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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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Li Y, Teteloshvili N, Tan S, Rao S, Han A, Yang YG, Creusot RJ. Humanized Mice Reveal New Insights Into the Thymic Selection of Human Autoreactive CD8 + T Cells. Front Immunol 2019; 10:63. [PMID: 30778347 PMCID: PMC6369192 DOI: 10.3389/fimmu.2019.00063] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [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: 11/10/2018] [Accepted: 01/11/2019] [Indexed: 11/13/2022] Open
Abstract
Thymic selection constitutes the first checkpoint in T-cell development to purge autoreactive T cells. Most of our understanding of this process comes from animal models because of the challenges of studying thymopoiesis and how T cell receptor (TCR) specificity impacts thymocyte phenotype in humans. We developed a humanized mouse model involving the introduction of autoreactive TCRs and cognate autoantigens that enables the analysis of selection of human T cells in human thymic tissue in vivo. Here, we describe the thymic development of MART1-specific autoreactive CD8+ T cells that normally escape deletion and how their phenotype and survival are affected by introduction of the missing epitope in the hematopoietic lineage. Expression of the epitope in a fraction of hematopoietic cells, including all major types of antigen-presenting cells (APCs), led to profound yet incomplete deletion of these T cells. Upregulation of PD-1 upon antigen encounter occurred through the different stages of thymocyte development. PD-1 and CCR7 expression were mutually exclusive in both transgenic and non-transgenic thymocytes, challenging the view that CCR7 is necessary for negative selection in humans. In the presence of antigen, MART1-reactive T cells down-regulated TCR, CD3, CD8, and CD4 in the thymus and periphery. Moreover, expression of secondary TCRs influences MHC class I-restricted T cells to develop as CD4+, particularly regulatory T cells. This new model constitutes a valuable tool to better understand the development of autoreactive T cells identified in different human autoimmune diseases and the role of different APC subsets in their selection.
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Affiliation(s)
- Yang Li
- The First Hospital of Jilin University, Changchun, China.,International Center of Future Science, Jilin University, Changchun, China.,Columbia Center for Translational Immunology and Department of Medicine, Columbia University Medical Center, New York, NY, United States
| | - Nato Teteloshvili
- Columbia Center for Translational Immunology and Department of Medicine, Columbia University Medical Center, New York, NY, United States.,Naomi Berrie Diabetes Center, Columbia University Medical Center, New York, NY, United States
| | - Shulian Tan
- The First Hospital of Jilin University, Changchun, China.,International Center of Future Science, Jilin University, Changchun, China.,Columbia Center for Translational Immunology and Department of Medicine, Columbia University Medical Center, New York, NY, United States
| | - Samhita Rao
- Columbia Center for Translational Immunology and Department of Medicine, Columbia University Medical Center, New York, NY, United States.,Department of Microbiology and Immunology, Columbia University Medical Center, New York, NY, United States
| | - Arnold Han
- Columbia Center for Translational Immunology and Department of Medicine, Columbia University Medical Center, New York, NY, United States.,Department of Microbiology and Immunology, Columbia University Medical Center, New York, NY, United States
| | - Yong-Guang Yang
- The First Hospital of Jilin University, Changchun, China.,International Center of Future Science, Jilin University, Changchun, China.,Columbia Center for Translational Immunology and Department of Medicine, Columbia University Medical Center, New York, NY, United States
| | - Rémi J Creusot
- Columbia Center for Translational Immunology and Department of Medicine, Columbia University Medical Center, New York, NY, United States.,Naomi Berrie Diabetes Center, Columbia University Medical Center, New York, NY, United States
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