - John H Healey
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York
| | | | - Vipin Suri
- Raze Therapeutics, Cambridge, Massachusetts
| | | | | | - David M Sabatini
- Whitehead Institute for Biomedical Research, Cambridge, Massachusetts
- Howard Hughes Medical Institute, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts
- Broad Institute, Cambridge, Massachusetts
| | - Drew R Jones
- Department of Radiation Oncology, Perlmutter Cancer Center and NYU Langone Health, New York, New York
- Metabolomics Core Resource Laboratory, NYU Langone Health, New York, New York
| | - Min Yu
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jean J Zhao
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, Massachusetts
- Broad Institute, Cambridge, Massachusetts
| | - Rakesh K Jain
- Edwin L. Steele Laboratories, Department of Radiation Oncology, Massachusetts General Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Kayvan R Keshari
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Michael A Davies
- Departments of Translational Molecular Pathology, Melanoma Medical Oncology, Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Matthew G Vander Heiden
- Koch Institute for Integrative Cancer Research, Cambridge, Massachusetts
- Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Broad Institute, Cambridge, Massachusetts
| | - Eva Hernando
- Department of Pathology, New York University Langone Health, New York, New York
| | - Matthias Mann
- Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany
- Faculty of Health and Medical Sciences, NNF Center for Protein Research, University of Copenhagen, Copenhagen, Denmark
| | - Lewis C Cantley
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, New York.
| | - Michael E Pacold
- Department of Radiation Oncology, Perlmutter Cancer Center and NYU Langone Health, New York, New York.
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39
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Schonhoft JD, Zhao JL, Jendrisak A, Carbone EA, Barnett ES, Hullings MA, Gill A, Sutton R, Lee J, Dago AE, Landers M, Bakhoum SF, Wang Y, Gonen M, Dittamore R, Scher HI. Morphology-Predicted Large-Scale Transition Number in Circulating Tumor Cells Identifies a Chromosomal Instability Biomarker Associated with Poor Outcome in Castration-Resistant Prostate Cancer. Cancer Res 2020; 80:4892-4903. [PMID: 32816908 DOI: 10.1158/0008-5472.can-20-1216] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2020] [Revised: 06/29/2020] [Accepted: 08/14/2020] [Indexed: 11/16/2022]
Abstract
Chromosomal instability (CIN) increases a tumor cell's ability to acquire chromosomal alterations, a mechanism by which tumor cells evolve, adapt, and resist therapeutics. We sought to develop a biomarker of CIN in circulating tumor cells (CTC) that are more likely to reflect the genetic diversity of patient's disease than a single-site biopsy and be assessed rapidly so as to inform treatment management decisions in real time. Large-scale transitions (LST) are genomic alterations defined as chromosomal breakages that generate chromosomal gains or losses of greater than or equal to10 Mb. Here we studied the relationship between the number of LST in an individual CTC determined by direct sequencing and morphologic features of the cells. This relationship was then used to develop a computer vision algorithm that utilizes CTC image features to predict the presence of a high (9 or more) versus low (8 or fewer) LST number in a single cell. As LSTs are a primary functional component of homologous recombination deficient cellular phenotypes, the image-based algorithm was studied prospectively on 10,240 CTCs in 367 blood samples obtained from 294 patients with progressing metastatic castration-resistant prostate cancer taken prior to starting a standard-of-care approved therapy. The resultant computer vision-based biomarker of CIN in CTCs in a pretreatment sample strongly associated with poor overall survival times in patients treated with androgen receptor signaling inhibitors and taxanes. SIGNIFICANCE: A rapidly assessable biomarker of chromosomal instability in CTC is associated with poor outcomes when detected in men with progressing mCRPC.
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Affiliation(s)
| | - Jimmy L Zhao
- Genitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.,Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | | | - Emily A Carbone
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Ethan S Barnett
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Melanie A Hullings
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.,Current affiliation: University of Texas Southwestern Simmons Comprehensive Cancer Center, Dallas, Texas
| | | | | | - Jerry Lee
- Epic Sciences, San Diego, California
| | | | | | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York.,Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | | | - Mithat Gonen
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York
| | | | - Howard I Scher
- Genitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York. .,Department of Medicine, Weill Cornell Medical College, New York, New York
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40
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Ngo B, Kim E, Doll S, Bustraan S, Luengo A, Davidson SM, Ali A, Ferraro G, Kang D, Ni J, Liang R, Plasger A, Kastenhuber ER, Eskandari R, Bacha S, Sriram R, Stein BD, Bakhoum SF, Mullarky E, Snuderl M, Mainolfi N, Suri V, Friedman A, Manfredi M, Sabatini DM, Jones D, Yu M, Zhao JJ, Jain RK, Heiden MGV, Mann M, Cantley LC, Pacold ME. Abstract 5712: Nutrient scarcity confers breast cancer brain metastasis sensitivity to serine synthesis pathway inhibition. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-5712] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The metabolic milieu of the brain is severely deprived of nutrients, including the amino acids serine and its catabolite glycine. The metabolic rewiring required for tumor cells to survive in the nutrient-limited environment of the brain and the metabolic vulnerabilities this confers are poorly understood.
Here we demonstrate that cell-intrinsic de novo serine synthesis is a major determinant of triple-negative breast cancer (TNBC) brain metastasis. Whole proteome comparison of TNBC cells that differ in their capacity to colonize the brain reveals that 3-phosphoglycerate dehydrogenase (PHGDH), which catalyzes the rate-limiting step of glucose-derived serine synthesis, is the most significantly upregulated protein in cells that efficiently metastasize to the brain. Expression of catalytically active PHGDH in a non-brain trophic cell line promoted brain metastasis. Furthermore, genetic silencing or pharmacological inhibition of PHGDH attenuated brain metastasis burden in mice.
These findings indicate that nutrient availability determines serine synthesis pathway dependence in brain metastasis, and suggest that PHGDH inhibitors may be useful in the treatment of patients with cancers that have spread to the brain.
Citation Format: Bryan Ngo, Eugenie Kim, Sophia Doll, Sophia Bustraan, Alba Luengo, Shawn M. Davidson, Ahmed Ali, Gino Ferraro, Diane Kang, Jing Ni, Roger Liang, Ariana Plasger, Edward R. Kastenhuber, Roozbeh Eskandari, Sarah Bacha, Roshan Sriram, Benjamin D. Stein, Samuel F. Bakhoum, Edouard Mullarky, Matija Snuderl, Nello Mainolfi, Vipin Suri, Adam Friedman, Mark Manfredi, David M. Sabatini, Drew Jones, Min Yu, Jean J. Zhao, Rakesh K. Jain, Matthew G. Vander Heiden, Matthias Mann, Lewis C. Cantley, Michael E. Pacold. Nutrient scarcity confers breast cancer brain metastasis sensitivity to serine synthesis pathway inhibition [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 5712.
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Affiliation(s)
- Bryan Ngo
- 1Weill Cornell Medicine, New York, NY
| | | | - Sophia Doll
- 3University of Copenhagen, Copenhagen, Denmark
| | | | - Alba Luengo
- 4Massachusetts Institute of Technology, Cambridge, MA
| | | | - Ahmed Ali
- 4Massachusetts Institute of Technology, Cambridge, MA
| | | | - Diane Kang
- 7University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA
| | - Jing Ni
- 2NYU Langone Medical Center, New York, NY
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Drew Jones
- 2NYU Langone Medical Center, New York, NY
| | - Min Yu
- 7University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA
| | | | | | | | - Matthias Mann
- 12Max Planck Institute of Biochemistry, Martinsried, Germany
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41
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Braunstein LZ, Gillespie EF, Hong L, Xu A, Bakhoum SF, Cuaron J, Mueller B, McCormick B, Cahlon O, Powell S, Khan AJ. Breast Radiation Therapy Under COVID-19 Pandemic Resource Constraints-Approaches to Defer or Shorten Treatment From a Comprehensive Cancer Center in the United States. Adv Radiat Oncol 2020; 5:582-588. [PMID: 32292842 PMCID: PMC7118660 DOI: 10.1016/j.adro.2020.03.013] [Citation(s) in RCA: 75] [Impact Index Per Article: 18.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Revised: 03/25/2020] [Accepted: 03/25/2020] [Indexed: 11/18/2022] Open
Abstract
Purpose Breast radiation therapy accounts for a significant proportion of patient volume in contemporary radiation oncology practice. In the setting of anticipated resource constraints and widespread community infection with SARS-CoV-2 during the COVID-19 pandemic, measures for balancing both infectious and oncologic risk among patients and providers must be carefully considered. Here, we present evidence-based guidelines for omitting or abbreviating breast cancer radiation therapy, where appropriate, in an effort to mitigate risk to patients and optimize resource utilization. Methods and Materials Multidisciplinary breast cancer experts at a high-volume comprehensive cancer center convened contingency planning meetings over the early days of the COVID-19 pandemic to review the relevant literature and establish recommendations for the application of hypofractionated and abbreviated breast radiation regimens. Results Substantial evidence exists to support omitting radiation among certain favorable risk subgroups of patients with breast cancer and for abbreviating or accelerating regimens among others. For those who require either whole-breast or postmastectomy radiation, with or without coverage of the regional lymph nodes, a growing body of literature supports various hypofractionated approaches that appear safe and effective. Conclusions In the setting of a public health emergency with the potential to strain critical healthcare resources and place patients at risk of infection, the parsimonious application of breast radiation therapy may alleviate a significant clinical burden without compromising long-term oncologic outcomes. The judicious and personalized use of immature study data may be warranted in the setting of a competing mortality risk from this widespread pandemic.
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Affiliation(s)
- Lior Z. Braunstein
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Corresponding author: Lior Z. Braunstein, MD
| | - Erin F. Gillespie
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Center for Health Policy and Outcomes, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Linda Hong
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Amy Xu
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Samuel F. Bakhoum
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - John Cuaron
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Boris Mueller
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Beryl McCormick
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Oren Cahlon
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Simon Powell
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Atif J. Khan
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
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42
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Abstract
Oncogene-addicted tumors present a valuable target for therapeutic intervention and an opportunity to achieve a wide therapeutic window. Nonetheless, resistance to targeted therapies is frequently observed and it arises through multiple mechanisms, including mutations in the target gene. Chromosomal instability, a defining feature of human cancer, has been linked to targeted therapy resistance, but the mechanism underlying this association is poorly understood. In the current issue of EMBO Molecular Medicine, Salgueiro et al show that chromosomal instability can lead to the generation of alternative oncogenic drivers, thereby providing the ability for cancer cells to overcome the oncogene withdrawal bottleneck. Importantly, this study shows that, by generating de novo genomic diversity, chromosomal instability serves as an adaptive response to therapeutic insult.
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Affiliation(s)
- Daniel Bronder
- Genetics BranchCenter for Cancer ResearchNCI, NIHBethesdaMDUSA
- Division of Cancer SciencesFaculty of Biology, Medicine and HealthUniversity of ManchesterManchesterUK
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis ProgramMemorial Sloan Kettering Cancer CenterNew YorkNYUSA
- Department of Radiation OncologyMemorial Sloan Kettering Cancer CenterNew YorkNYUSA
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43
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Laughney AM, Hu J, Campbell NR, Bakhoum SF, Setty M, Lavallée VP, Xie Y, Masilionis I, Carr AJ, Kottapalli S, Allaj V, Mattar M, Rekhtman N, Xavier JB, Mazutis L, Poirier JT, Rudin CM, Pe'er D, Massagué J. Regenerative lineages and immune-mediated pruning in lung cancer metastasis. Nat Med 2020; 26:259-269. [PMID: 32042191 PMCID: PMC7021003 DOI: 10.1038/s41591-019-0750-6] [Citation(s) in RCA: 216] [Impact Index Per Article: 54.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2019] [Accepted: 12/23/2019] [Indexed: 02/07/2023]
Abstract
Developmental processes underlying normal tissue regeneration have been implicated in cancer, but the degree of their enactment during tumor progression and under the selective pressures of immune surveillance, remain unknown. Here, we show that human primary lung adenocarcinomas are characterized by the emergence of regenerative cell types typically seen in response to lung injury, and by striking infidelity amongst transcription factors specifying most alveolar and bronchial epithelial lineages. In contrast, metastases are enriched for key endoderm and lung-specifying transcription factors, SOX2 and SOX9, and recapitulate more primitive transcriptional programs spanning stem-like to regenerative pulmonary epithelial progenitor states. This developmental continuum mirrors the progressive stages of spontaneous outbreak from metastatic dormancy in a mouse model and exhibits SOX9-dependent resistance to Natural Killer (NK) cells. Loss of developmental stage-specific constraint in macrometastases triggered by NK cell depletion suggests a dynamic interplay between developmental plasticity and immune-mediated pruning during metastasis.
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Affiliation(s)
- Ashley M Laughney
- Cancer Biology and Genetics Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA.,Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA.,Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - Jing Hu
- Cancer Biology and Genetics Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nathaniel R Campbell
- Cancer Biology and Genetics Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Tri-Institutional MD-PhD Program, Weill Cornell/Rockefeller University/Sloan Kettering Institute, New York, NY, USA
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Manu Setty
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Vincent-Philippe Lavallée
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Yubin Xie
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Tri-Institutional Training Program in Computational Biology and Medicine, Weill Cornell/Rockefeller University/Sloan Kettering Institute, New York, NY, USA
| | - Ignas Masilionis
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,The Alan and Sandra Gerry Metastasis and Tumor Ecosystems Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ambrose J Carr
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sanjay Kottapalli
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,The Alan and Sandra Gerry Metastasis and Tumor Ecosystems Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Viola Allaj
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Marissa Mattar
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Natasha Rekhtman
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Joao B Xavier
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Linas Mazutis
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,The Alan and Sandra Gerry Metastasis and Tumor Ecosystems Center, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - John T Poirier
- Perlmutter Cancer Center, New York University Langone Health, New York, NY, USA
| | - Charles M Rudin
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Dana Pe'er
- Computational and Systems Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA. .,Parker Institute for Cancer Immunotherapy, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Joan Massagué
- Cancer Biology and Genetics Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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44
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Affiliation(s)
- Karen Noble
- Research Funding, Cancer Research UK, London, UK
| | | | - Fabrice André
- Department of Medical Oncology, Gustave Roussy Cancer Centre, Université Paris Saclay , Villejuif, France
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sherene Loi
- Translational Breast Cancer Genomics and Therapeutics Laboratory, Peter McCallum Cancer Centre, Melbourne, Australia
| | | | | | - Charles Swanton
- Research Funding, Cancer Research UK, London, UK.
- The Francis Crick Institute, London, UK.
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45
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Abstract
The recognition of DNA as an immune-stimulatory molecule is an evolutionarily conserved mechanism to initiate rapid innate immune responses against microbial pathogens. The cGAS-STING pathway was discovered as an important DNA-sensing machinery in innate immunity and viral defense. Recent advances have now expanded the roles of cGAS-STING to cancer. Highly aggressive, unstable tumors have evolved to co-opt this program to drive tumorigenic behaviors. In this review, we discuss the link between the cGAS-STING DNA-sensing pathway and antitumor immunity as well as cancer progression, genomic instability, the tumor microenvironment, and pharmacologic strategies for cancer therapy. SIGNIFICANCE: The cGAS-STING pathway is an evolutionarily conserved defense mechanism against viral infections. Given its role in activating immune surveillance, it has been assumed that this pathway primarily functions as a tumor suppressor. Yet, mounting evidence now suggests that depending on the context, cGAS-STING signaling can also have tumor and metastasis-promoting functions, and its chronic activation can paradoxically induce an immune-suppressive tumor microenvironment.
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Affiliation(s)
- John Kwon
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York. .,Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
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46
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Abstract
In this issue of Cell, Martincorena et al. and Campbell et al. interrogated the selection dynamics during tumor evolution using large-scale genomics datasets. They found that somatic mutations in cancer are largely neutral, highlighting a near-complete absence of negative selection. Neutral evolution enables tolerance of hypermutation, which defines a surprisingly large fraction of adult cancer.
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Affiliation(s)
- Samuel F Bakhoum
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA
| | - Dan A Landau
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA; Division of Hematology and Medical Oncology, Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065, USA; New York Genome Center, New York, NY 10013, USA.
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47
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Abstract
The cytosolic DNA-sensing cGAS-STING pathway was originally characterized as a key innate immune mediator responsible for the induction of antiviral genes in response to foreign DNA species in the cytosol. Mounting evidence, however, points to a complex role for cGAS and STING in cancer. Two recent reports, by Ranoa et al. (Cancer Research, 2018;https://doi.org/10.1158/0008-5472.CAN-18-1972) and Nassour et al. (Nature 2019;565:659-663), dissect the function of this pathway during the early steps of cellular transformation and shed light on the complexity and context-dependence of cGAS-STING signaling in cancer.
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Affiliation(s)
- Jun Li
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
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48
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D'Ausilio ME, Agrawal A, Karande M, Kolarov T, Kushen J, Lin J, Mandel M, Patel S, Pollard S, Bakhoum SF. Chromosomal Instability Promotes cGAS‐Mediated Cytosolic DNA Response in Metastatic Cancer. FASEB J 2019. [DOI: 10.1096/fasebj.2019.33.1_supplement.lb256] [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] [Indexed: 11/11/2022]
Affiliation(s)
| | | | | | | | | | | | | | | | | | - Samuel F. Bakhoum
- Human Oncology and PathogenesisMemorial Sloan Kettering Cancer CenterNew YorkNY
- Department of Radiation OncologyMemorial Sloan Kettering Cancer CenterNew YorkNY
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49
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Elizalde S, Laughney AM, Bakhoum SF. A Markov chain for numerical chromosomal instability in clonally expanding populations. PLoS Comput Biol 2018; 14:e1006447. [PMID: 30204765 PMCID: PMC6150543 DOI: 10.1371/journal.pcbi.1006447] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2017] [Revised: 09/21/2018] [Accepted: 08/18/2018] [Indexed: 01/17/2023] Open
Abstract
Cancer cells frequently undergo chromosome missegregation events during mitosis, whereby the copies of a given chromosome are not distributed evenly among the two daughter cells, thus creating cells with heterogeneous karyotypes. A stochastic model tracing cellular karyotypes derived from clonal populations over hundreds of generations was recently developed and experimentally validated, and it was capable of predicting favorable karyotypes frequently observed in cancer. Here, we construct and study a Markov chain that precisely describes karyotypic evolution during clonally expanding cancer cell populations. The Markov chain allows us to directly predict the distribution of karyotypes and the expected size of the tumor after many cell divisions without resorting to computationally expensive simulations. We determine the limiting karyotype distribution of an evolving tumor population, and quantify its dependency on several key parameters including the initial karyotype of the founder cell, the rate of whole chromosome missegregation, and chromosome-specific cell viability. Using this model, we confirm the existence of an optimal rate of chromosome missegregation probabilities that maximizes karyotypic heterogeneity, while minimizing the occurrence of nullisomy. Interestingly, karyotypic heterogeneity is significantly more dependent on chromosome missegregation probabilities rather than the number of cell divisions, so that maximal heterogeneity can be reached rapidly (within a few hundred generations of cell division) at chromosome missegregation rates commonly observed in cancer cell lines. Conversely, at low missegregation rates, heterogeneity is constrained even after thousands of cell division events. This leads us to conclude that chromosome copy number heterogeneity is primarily constrained by chromosome missegregation rates and the risk for nullisomy and less so by the age of the tumor. This model enables direct integration of karyotype information into existing models of tumor evolution based on somatic mutations. Chromosomal instability (CIN) is a hallmark of cancer and it results from persistent chromosome segregation errors during cell division. CIN has been shown to play a key role in drug resistance and tumor metastasis. While our understanding of CIN on the cellular level has grown over the past decade, our ability to predict the behavior of tumors containing billions of cells remains limited due to the paucity of adequate mathematical models. Here, we develop a Markov-chain model that is capable of providing exact solutions for long-term chromosome copy number distributions during tumor growth. Using this model we confirm the presence of optimal chromosome missegregation rates that balance genomic heterogeneity required for tumor evolution and survival. Interestingly, we show that chromosome copy number heterogeneity is primarily influenced by the rate of chromosome segregation errors rather than the age of the tumor. At chromosome missegregation rates frequently observed in cancer, tumors can acquire maximal genomic heterogeneity after a few hundred cell divisions. This model enables the integration of selection imparted by CIN into existing models of tumor evolution based on somatic mutations to explore their mutual effects.
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Affiliation(s)
- Sergi Elizalde
- Department of Mathematics, Dartmouth College, Hanover, New Hampshire, United States of America
- * E-mail:
| | - Ashley M. Laughney
- Cancer Biology and Genetics, Memorial Sloan Kettering Cancer Center, New York, New York, United States of America
| | - Samuel F. Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York, United States of America
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York, United States of America
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50
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Bakhoum SF, Cantley LC. The Multifaceted Role of Chromosomal Instability in Cancer and Its Microenvironment. Cell 2018; 174:1347-1360. [PMID: 30193109 PMCID: PMC6136429 DOI: 10.1016/j.cell.2018.08.027] [Citation(s) in RCA: 364] [Impact Index Per Article: 60.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2018] [Revised: 08/03/2018] [Accepted: 08/13/2018] [Indexed: 02/07/2023]
Abstract
Chromosomal instability (CIN) is a hallmark of human cancer, and it is associated with poor prognosis, metastasis, and therapeutic resistance. CIN results from errors in chromosome segregation during mitosis, leading to structural and numerical chromosomal abnormalities. In addition to generating genomic heterogeneity that acts as a substrate for natural selection, CIN promotes inflammatory signaling by introducing double-stranded DNA into the cytosol, engaging the cGAS-STING anti-viral pathway. These multipronged effects distinguish CIN as a central driver of tumor evolution and as a genomic source for the crosstalk between the tumor and its microenvironment, in the course of immune editing and evasion.
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Affiliation(s)
- Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
| | - Lewis C Cantley
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA
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