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Sakai M, Masuda Y, Tarumoto Y, Aihara N, Tsunoda Y, Iwata M, Kamiya Y, Komorizono R, Noda T, Yusa K, Tomonaga K, Makino A. Genome-scale CRISPR-Cas9 screen identifies host factors as potential therapeutic targets for SARS-CoV-2 infection. iScience 2024; 27:110475. [PMID: 39100693 PMCID: PMC11295705 DOI: 10.1016/j.isci.2024.110475] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 05/01/2024] [Accepted: 07/05/2024] [Indexed: 08/06/2024] Open
Abstract
Although many host factors important for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection have been reported, the mechanisms by which the virus interacts with host cells remain elusive. Here, we identified tripartite motif containing (TRIM) 28, TRIM33, euchromatic histone lysine methyltransferase (EHMT) 1, and EHMT2 as proviral factors involved in SARS-CoV-2 infection by CRISPR-Cas9 screening. Our result suggested that TRIM28 may play a role in viral particle formation and that TRIM33, EHMT1, and EHMT2 may be involved in viral transcription and replication. UNC0642, a compound that specifically inhibits the methyltransferase activity of EHMT1/2, strikingly suppressed SARS-CoV-2 growth in cultured cells and reduced disease severity in a hamster infection model. This study suggests that EHMT1/2 may be a therapeutic target for SARS-CoV-2 infection.
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Affiliation(s)
- Madoka Sakai
- Laboratory of RNA Viruses, Department of Virus Research, Institute for Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan
| | - Yoshie Masuda
- Laboratory of Stem Cell Genetics, Department of Biosystems Science, Institute for Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan
| | - Yusuke Tarumoto
- Laboratory of Stem Cell Genetics, Department of Biosystems Science, Institute for Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan
| | - Naoyuki Aihara
- Laboratory of Veterinary Pathology, Azabu University, Kanagawa 2520206, Japan
| | - Yugo Tsunoda
- Laboratory of Ultrastructural Virology, Department of Virus Research, Institute for Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan
- Laboratory of Ultrastructural Virology, Graduate School of Biostudies, Kyoto University, Kyoto 6068507, Japan
- CREST, Japan Science and Technology Agency, Saitama 1020076, Japan
| | - Michiko Iwata
- Laboratory of RNA Viruses, Department of Virus Research, Institute for Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan
| | - Yumiko Kamiya
- Laboratory of Veterinary Pathology, Azabu University, Kanagawa 2520206, Japan
| | - Ryo Komorizono
- Laboratory of RNA Viruses, Department of Virus Research, Institute for Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan
| | - Takeshi Noda
- Laboratory of Ultrastructural Virology, Department of Virus Research, Institute for Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan
- Laboratory of Ultrastructural Virology, Graduate School of Biostudies, Kyoto University, Kyoto 6068507, Japan
- CREST, Japan Science and Technology Agency, Saitama 1020076, Japan
| | - Kosuke Yusa
- Laboratory of Stem Cell Genetics, Department of Biosystems Science, Institute for Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan
| | - Keizo Tomonaga
- Laboratory of RNA Viruses, Department of Virus Research, Institute for Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan
- Laboratory of RNA Viruses, Department of Mammalian Regulatory Network, Graduate School of Biostudies, Kyoto University, Kyoto 6068507, Japan
- Department of Molecular Virology, Graduate School of Medicine, Kyoto University, Kyoto 6068507, Japan
| | - Akiko Makino
- Laboratory of RNA Viruses, Department of Virus Research, Institute for Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan
- Laboratory of RNA Viruses, Department of Mammalian Regulatory Network, Graduate School of Biostudies, Kyoto University, Kyoto 6068507, Japan
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2
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Takaki EO, Kiyono K, Obuchi Y, Yamauchi T, Watanabe T, Matsumoto H, Karimine M, Kuniyoshi Y, Nishikori S, Yokoyama F, Nishimori H, Nabeshima H, Nakamura K. A PDE3A-SLFN12 Molecular Glue Exhibits Significant Antitumor Activity in TKI-Resistant Gastrointestinal Stromal Tumors. Clin Cancer Res 2024; 30:3603-3621. [PMID: 38864850 PMCID: PMC11325149 DOI: 10.1158/1078-0432.ccr-24-0096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 04/09/2024] [Accepted: 06/06/2024] [Indexed: 06/13/2024]
Abstract
PURPOSE Gastrointestinal stromal tumor (GIST), the most common mesenchymal tumor with KIT or PDGFRA driver mutations, is typically treated with tyrosine kinase inhibitors (TKI). However, resistance to TKIs due to secondary mutations is a common challenge in advanced GISTs. In addition, there are currently no effective therapies for several other molecular subtypes, such as succinate dehydrogenase-deficient GISTs. Therefore, novel therapeutic strategies are needed. EXPERIMENTAL DESIGN To address this need, we tested the efficacy of a novel non-TKI compound, OPB-171775, using patient-derived xenograft models of GISTs. In parallel, we sought to elucidate the mechanism of action of the compound. RESULTS Our study revealed that OPB-171775 exhibited significant efficacy against GISTs regardless of their KIT mutation status by inducing complex formation between phosphodiesterase 3A (PDE3A) and Schlafen family member 12 (SLFN12), which are highly expressed in GISTs, leading to SLFN12 RNase-mediated cell death. Furthermore, we identified the activation of general control non-derepressible 2 and its downstream response as an effector pathway of SLFN12 in mediating anticancer activity and revealed potential pharmacodynamic markers. CONCLUSIONS These findings suggest that OPB-171775, with its significant efficacy, could potentially serve as a novel and effective treatment option for advanced GISTs, particularly those resistant to TKIs.
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Affiliation(s)
- Emiri O. Takaki
- Department of Medical Innovations, Osaka Research Center for Drug Discovery, Otsuka Pharmaceutical Co., Ltd., Minoh, Japan.
| | - Kunihiko Kiyono
- Fujii Memorial Research Institute, Otsuka Pharmaceutical Co., Ltd., Otsu, Japan.
| | - Yutaka Obuchi
- Department of Medical Innovations, Osaka Research Center for Drug Discovery, Otsuka Pharmaceutical Co., Ltd., Minoh, Japan.
| | - Takeshi Yamauchi
- Fujii Memorial Research Institute, Otsuka Pharmaceutical Co., Ltd., Otsu, Japan.
| | - Takashi Watanabe
- Department of Drug Modality Development, Osaka Research Center for Drug Discovery, Otsuka Pharmaceutical Co., Ltd., Minoh, Japan.
| | - Hideki Matsumoto
- Department of Drug Modality Development, Osaka Research Center for Drug Discovery, Otsuka Pharmaceutical Co., Ltd., Minoh, Japan.
| | - Miho Karimine
- Department of Medical Innovations, Osaka Research Center for Drug Discovery, Otsuka Pharmaceutical Co., Ltd., Minoh, Japan.
| | - Yuki Kuniyoshi
- Office of Bioinformatics, Department of Drug Discovery Strategy, Osaka Research Center for Drug Discovery, Otsuka Pharmaceutical Co., Ltd., Minoh, Japan.
| | - Shingo Nishikori
- Department of Drug Modality Development, Osaka Research Center for Drug Discovery, Otsuka Pharmaceutical Co., Ltd., Minoh, Japan.
| | - Fumiharu Yokoyama
- Fujii Memorial Research Institute, Otsuka Pharmaceutical Co., Ltd., Otsu, Japan.
| | - Hikaru Nishimori
- Department of Drug Modality Development, Osaka Research Center for Drug Discovery, Otsuka Pharmaceutical Co., Ltd., Minoh, Japan.
| | - Hiroshi Nabeshima
- Department of Medical Innovations, Osaka Research Center for Drug Discovery, Otsuka Pharmaceutical Co., Ltd., Minoh, Japan.
| | - Kazuhide Nakamura
- Department of Medical Innovations, Osaka Research Center for Drug Discovery, Otsuka Pharmaceutical Co., Ltd., Minoh, Japan.
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3
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Chang H, Li M, Zhang L, Li M, Ong SH, Zhang Z, Zheng J, Xu X, Zhang Y, Wang J, Liu X, Li K, Luo Y, Wang H, Miao Z, Chen X, Zha J, Yu Y. Loss of histone deubiquitinase Bap1 triggers anti-tumor immunity. Cell Oncol (Dordr) 2024:10.1007/s13402-024-00978-y. [PMID: 39141316 DOI: 10.1007/s13402-024-00978-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/26/2024] [Indexed: 08/15/2024] Open
Abstract
PURPOSE Immunotherapy using PD-L1 blockade is effective in only a small group of cancer patients, and resistance is common. This emphasizes the importance of understanding the mechanisms of cancer immune evasion and resistance. METHODS A genome-scale CRISPR-Cas9 screen identified Bap1 as a regulator of PD-L1 expression. To measure tumor size and survival, tumor cells were subcutaneously injected into both syngeneic WT mice and immunocompromised mice. The phenotypic and transcriptional characteristics of Bap1-deleted tumors were examined using flow cytometry, RNA-seq, and CUT&Tag-seq analysis. RESULTS We found that loss of histone deubiquitinase Bap1 in cancer cells activates a cDC1-CD8+ T cell-dependent anti-tumor immunity. The absence of Bap1 leads to an increase in genes associated with anti-tumor immune response and a decrease in genes related to immune evasion. As a result, the tumor microenvironment becomes inflamed, with more cDC1 cells and effector CD8+ T cells, but fewer neutrophils and regulatory T cells. We also found that the elimination of Bap1-deleted tumors depends on the tumor MHCI molecule and Fas-mediated CD8+ T cell cytotoxicity. Our analysis of TCGA data further supports these findings, showing a reverse correlation between BAP1 expression and mRNA signatures of activated DCs and T-cell cytotoxicity in various human cancers. CONCLUSION The histone deubiquitinase Bap1 could be used as a biomarker for tumor stratification and as a potential therapeutic target for cancer immunotherapies.
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Affiliation(s)
- Hong Chang
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Mingxia Li
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Linlin Zhang
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Meng Li
- Wellcome Sanger Institute, Hinxton, Cambridge, CB10 1HH, UK
| | - Swee Hoe Ong
- Wellcome Sanger Institute, Hinxton, Cambridge, CB10 1HH, UK
| | - Zhiwei Zhang
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Jie Zheng
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Xiang Xu
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Yu Zhang
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Jing Wang
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Xingjie Liu
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Kairui Li
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Yao Luo
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Haiyun Wang
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China
| | - Zhichao Miao
- Translational Research Institute of Brain and Brain-Like Intelligence, Department of Anesthesiology, Shanghai Fourth People's Hospital Affiliated to Tongji University School of Medicine, Shanghai, 200081, China
- GMU-GIBH Joint School of Life Sciences, The Guangdong-Hong Kong-Macau Joint Laboratory for Cell Fate Regulation and Diseases, Guangzhou Laboratory, Guangzhou Medical University, Guangzhou, China
| | - Xi Chen
- Department of Biology, Southern University of Science and Technology, 1088 Xueyuan Avenue, Shenzhen, 518055, China
| | - Jie Zha
- Department of Hematology, The First Affiliated Hospital of Xiamen University and Institute of Hematology, School of Medicine, Xiamen University, Xiamen, China.
- Key Laboratory of Xiamen for Diagnosis and Treatment of Hematological Malignancy, Xiamen, China.
| | - Yong Yu
- Department of Hematology, Tongji Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai, 200092, China.
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Joglekar T, Chin A, Voskanian-Kordi A, Baek S, Raja A, Rege A, Huang W, Kane M, Laiho M, Webb TR, Fan X, Rubenstein M, Bieberich CJ, Li X. Deep PIM kinase substrate profiling reveals new rational cotherapeutic strategies for acute myeloid leukemia. Blood Adv 2024; 8:3880-3892. [PMID: 38739710 PMCID: PMC11321302 DOI: 10.1182/bloodadvances.2022008144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 03/05/2024] [Accepted: 04/15/2024] [Indexed: 05/16/2024] Open
Abstract
ABSTRACT Provirus integration site for Moloney murine leukemia virus (PIM) family serine/threonine kinases perform protumorigenic functions in hematologic malignancies and solid tumors by phosphorylating substrates involved in tumor metabolism, cell survival, metastasis, inflammation, and immune cell invasion. However, a comprehensive understanding of PIM kinase functions is currently lacking. Multiple small-molecule PIM kinase inhibitors are currently being evaluated as cotherapeutics in patients with cancer. To further illuminate PIM kinase functions in cancer, we deeply profiled PIM1 substrates using the reverse in-gel kinase assay to identify downstream cellular processes targetable with small molecules. Pathway analyses of putative PIM substrates nominated RNA splicing and ribosomal RNA (rRNA) processing as PIM-regulated cellular processes. PIM inhibition elicited reproducible splicing changes in PIM-inhibitor-responsive acute myeloid leukemia (AML) cell lines. PIM inhibitors synergized with splicing modulators targeting splicing factor 3b subunit 1 (SF3B1) and serine-arginine protein kinase 1 (SRPK1) to kill AML cells. PIM inhibition also altered rRNA processing, and PIM inhibitors synergized with an RNA polymerase I inhibitor to kill AML cells and block AML tumor growth. These data demonstrate that deep kinase substrate knowledge can illuminate unappreciated kinase functions, nominating synergistic cotherapeutic strategies. This approach may expand the cotherapeutic armamentarium to overcome kinase inhibitor-resistant disease that limits durable responses in malignant disease.
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Affiliation(s)
- Tejashree Joglekar
- Department of Biological Sciences, University of Maryland, Baltimore County, Baltimore, MD
| | - Alexander Chin
- Department of Biological Sciences, University of Maryland, Baltimore County, Baltimore, MD
| | - Alin Voskanian-Kordi
- Department of Biological Sciences, University of Maryland, Baltimore County, Baltimore, MD
| | - Seungchul Baek
- Department of Mathematics and Statistics, University of Maryland, Baltimore County, Baltimore, MD
| | - Azim Raja
- Department of Biological Sciences, University of Maryland, Baltimore County, Baltimore, MD
| | - Apurv Rege
- Department of Biological Sciences, University of Maryland, Baltimore County, Baltimore, MD
| | - Weiliang Huang
- Department of Pharmaceutical Sciences, University of Maryland, Baltimore, Baltimore, MD
| | - Maureen Kane
- Department of Pharmaceutical Sciences, University of Maryland, Baltimore, Baltimore, MD
| | - Marikki Laiho
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University School of Medicine, Baltimore, MD
| | | | - Xiaoxuan Fan
- Department of Microbiology and Immunology, University of Maryland Baltimore School of Medicine, Baltimore, MD
- University of Maryland Marlene and Stewart Greenebaum Comprehensive Cancer Center, Baltimore, MD
| | - Michael Rubenstein
- Department of Biological Sciences, University of Maryland, Baltimore County, Baltimore, MD
| | - Charles J. Bieberich
- Department of Biological Sciences, University of Maryland, Baltimore County, Baltimore, MD
- Department of Microbiology and Immunology, University of Maryland Baltimore School of Medicine, Baltimore, MD
| | - Xiang Li
- Department of Biological Sciences, University of Maryland, Baltimore County, Baltimore, MD
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5
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Barrero M, Lazarenkov A, Blanco E, Palma LG, López-Rubio AV, Bauer M, Bigas A, Di Croce L, Sardina JL, Payer B. The interferon γ pathway enhances pluripotency and X-chromosome reactivation in iPSC reprogramming. SCIENCE ADVANCES 2024; 10:eadj8862. [PMID: 39110794 PMCID: PMC11305397 DOI: 10.1126/sciadv.adj8862] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Accepted: 06/28/2024] [Indexed: 08/10/2024]
Abstract
Reprogramming somatic cells into induced pluripotent stem cells (iPSCs) requires activation of the pluripotency network and resetting of the epigenome by erasing the epigenetic memory of the somatic state. In female mouse cells, a critical epigenetic reprogramming step is the reactivation of the inactive X chromosome. Despite its importance, a systematic understanding of the regulatory networks linking pluripotency and X-reactivation is missing. Here, we reveal important pathways for pluripotency acquisition and X-reactivation using a genome-wide CRISPR screen during neural precursor to iPSC reprogramming. In particular, we discover that activation of the interferon γ (IFNγ) pathway early during reprogramming accelerates pluripotency acquisition and X-reactivation. IFNγ stimulates STAT3 signaling and the pluripotency network and leads to enhanced TET-mediated DNA demethylation, which consequently boosts X-reactivation. We therefore gain a mechanistic understanding of the role of IFNγ in reprogramming and X-reactivation and provide a comprehensive resource of the molecular networks involved in these processes.
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Affiliation(s)
- Mercedes Barrero
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Spain
| | | | - Enrique Blanco
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Spain
| | - Luis G. Palma
- Josep Carreras Leukemia Research Institute (IJC), Badalona 08916, Spain
- Institut Hospital del Mar d’Investigacions Mèdiques, CIBERONC, Barcelona 08003, Spain
| | | | - Moritz Bauer
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Spain
| | - Anna Bigas
- Josep Carreras Leukemia Research Institute (IJC), Badalona 08916, Spain
- Institut Hospital del Mar d’Investigacions Mèdiques, CIBERONC, Barcelona 08003, Spain
| | - Luciano Di Croce
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Spain
- Universitat Pompeu Fabra (UPF), Barcelona 08003, Spain
- ICREA, Passeig Lluís Companys 23, Barcelona 08010, Spain
| | - José Luis Sardina
- Josep Carreras Leukemia Research Institute (IJC), Badalona 08916, Spain
| | - Bernhard Payer
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Spain
- Universitat Pompeu Fabra (UPF), Barcelona 08003, Spain
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6
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Danac JMC, Matthews RE, Gungi A, Qin C, Parsons H, Antrobus R, Timms RT, Tchasovnikarova IA. Competition between two HUSH complexes orchestrates the immune response to retroelement invasion. Mol Cell 2024; 84:2870-2881.e5. [PMID: 39013473 DOI: 10.1016/j.molcel.2024.06.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Revised: 05/31/2024] [Accepted: 06/20/2024] [Indexed: 07/18/2024]
Abstract
The human silencing hub (HUSH) preserves genome integrity through the epigenetic repression of invasive genetic elements. However, despite our understanding of HUSH as an obligate complex of three subunits, only loss of MPP8 or Periphilin, but not TASOR, triggers interferon signaling following derepression of endogenous retroelements. Here, we resolve this paradox by characterizing a second HUSH complex that shares MPP8 and Periphilin but assembles around TASOR2, an uncharacterized paralog of TASOR. Whereas HUSH represses LINE-1 retroelements marked by the repressive histone modification H3K9me3, HUSH2 is recruited by the transcription factor IRF2 to repress interferon-stimulated genes. Mechanistically, HUSH-mediated retroelement silencing sequesters the limited pool of the shared subunits MPP8 and Periphilin, preventing TASOR2 from forming HUSH2 complexes and hence relieving the HUSH2-mediated repression of interferon-stimulated genes. Thus, competition between two HUSH complexes intertwines retroelement silencing with the induction of an immune response, coupling epigenetic and immune aspects of genome defense.
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Affiliation(s)
- Joshua Miguel C Danac
- The Gurdon Institute, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK; Department of Biochemistry, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK
| | - Rachael E Matthews
- The Gurdon Institute, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK; Department of Biochemistry, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK
| | - Akhila Gungi
- The Gurdon Institute, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK; Department of Biochemistry, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK
| | - Chuyan Qin
- The Gurdon Institute, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK; Department of Biochemistry, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK
| | - Harriet Parsons
- Department of Medicine, Cambridge Institute for Medical Research, Addenbrooke's Hospital, Hills Road, Cambridge CB2 0XY, UK
| | - Robin Antrobus
- Department of Medicine, Cambridge Institute for Medical Research, Addenbrooke's Hospital, Hills Road, Cambridge CB2 0XY, UK
| | - Richard T Timms
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge CB2 0AW, UK
| | - Iva A Tchasovnikarova
- The Gurdon Institute, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK; Department of Biochemistry, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK.
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7
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Vinceti A, Iannuzzi RM, Boyle I, Trastulla L, Campbell CD, Vazquez F, Dempster JM, Iorio F. A benchmark of computational methods for correcting biases of established and unknown origin in CRISPR-Cas9 screening data. Genome Biol 2024; 25:192. [PMID: 39030569 PMCID: PMC11264729 DOI: 10.1186/s13059-024-03336-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 07/10/2024] [Indexed: 07/21/2024] Open
Abstract
BACKGROUND CRISPR-Cas9 dropout screens are formidable tools for investigating biology with unprecedented precision and scale. However, biases in data lead to potential confounding effects on interpretation and compromise overall quality. The activity of Cas9 is influenced by structural features of the target site, including copy number amplifications (CN bias). More worryingly, proximal targeted loci tend to generate similar gene-independent responses to CRISPR-Cas9 targeting (proximity bias), possibly due to Cas9-induced whole chromosome-arm truncations or other genomic structural features and different chromatin accessibility levels. RESULTS We benchmarked eight computational methods, rigorously evaluating their ability to reduce both CN and proximity bias in the two largest publicly available cell-line-based CRISPR-Cas9 screens to date. We also evaluated the capability of each method to preserve data quality and heterogeneity by assessing the extent to which the processed data allows accurate detection of true positive essential genes, established oncogenetic addictions, and known/novel biomarkers of cancer dependency. Our analysis sheds light on the ability of each method to correct biases under different scenarios. AC-Chronos outperforms other methods in correcting both CN and proximity biases when jointly processing multiple screens of models with available CN information, whereas CRISPRcleanR is the top performing method for individual screens or when CN information is not available. In addition, Chronos and AC-Chronos yield a final dataset better able to recapitulate known sets of essential and non-essential genes. CONCLUSIONS Overall, our investigation provides guidance for the selection of the most appropriate bias-correction method, based on its strengths, weaknesses and experimental settings.
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Affiliation(s)
| | | | | | - Lucia Trastulla
- Computational Biology Research Centre, Human Technopole, Milan, Italy
| | | | | | | | - Francesco Iorio
- Computational Biology Research Centre, Human Technopole, Milan, Italy.
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8
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Zhou H, Ye P, Xiong W, Duan X, Jing S, He Y, Zeng Z, Wei Y, Ye Q. Genome-scale CRISPR-Cas9 screening in stem cells: theories, applications and challenges. Stem Cell Res Ther 2024; 15:218. [PMID: 39026343 PMCID: PMC11264826 DOI: 10.1186/s13287-024-03831-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Accepted: 07/02/2024] [Indexed: 07/20/2024] Open
Abstract
Due to the rapid development of stem cell technology, there have been tremendous advances in molecular biological and pathological research, cell therapy as well as organoid technologies over the past decades. Advances in genome editing technology, particularly the discovery of clustered regularly interspaced short palindromic repeats (CRISPR) and CRISPR-related protein 9 (Cas9), have further facilitated the rapid development of stem cell researches. The CRISPR-Cas9 technology now goes beyond creating single gene editing to enable the inhibition or activation of endogenous gene loci by fusing inhibitory (CRISPRi) or activating (CRISPRa) domains with deactivated Cas9 proteins (dCas9). These tools have been utilized in genome-scale CRISPRi/a screen to recognize hereditary modifiers that are synergistic or opposing to malady mutations in an orderly and fair manner, thereby identifying illness mechanisms and discovering novel restorative targets to accelerate medicinal discovery investigation. However, the application of this technique is still relatively rare in stem cell research. There are numerous specialized challenges in applying large-scale useful genomics approaches to differentiated stem cell populations. Here, we present the first comprehensive review on CRISPR-based functional genomics screening in the field of stem cells, as well as practical considerations implemented in a range of scenarios, and exploration of the insights of CRISPR-based screen into cell fates, disease mechanisms and cell treatments in stem cell models. This review will broadly benefit scientists, engineers and medical practitioners in the areas of stem cell research.
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Affiliation(s)
- Heng Zhou
- Center of Regenerative Medicine and Department of Stomatology, Renmin Hospital of Wuhan University, Wuhan, 430060, People's Republic of China
| | - Peng Ye
- Department of Pharmacy, Renmin Hospital of Wuhan University, Wuhan, 430060, People's Republic of China
| | - Wei Xiong
- Center of Regenerative Medicine and Department of Stomatology, Renmin Hospital of Wuhan University, Wuhan, 430060, People's Republic of China
| | - Xingxiang Duan
- Center of Regenerative Medicine and Department of Stomatology, Renmin Hospital of Wuhan University, Wuhan, 430060, People's Republic of China
| | - Shuili Jing
- Center of Regenerative Medicine and Department of Stomatology, Renmin Hospital of Wuhan University, Wuhan, 430060, People's Republic of China
| | - Yan He
- Institute of Regenerative and Translational Medicine, Tianyou Hospital of Wuhan University of Science and Technology, Wuhan, 430064, Hubei, People's Republic of China
- Department of Oral and Maxillofacial Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Zhi Zeng
- Department of Pathology, Renmin Hospital of Wuhan University, Wuhan, 430060, People's Republic of China.
| | - Yen Wei
- The Key Laboratory of Bioorganic Phosphorus Chemistry and Chemical Biology (Ministry of Education), Department of Chemistry, Tsinghua University, Beijing, 100084, People's Republic of China.
| | - Qingsong Ye
- Center of Regenerative Medicine and Department of Stomatology, Renmin Hospital of Wuhan University, Wuhan, 430060, People's Republic of China.
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9
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Verdys P, Rey Barroso J, Girel A, Vermeil J, Bergert M, Sanchez T, Métais A, Mangeat T, Bellard E, Bigot C, Astarie-Dequeker C, Labrousse A, Girard JP, Maridonneau-Parini I, Vérollet C, Lagarrigue F, Diz-Muñoz A, Heuvingh J, Piel M, du Roure O, Le Cabec V, Carréno S, Poincloux R. Ezrin, radixin, and moesin are dispensable for macrophage migration and cellular cortex mechanics. EMBO J 2024:10.1038/s44318-024-00173-7. [PMID: 39026000 DOI: 10.1038/s44318-024-00173-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Revised: 06/17/2024] [Accepted: 07/01/2024] [Indexed: 07/20/2024] Open
Abstract
The cellular cortex provides crucial mechanical support and plays critical roles during cell division and migration. The proteins of the ERM family, comprised of ezrin, radixin, and moesin, are central to these processes by linking the plasma membrane to the actin cytoskeleton. To investigate the contributions of the ERM proteins to leukocyte migration, we generated single and triple ERM knockout macrophages. Surprisingly, we found that even in the absence of ERM proteins, macrophages still form the different actin structures promoting cell migration, such as filopodia, lamellipodia, podosomes, and ruffles. Furthermore, we discovered that, unlike every other cell type previously investigated, the single or triple knockout of ERM proteins does not affect macrophage migration in diverse contexts. Finally, we demonstrated that the loss of ERMs in macrophages does not affect the mechanical properties of their cortex. These findings challenge the notion that ERMs are universally essential for cortex mechanics and cell migration and support the notion that the macrophage cortex may have diverged from that of other cells to allow for their uniquely adaptive cortical plasticity.
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Affiliation(s)
- Perrine Verdys
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
- Institut de Recherche en Immunologie et en Cancérologie (IRIC), Université de Montréal, Montréal, Canada
| | - Javier Rey Barroso
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
| | - Adeline Girel
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
| | - Joseph Vermeil
- PMMH, ESPCI Paris, PSL University, CNRS, Université Paris Cité, Sorbonne Université, Paris, France
| | - Martin Bergert
- Cell Biology and Biophysics Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Thibaut Sanchez
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
| | - Arnaud Métais
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
| | - Thomas Mangeat
- LITC Core Facility, Centre de Biologie Intégrative, Université de Toulouse, CNRS, UPS, 31062, Toulouse, France
| | - Elisabeth Bellard
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer, Paris, France
| | - Claire Bigot
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
| | - Catherine Astarie-Dequeker
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
| | - Arnaud Labrousse
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
| | - Jean-Philippe Girard
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer, Paris, France
| | - Isabelle Maridonneau-Parini
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
| | - Christel Vérollet
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
| | - Frédéric Lagarrigue
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France
| | - Alba Diz-Muñoz
- Cell Biology and Biophysics Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Julien Heuvingh
- PMMH, ESPCI Paris, PSL University, CNRS, Université Paris Cité, Sorbonne Université, Paris, France
| | - Matthieu Piel
- Institut Curie and Institut Pierre Gilles de Gennes, PSL University, CNRS, Paris, France
| | - Olivia du Roure
- PMMH, ESPCI Paris, PSL University, CNRS, Université Paris Cité, Sorbonne Université, Paris, France
| | - Véronique Le Cabec
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France.
| | - Sébastien Carréno
- Institut de Recherche en Immunologie et en Cancérologie (IRIC), Université de Montréal, Montréal, Canada.
| | - Renaud Poincloux
- Institut de Pharmacologie et de Biologie Structurale (IPBS), Université de Toulouse, CNRS, Université Toulouse III - Paul Sabatier (UT3), Toulouse, France.
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10
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Kovecses O, Mercier FE, McKeague M. Nucleic acid therapeutics as differentiation agents for myeloid leukemias. Leukemia 2024; 38:1441-1454. [PMID: 38424137 PMCID: PMC11216999 DOI: 10.1038/s41375-024-02191-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2023] [Revised: 02/15/2024] [Accepted: 02/19/2024] [Indexed: 03/02/2024]
Abstract
Differentiation therapy has proven to be a success story for patients with acute promyelocytic leukemia. However, the remaining subtypes of acute myeloid leukemia (AML) are treated with cytotoxic chemotherapies that have limited efficacy and a high likelihood of resistance. As differentiation arrest is a hallmark of AML, there is increased interest in developing differentiation-inducing agents to enhance disease-free survival. Here, we provide a comprehensive review of current reports and future avenues of nucleic acid therapeutics for AML, focusing on the use of targeted nucleic acid drugs to promote differentiation. Specifically, we compare and discuss the precision of small interfering RNA, small activating RNA, antisense oligonucleotides, and aptamers to modulate gene expression patterns that drive leukemic cell differentiation. We delve into preclinical and clinical studies that demonstrate the efficacy of nucleic acid-based differentiation therapies to induce leukemic cell maturation and reduce disease burden. By directly influencing the expression of key genes involved in myeloid maturation, nucleic acid therapeutics hold the potential to induce the differentiation of leukemic cells towards a more mature and less aggressive phenotype. Furthermore, we discuss the most critical challenges associated with developing nucleic acid therapeutics for myeloid malignancies. By introducing the progress in the field and identifying future opportunities, we aim to highlight the power of nucleic acid therapeutics in reshaping the landscape of myeloid leukemia treatment.
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MESH Headings
- Humans
- Cell Differentiation/drug effects
- Leukemia, Myeloid, Acute/drug therapy
- Leukemia, Myeloid, Acute/genetics
- Leukemia, Myeloid, Acute/pathology
- Nucleic Acids/therapeutic use
- Animals
- Leukemia, Myeloid/drug therapy
- Leukemia, Myeloid/genetics
- Leukemia, Myeloid/pathology
- RNA, Small Interfering/genetics
- RNA, Small Interfering/therapeutic use
- Oligonucleotides, Antisense/therapeutic use
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Affiliation(s)
- Olivia Kovecses
- Department of Pharmacology and Therapeutics, McGill University, Montreal, H3G 1Y6, QC, Canada
| | - François E Mercier
- Division of Hematology and Experimental Medicine, Department of Medicine, McGill University, Montreal, H3T 1E2, QC, Canada
| | - Maureen McKeague
- Department of Pharmacology and Therapeutics, McGill University, Montreal, H3G 1Y6, QC, Canada.
- Department of Chemistry, McGill University, Montreal, H3A 0B8, QC, Canada.
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11
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Waters AJ, Brendler-Spaeth T, Smith D, Offord V, Tan HK, Zhao Y, Obolenski S, Nielsen M, van Doorn R, Murphy JE, Gupta P, Rowlands CF, Hanson H, Delage E, Thomas M, Radford EJ, Gerety SS, Turnbull C, Perry JRB, Hurles ME, Adams DJ. Saturation genome editing of BAP1 functionally classifies somatic and germline variants. Nat Genet 2024; 56:1434-1445. [PMID: 38969833 PMCID: PMC11250367 DOI: 10.1038/s41588-024-01799-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Accepted: 05/14/2024] [Indexed: 07/07/2024]
Abstract
Many variants that we inherit from our parents or acquire de novo or somatically are rare, limiting the precision with which we can associate them with disease. We performed exhaustive saturation genome editing (SGE) of BAP1, the disruption of which is linked to tumorigenesis and altered neurodevelopment. We experimentally characterized 18,108 unique variants, of which 6,196 were found to have abnormal functions, and then used these data to evaluate phenotypic associations in the UK Biobank. We also characterized variants in a large population-ascertained tumor collection, in cancer pedigrees and ClinVar, and explored the behavior of cancer-associated variants compared to that of variants linked to neurodevelopmental phenotypes. Our analyses demonstrated that disruptive germline BAP1 variants were significantly associated with higher circulating levels of the mitogen IGF-1, suggesting a possible pathological mechanism and therapeutic target. Furthermore, we built a variant classifier with >98% sensitivity and specificity and quantify evidence strengths to aid precision variant interpretation.
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Affiliation(s)
| | | | | | | | | | - Yajie Zhao
- Metabolic Research Laboratory, Wellcome-MRC Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | | | - Maartje Nielsen
- Department of Clinical Genetics, Leiden University Medical Center, Leiden, the Netherlands
| | - Remco van Doorn
- Department of Dermatology, Leiden University Medical Center, Leiden, the Netherlands
| | | | | | - Charlie F Rowlands
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Helen Hanson
- Department of Clinical Genetics, Royal Devon University Healthcare NHS Foundation Trust, Exeter, UK
- Faculty of Health and Life Sciences, University of Exeter, Exeter, UK
| | | | | | - Elizabeth J Radford
- Wellcome Sanger Institute, Hinxton, UK
- Department of Paediatrics, University of Cambridge, Cambridge, UK
| | | | - Clare Turnbull
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
- National Cancer Registration and Analysis Service, NHS England, London, UK
- Cancer Genetics Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - John R B Perry
- Metabolic Research Laboratory, Wellcome-MRC Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
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12
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Edenhofer FC, Térmeg A, Ohnuki M, Jocher J, Kliesmete Z, Briem E, Hellmann I, Enard W. Generation and characterization of inducible KRAB-dCas9 iPSCs from primates for cross-species CRISPRi. iScience 2024; 27:110090. [PMID: 38947524 PMCID: PMC11214527 DOI: 10.1016/j.isci.2024.110090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 03/28/2024] [Accepted: 05/21/2024] [Indexed: 07/02/2024] Open
Abstract
Comparisons of molecular phenotypes across primates provide unique information to understand human biology and evolution, and single-cell RNA-seq CRISPR interference (CRISPRi) screens are a powerful approach to analyze them. Here, we generate and validate three human, three gorilla, and two cynomolgus iPS cell lines that carry a dox-inducible KRAB-dCas9 construct at the AAVS1 locus. We show that despite variable expression levels of KRAB-dCas9 among lines, comparable downregulation of target genes and comparable phenotypic effects are observed in a single-cell RNA-seq CRISPRi screen. Hence, we provide valuable resources for performing and further extending CRISPRi in human and non-human primates.
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Affiliation(s)
- Fiona C. Edenhofer
- Anthropology and Human Genomics, Faculty of Biology, Ludwig-Maximilians-Universität München, 82152 Planegg, Germany
| | - Anita Térmeg
- Anthropology and Human Genomics, Faculty of Biology, Ludwig-Maximilians-Universität München, 82152 Planegg, Germany
| | - Mari Ohnuki
- Anthropology and Human Genomics, Faculty of Biology, Ludwig-Maximilians-Universität München, 82152 Planegg, Germany
- Institute for the Advanced Study of Human Biology, Kyoto University, Kyoto 606-8501, Japan
- Hakubi Center, Kyoto University, Kyoto 606-8501, Japan
| | - Jessica Jocher
- Anthropology and Human Genomics, Faculty of Biology, Ludwig-Maximilians-Universität München, 82152 Planegg, Germany
| | - Zane Kliesmete
- Anthropology and Human Genomics, Faculty of Biology, Ludwig-Maximilians-Universität München, 82152 Planegg, Germany
| | - Eva Briem
- Anthropology and Human Genomics, Faculty of Biology, Ludwig-Maximilians-Universität München, 82152 Planegg, Germany
| | - Ines Hellmann
- Anthropology and Human Genomics, Faculty of Biology, Ludwig-Maximilians-Universität München, 82152 Planegg, Germany
| | - Wolfgang Enard
- Anthropology and Human Genomics, Faculty of Biology, Ludwig-Maximilians-Universität München, 82152 Planegg, Germany
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13
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Zhang L, Hsu JI, Braekeleer ED, Chen CW, Patel TD, Martell AG, Guzman AG, Wohlan K, Waldvogel SM, Uryu H, Tovy A, Callen E, Murdaugh RL, Richard R, Jansen S, Vissers L, de Vries BBA, Nussenzweig A, Huang S, Coarfa C, Anastas J, Takahashi K, Vassiliou G, Goodell MA. SOD1 is a synthetic-lethal target in PPM1D-mutant leukemia cells. eLife 2024; 12:RP91611. [PMID: 38896450 PMCID: PMC11186636 DOI: 10.7554/elife.91611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/21/2024] Open
Abstract
The DNA damage response is critical for maintaining genome integrity and is commonly disrupted in the development of cancer. PPM1D (protein phosphatase Mg2+/Mn2+-dependent 1D) is a master negative regulator of the response; gain-of-function mutations and amplifications of PPM1D are found across several human cancers making it a relevant pharmacological target. Here, we used CRISPR/Cas9 screening to identify synthetic-lethal dependencies of PPM1D, uncovering superoxide dismutase-1 (SOD1) as a potential target for PPM1D-mutant cells. We revealed a dysregulated redox landscape characterized by elevated levels of reactive oxygen species and a compromised response to oxidative stress in PPM1D-mutant cells. Altogether, our results demonstrate a role for SOD1 in the survival of PPM1D-mutant leukemia cells and highlight a new potential therapeutic strategy against PPM1D-mutant cancers.
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Affiliation(s)
- Linda Zhang
- Translational Biology and Molecular Medicine Graduate Program, Baylor College of MedicineHoustonUnited States
- Medical Scientist Training Program, Baylor College of MedicineHoustonUnited States
- Stem Cells and Regenerative Medicine Center, Baylor College of MedicineHoustonUnited States
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
- Center for Cell and Gene TherapyHoustonUnited States
| | - Joanne I Hsu
- Translational Biology and Molecular Medicine Graduate Program, Baylor College of MedicineHoustonUnited States
- Medical Scientist Training Program, Baylor College of MedicineHoustonUnited States
- Stem Cells and Regenerative Medicine Center, Baylor College of MedicineHoustonUnited States
| | - Etienne D Braekeleer
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell Institute, University of CambridgeCambridgeUnited Kingdom
| | - Chun-Wei Chen
- Stem Cells and Regenerative Medicine Center, Baylor College of MedicineHoustonUnited States
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
- Center for Cell and Gene TherapyHoustonUnited States
- Integrated Molecular and Biomedical Sciences Graduate Program, Baylor College of MedicineHoustonUnited States
| | - Tajhal D Patel
- Texas Children’s Hospital Department of Hematology/Oncology, Baylor College of MedicineHoustonUnited States
| | - Alejandra G Martell
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
| | - Anna G Guzman
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
| | - Katharina Wohlan
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
| | - Sarah M Waldvogel
- Medical Scientist Training Program, Baylor College of MedicineHoustonUnited States
- Stem Cells and Regenerative Medicine Center, Baylor College of MedicineHoustonUnited States
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
- Center for Cell and Gene TherapyHoustonUnited States
- Cancer and Cell Biology Graduate Program, Baylor College of MedicineHoustonUnited States
| | - Hidetaka Uryu
- Department of Leukemia, The University of Texas MD Anderson Cancer CenterHoustonUnited States
| | - Ayala Tovy
- Stem Cells and Regenerative Medicine Center, Baylor College of MedicineHoustonUnited States
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
- Center for Cell and Gene TherapyHoustonUnited States
| | - Elsa Callen
- Laboratory of Genome Integrity, National Cancer Institute, National Institute of HealthBethesdaUnited States
| | - Rebecca L Murdaugh
- Stem Cells and Regenerative Medicine Center, Baylor College of MedicineHoustonUnited States
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
- Center for Cell and Gene TherapyHoustonUnited States
- Department of Neurosurgery, Baylor College of MedicineHoustonUnited States
| | - Rosemary Richard
- Stem Cells and Regenerative Medicine Center, Baylor College of MedicineHoustonUnited States
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
- Center for Cell and Gene TherapyHoustonUnited States
- Department of Neurosurgery, Baylor College of MedicineHoustonUnited States
| | - Sandra Jansen
- Donders Centre for Neuroscience, Radboud University Medical CenterNijmegenNetherlands
| | - Lisenka Vissers
- Donders Centre for Neuroscience, Radboud University Medical CenterNijmegenNetherlands
| | - Bert BA de Vries
- Donders Centre for Neuroscience, Radboud University Medical CenterNijmegenNetherlands
| | - Andre Nussenzweig
- Laboratory of Genome Integrity, National Cancer Institute, National Institute of HealthBethesdaUnited States
| | - Shixia Huang
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
- Department of Education, Innovation and Technology, Advanced Technology Cores, University of TexasHoustonUnited States
| | - Cristian Coarfa
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
| | - Jamie Anastas
- Stem Cells and Regenerative Medicine Center, Baylor College of MedicineHoustonUnited States
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
- Center for Cell and Gene TherapyHoustonUnited States
- Department of Neurosurgery, Baylor College of MedicineHoustonUnited States
| | - Koichi Takahashi
- Department of Leukemia, The University of Texas MD Anderson Cancer CenterHoustonUnited States
- Department of Genome Medicine, The University of Texas MD Anderson Cancer CenterHoustonUnited States
| | - George Vassiliou
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell Institute, University of CambridgeCambridgeUnited Kingdom
| | - Margaret A Goodell
- Stem Cells and Regenerative Medicine Center, Baylor College of MedicineHoustonUnited States
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
- Center for Cell and Gene TherapyHoustonUnited States
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14
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Chen Y, Ye X, Zhong Y, Kang X, Tang Y, Zhu H, Pang C, Ning S, Liang S, Zhang F, Li C, Li J, Gu C, Cheng Y, Kuang Z, Qiu J, Jin J, Luo H, Fu M, Hui HX, Li L, Ruan D, Liu P, Chen X, Sun L, Ai S, Gao X. SP6 controls human cytotrophoblast fate decisions and trophoblast stem cell establishment by targeting MSX2 regulatory elements. Dev Cell 2024; 59:1506-1522.e11. [PMID: 38582082 DOI: 10.1016/j.devcel.2024.03.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 12/14/2023] [Accepted: 03/12/2024] [Indexed: 04/08/2024]
Abstract
The commitment and differentiation of human placental progenitor cytotrophoblast (CT) cells are crucial for a successful pregnancy, but the underlying mechanism remains poorly understood. Here, we identified the transcription factor (TF), specificity protein 6 (SP6), as a human species-specific trophoblast lineage TF expressed in human placental CT cells. Using pluripotent stem cells as a model, we demonstrated that SP6 controls CT generation and the establishment of trophoblast stem cells (TSCs) and identified msh homeobox 2 (MSX2) as the downstream effector in these events. Mechanistically, we showed that SP6 interacts with histone acetyltransferase P300 to alter the landscape of H3K27ac at targeted regulatory elements, thereby favoring transcriptional activation and facilitating CT cell fate decisions and TSC maintenance. Our results established SP6 as a regulator of the human trophoblast lineage and implied its role in placental development and the pathogenies of placental diseases.
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Affiliation(s)
- Yanglin Chen
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Xianhua Ye
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Yulong Zhong
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Xiangjin Kang
- Department of Obstetrics and Gynecology, Center for Reproductive Medicine, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou 510150, China
| | - Yanqing Tang
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Haoyun Zhu
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Changmiao Pang
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Shaoqiang Ning
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Shiqing Liang
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Feifan Zhang
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Chao Li
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Jie Li
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Chengtao Gu
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Yuanxiong Cheng
- Department of Respiratory and Critical Care Medicine, The Third Affiliated Hospital, Southern Medical University, Guangzhou 510630, Guangdong, China
| | - Zhanpeng Kuang
- Department of Pediatrics, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China
| | - Jingyang Qiu
- Department of Cell Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Jin Jin
- Department of Gynaecology and Obstetrics, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China
| | - Haisi Luo
- Department of Gynaecology and Obstetrics, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China
| | - Mingyu Fu
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Hannah Xiaoyan Hui
- School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong 999077, China
| | - Lei Li
- Department of Obstetrics and Gynecology, Center for Reproductive Medicine, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou 510150, China; Key Laboratory for Reproductive Medicine of Guangdong Province, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou 510515, China
| | - Degong Ruan
- School of Biomedical Sciences, Stem Cell, and Regenerative Medicine Consortium, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China
| | - Pentao Liu
- School of Biomedical Sciences, Stem Cell, and Regenerative Medicine Consortium, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China
| | - Xi Chen
- Shenzhen Key Laboratory of Gene Regulation and Systems Biology, School of Life Sciences, Southern University of Science and Technology, Shenzhen 518055, China
| | - Liangzhong Sun
- Department of Pediatrics, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China.
| | - Shanshan Ai
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China.
| | - Xuefei Gao
- Guangdong Provincial Key Laboratory of Bone and Joint Degenerative Diseases, Department of Physiology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China; Department of Respiratory and Critical Care Medicine, The Third Affiliated Hospital, Southern Medical University, Guangzhou 510630, Guangdong, China; Department of Pediatrics, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China.
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15
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Chen Z, Wang X, Gao X, Arslanovic N, Chen K, Tyler J. Transcriptional inhibition after irradiation occurs preferentially at highly expressed genes in a manner dependent on cell cycle progression. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.11.20.567799. [PMID: 38045243 PMCID: PMC10690177 DOI: 10.1101/2023.11.20.567799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/05/2023]
Abstract
In response to DNA double strand damage, ongoing transcription is inhibited to facilitate accurate DNA repair while transcriptional recovery occurs after DNA repair is complete. However, the mechanisms at play and identity of the transcripts being regulated in this manner are unclear. In contrast to the situation following UV damage, we found that transcriptional recovery after ionizing radiation (IR) occurs in a manner independent of the HIRA histone chaperone. Sequencing of the nascent transcripts identified a programmed transcriptional response, where certain transcripts and pathways are rapidly downregulated after IR, while other transcripts and pathways are upregulated. Specifically, most of the loss of nascent transcripts occurring after IR is due to inhibition of transcriptional initiation of the highly transcribed histone genes and the rDNA. To identify factors responsible for transcriptional inhibition after IR in an unbiased manner, we performed a whole genome gRNA library CRISPR / Cas9 screen. Many of the top hits in our screen were factors required for protein neddylation. However, at short times after inhibition of neddylation, transcriptional inhibition still occurred after IR, even though neddylation was effectively inhibited. Persistent inhibition of neddylation blocked transcriptional inhibition after IR, and it also leads to cell cycle arrest. Indeed, we uncovered that many inhibitors and conditions that lead to cell cycle arrest in G1 or G2 phase also prevent transcriptional inhibition after IR. As such, it appears that transcriptional inhibition after IR occurs preferentially at highly expressed genes in cycling cells.
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Affiliation(s)
- Zulong Chen
- Weill Cornell Medicine, Department of Pathology and Laboratory Medicine, New York, NY 10065, USA
| | - Xin Wang
- Basic and Translational Research Division, Department of Cardiology, Boston Children’s Hospital, Boston, MA 02115, USA
- Department of Pediatrics, Harvard Medical School, Boston, MA 02115, USA
| | - Xinlei Gao
- Basic and Translational Research Division, Department of Cardiology, Boston Children’s Hospital, Boston, MA 02115, USA
- Department of Pediatrics, Harvard Medical School, Boston, MA 02115, USA
| | - Nina Arslanovic
- Weill Cornell Medicine, Department of Pathology and Laboratory Medicine, New York, NY 10065, USA
| | - Kaifu Chen
- Basic and Translational Research Division, Department of Cardiology, Boston Children’s Hospital, Boston, MA 02115, USA
- Department of Pediatrics, Harvard Medical School, Boston, MA 02115, USA
| | - Jessica Tyler
- Weill Cornell Medicine, Department of Pathology and Laboratory Medicine, New York, NY 10065, USA
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16
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Alayoubi AM, Khawaji ZY, Mohammed MA, Mercier FE. CRISPR-Cas9 system: a novel and promising era of genotherapy for beta-hemoglobinopathies, hematological malignancy, and hemophilia. Ann Hematol 2024; 103:1805-1817. [PMID: 37736806 DOI: 10.1007/s00277-023-05457-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Accepted: 09/15/2023] [Indexed: 09/23/2023]
Abstract
Gene therapy represents a significant potential to revolutionize the field of hematology with applications in correcting genetic mutations, generating cell lines and animal models, and improving the feasibility and efficacy of cancer immunotherapy. Compared to different genetic engineering tools, clustered regularly interspaced short palindromic repeats (CRISPR) CRISPR-associated protein 9 (Cas9) emerged as an effective and versatile genetic editor with the ability to precisely modify the genome. The applications of genetic engineering in various hematological disorders have shown encouraging results. Monogenic hematological disorders can conceivably be corrected with single gene modification. Through the use of CRISPR-CAS9, restoration of functional red blood cells and hemostasis factors were successfully attained in sickle cell anemia, beta-thalassemia, and hemophilia disorders. Our understanding of hemato-oncology has been advanced via CRIPSR-CAS9 technology. CRISPR-CAS9 aided to build a platform of mutated genes responsible for cell survival and proliferation in leukemia. Therapeutic application of CRISPR-CAS9 when combined with chimeric antigen receptor (CAR) T cell therapy in multiple myeloma and acute lymphoblastic leukemia was feasible with attenuation of CAR T cell therapy pitfalls. Our review outlines the latest literature on the utilization of CRISPR-Cas9 in the treatment of beta-hemoglobinopathies and hemophilia disorders. We present the strategies that were employed and the findings of preclinical and clinical trials. Also, the review will discuss gene engineering in the field of hemato-oncology as a proper tool to facilitate and overcome the drawbacks of chimeric antigen receptor T cell therapy (CAR-T).
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Affiliation(s)
- Abdulfatah M Alayoubi
- Department of Biochemistry and Molecular Medicine, College of Medicine, Taibah University, Madinah, Saudi Arabia
| | | | | | - François E Mercier
- Divisions of Experimental Medicine & Hematology, Department of Medicine, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
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17
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Qin M, Deng C, Wen L, Luo G, Meng Y. CRISPR-Cas and CRISPR-based screening system for precise gene editing and targeted cancer therapy. J Transl Med 2024; 22:516. [PMID: 38816739 PMCID: PMC11138051 DOI: 10.1186/s12967-024-05235-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Accepted: 04/24/2024] [Indexed: 06/01/2024] Open
Abstract
Target cancer therapy has been developed for clinical cancer treatment based on the discovery of CRISPR (clustered regularly interspaced short palindromic repeat) -Cas system. This forefront and cutting-edge scientific technique improves the cancer research into molecular level and is currently widely utilized in genetic investigation and clinical precision cancer therapy. In this review, we summarized the genetic modification by CRISPR/Cas and CRISPR screening system, discussed key components for successful CRISPR screening, including Cas enzymes, guide RNA (gRNA) libraries, target cells or organs. Furthermore, we focused on the application for CAR-T cell therapy, drug target, drug screening, or drug selection in both ex vivo and in vivo with CRISPR screening system. In addition, we elucidated the advantages and potential obstacles of CRISPR system in precision clinical medicine and described the prospects for future genetic therapy.In summary, we provide a comprehensive and practical perspective on the development of CRISPR/Cas and CRISPR screening system for the treatment of cancer defects, aiming to further improve the precision and accuracy for clinical treatment and individualized gene therapy.
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Affiliation(s)
- Mingming Qin
- Reproductive Medical Center, Affiliated Foshan Maternity & Child Healthcare Hospital, Southern Medical University (Foshan Women and Children Hospital), Foshan, Guangdong, 528000, China
- Department of Developmental Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou, Guangdong, 510515, China
| | - Chunhao Deng
- Chinese Medicine and Translational Medicine R&D center, Zhuhai UM Science & Technology Research Institute, Zhuhai, Guangdong, 519031, China
| | - Liewei Wen
- Guangdong Provincial Key Laboratory of Tumor Interventional Diagnosis and Treatment, Zhuhai People's Hospital, Zhuhai Clinical Medical College of Jinan University, Zhuhai, Guangdong, 519000, China
| | - Guoqun Luo
- Reproductive Medical Center, Affiliated Foshan Maternity & Child Healthcare Hospital, Southern Medical University (Foshan Women and Children Hospital), Foshan, Guangdong, 528000, China.
| | - Ya Meng
- Guangdong Provincial Key Laboratory of Tumor Interventional Diagnosis and Treatment, Zhuhai People's Hospital, Zhuhai Clinical Medical College of Jinan University, Zhuhai, Guangdong, 519000, China.
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18
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Truong T, Martin K, Salemi M, Ray A, Phinney BS, Penn BH. The balance between antiviral and antibacterial responses during M. tuberculosis infection is regulated by the ubiquitin ligase CBL. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.15.594178. [PMID: 38798543 PMCID: PMC11118416 DOI: 10.1101/2024.05.15.594178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2024]
Abstract
As a first line of host defense, macrophages must be able to effectively sense and respond to diverse types of pathogens, and while a particular type of immune response may be beneficial in some circumstances, it can be detrimental in others. Upon infecting a macrophage, M. tuberculosis (Mtb) induces proinflammatory cytokines that activate antibacterial responses. Surprisingly, Mtb also triggers antiviral responses that actually hinder the ability of macrophages to control Mtb infection. The ubiquitin ligase CBL suppresses these antiviral responses and shifts macrophages toward a more antibacterial state during Mtb infection, however, the mechanisms by which CBL regulates immune signaling are unknown. We found that CBL controls responses to multiple stimuli and broadly suppresses the expression of antiviral effector genes. We then used mass-spectrometry to investigate potential CBL substrates and identified over 46,000 ubiquitylated peptides in Mtb-infected macrophages, as well as roughly 400 peptides with CBL-dependent ubiquitylation. We then performed genetic interaction analysis of CBL and its putative substrates, and identified the Fas associated factor 2 (FAF2) adapter protein as a key signaling molecule protein downstream of CBL. Together, these analyses identify thousands of new ubiquitin-mediated signaling events during the innate immune response and reveal an important new regulatory hub in this response.
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Affiliation(s)
- Tina Truong
- Department of Internal Medicine, University of California, Davis, Davis, California, United States of America
- Graduate Group in Immunology, University of California, Davis, Davis, California, United States of America
| | - Kelsey Martin
- Department of Internal Medicine, University of California, Davis, Davis, California, United States of America
| | - Michelle Salemi
- Proteomics Core Facility, University of California, Davis, Davis, California, United States of America
| | - Abigail Ray
- Department of Internal Medicine, University of California, Davis, Davis, California, United States of America
- Microbiology Graduate Group, University of California, Davis, Davis, California, United States of America
| | - Brett S. Phinney
- Proteomics Core Facility, University of California, Davis, Davis, California, United States of America
| | - Bennett H. Penn
- Department of Internal Medicine, University of California, Davis, Davis, California, United States of America
- Department of Medical Microbiology and Immunology, University of California, Davis, Davis, California, United States of America
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19
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Modak RV, de Oliveira Rebola KG, McClatchy J, Mohammadhosseini M, Damnernsawad A, Kurtz SE, Eide CA, Wu G, Laderas T, Nechiporuk T, Gritsenko MA, Hansen JR, Hutchinson C, Gosline SJ, Piehowski P, Bottomly D, Short N, Rodland K, McWeeney SK, Tyner JW, Agarwal A. Targeting CCL2/CCR2 Signaling Overcomes MEK Inhibitor Resistance in Acute Myeloid Leukemia. Clin Cancer Res 2024; 30:2245-2259. [PMID: 38451486 PMCID: PMC11094423 DOI: 10.1158/1078-0432.ccr-23-2654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2023] [Revised: 12/29/2023] [Accepted: 03/05/2024] [Indexed: 03/08/2024]
Abstract
PURPOSE Emerging evidence underscores the critical role of extrinsic factors within the microenvironment in protecting leukemia cells from therapeutic interventions, driving disease progression, and promoting drug resistance in acute myeloid leukemia (AML). This finding emphasizes the need for the identification of targeted therapies that inhibit intrinsic and extrinsic signaling to overcome drug resistance in AML. EXPERIMENTAL DESIGN We performed a comprehensive analysis utilizing a cohort of ∼300 AML patient samples. This analysis encompassed the evaluation of secreted cytokines/growth factors, gene expression, and ex vivo drug sensitivity to small molecules. Our investigation pinpointed a notable association between elevated levels of CCL2 and diminished sensitivity to the MEK inhibitors (MEKi). We validated this association through loss-of-function and pharmacologic inhibition studies. Further, we deployed global phosphoproteomics and CRISPR/Cas9 screening to identify the mechanism of CCR2-mediated MEKi resistance in AML. RESULTS Our multifaceted analysis unveiled that CCL2 activates multiple prosurvival pathways, including MAPK and cell-cycle regulation in MEKi-resistant cells. Employing combination strategies to simultaneously target these pathways heightened growth inhibition in AML cells. Both genetic and pharmacologic inhibition of CCR2 sensitized AML cells to trametinib, suppressing proliferation while enhancing apoptosis. These findings underscore a new role for CCL2 in MEKi resistance, offering combination therapies as an avenue to circumvent this resistance. CONCLUSIONS Our study demonstrates a compelling rationale for translating CCL2/CCR2 axis inhibitors in combination with MEK pathway-targeting therapies, as a potent strategy for combating drug resistance in AML. This approach has the potential to enhance the efficacy of treatments to improve AML patient outcomes.
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MESH Headings
- Humans
- Leukemia, Myeloid, Acute/drug therapy
- Leukemia, Myeloid, Acute/genetics
- Leukemia, Myeloid, Acute/metabolism
- Leukemia, Myeloid, Acute/pathology
- Receptors, CCR2/metabolism
- Receptors, CCR2/antagonists & inhibitors
- Receptors, CCR2/genetics
- Drug Resistance, Neoplasm/genetics
- Chemokine CCL2/metabolism
- Chemokine CCL2/genetics
- Protein Kinase Inhibitors/pharmacology
- Protein Kinase Inhibitors/therapeutic use
- Signal Transduction/drug effects
- Cell Line, Tumor
- Cell Proliferation/drug effects
- Animals
- Pyridones/pharmacology
- Pyridones/therapeutic use
- Mice
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Affiliation(s)
- Rucha V. Modak
- Division of Oncological Sciences, Oregon Health & Science University, Portland, Oregon
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
- Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, Oregon
- Department of Cell, Developmental, & Cancer Biology, Oregon Health & Science University, Portland, Oregon
| | - Katia G. de Oliveira Rebola
- Division of Oncological Sciences, Oregon Health & Science University, Portland, Oregon
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
- Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, Oregon
- Department of Cell, Developmental, & Cancer Biology, Oregon Health & Science University, Portland, Oregon
| | - John McClatchy
- Division of Oncological Sciences, Oregon Health & Science University, Portland, Oregon
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
- Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, Oregon
- Department of Cell, Developmental, & Cancer Biology, Oregon Health & Science University, Portland, Oregon
| | - Mona Mohammadhosseini
- Division of Oncological Sciences, Oregon Health & Science University, Portland, Oregon
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
- Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, Oregon
- Department of Cell, Developmental, & Cancer Biology, Oregon Health & Science University, Portland, Oregon
| | - Alisa Damnernsawad
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
- Department of Cell, Developmental, & Cancer Biology, Oregon Health & Science University, Portland, Oregon
- Department of Biology, Faculty of Science, Mahidol University, Bangkok, Thailand
| | - Stephen E. Kurtz
- Division of Oncological Sciences, Oregon Health & Science University, Portland, Oregon
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
- Department of Cell, Developmental, & Cancer Biology, Oregon Health & Science University, Portland, Oregon
| | - Christopher A. Eide
- Division of Oncological Sciences, Oregon Health & Science University, Portland, Oregon
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
| | - Guanming Wu
- Division of Bioinformatics & Computational Biology, Oregon Health & Science University, Portland, Oregon
| | - Ted Laderas
- Division of Bioinformatics & Computational Biology, Oregon Health & Science University, Portland, Oregon
| | - Tamilla Nechiporuk
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
- Department of Cell, Developmental, & Cancer Biology, Oregon Health & Science University, Portland, Oregon
| | | | | | | | - Sara J.C. Gosline
- Pacific Northwest National Laboratory, Richland, Washington
- Department of Biomedical Engineering, School of Medicine, Oregon Health & Science University, Portland, Oregon
| | - Paul Piehowski
- Pacific Northwest National Laboratory, Richland, Washington
| | - Daniel Bottomly
- Division of Bioinformatics & Computational Biology, Oregon Health & Science University, Portland, Oregon
| | - Nicholas Short
- Department of Leukemia, MD Anderson Cancer Center, Houston, Texas
| | - Karin Rodland
- Pacific Northwest National Laboratory, Richland, Washington
| | - Shannon K. McWeeney
- Division of Bioinformatics & Computational Biology, Oregon Health & Science University, Portland, Oregon
| | - Jeffrey W. Tyner
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
- Department of Cell, Developmental, & Cancer Biology, Oregon Health & Science University, Portland, Oregon
| | - Anupriya Agarwal
- Division of Oncological Sciences, Oregon Health & Science University, Portland, Oregon
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
- Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, Oregon
- Department of Cell, Developmental, & Cancer Biology, Oregon Health & Science University, Portland, Oregon
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20
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Li C, Fu J, Shao S, Luo ZQ. Legionella pneumophila exploits the endo-lysosomal network for phagosome biogenesis by co-opting SUMOylated Rab7. PLoS Pathog 2024; 20:e1011783. [PMID: 38739652 PMCID: PMC11115209 DOI: 10.1371/journal.ppat.1011783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 05/23/2024] [Accepted: 04/30/2024] [Indexed: 05/16/2024] Open
Abstract
Legionella pneumophila strains harboring wild-type rpsL such as Lp02rpsLWT cannot replicate in mouse bone marrow-derived macrophages (BMDMs) due to induction of extensive lysosome damage and apoptosis. The bacterial factor directly responsible for inducing such cell death and the host factor involved in initiating the signaling cascade that leads to lysosome damage remain unknown. Similarly, host factors that may alleviate cell death induced by these bacterial strains have not yet been investigated. Using a genome-wide CRISPR/Cas9 screening, we identified Hmg20a and Nol9 as host factors important for restricting strain Lp02rpsLWT in BMDMs. Depletion of Hmg20a protects macrophages from infection-induced lysosomal damage and apoptosis, allowing productive bacterial replication. The restriction imposed by Hmg20a was mediated by repressing the expression of several endo-lysosomal proteins, including the small GTPase Rab7. We found that SUMOylated Rab7 is recruited to the bacterial phagosome via SulF, a Dot/Icm effector that harbors a SUMO-interacting motif (SIM). Moreover, overexpression of Rab7 rescues intracellular growth of strain Lp02rpsLWT in BMDMs. Our results establish that L. pneumophila exploits the lysosomal network for the biogenesis of its phagosome in BMDMs.
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Affiliation(s)
- Chuang Li
- Purdue Institute of Inflammation, Immunology and Infectious Disease, Department of Biological Sciences, Purdue University, West Lafayette, Indiana, United States of America
| | - Jiaqi Fu
- Purdue Institute of Inflammation, Immunology and Infectious Disease, Department of Biological Sciences, Purdue University, West Lafayette, Indiana, United States of America
| | - Shuai Shao
- College of Pharmacy, The Ohio State University, Columbus, Ohio, United States of America
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, Ohio, United States of America
| | - Zhao-Qing Luo
- Purdue Institute of Inflammation, Immunology and Infectious Disease, Department of Biological Sciences, Purdue University, West Lafayette, Indiana, United States of America
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21
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Rodrigo-Faus M, Vincelle-Nieto A, Vidal N, Puente J, Saiz-Pardo M, Lopez-Garcia A, Mendiburu-Eliçabe M, Palao N, Baquero C, Linzoain-Agos P, Cuesta AM, Qu HQ, Hakonarson H, Musteanu M, Reyes-Palomares A, Porras A, Bragado P, Gutierrez-Uzquiza A. CRISPR/Cas9 screenings unearth protein arginine methyltransferase 7 as a novel essential gene in prostate cancer metastasis. Cancer Lett 2024; 588:216776. [PMID: 38432581 DOI: 10.1016/j.canlet.2024.216776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 02/19/2024] [Accepted: 02/29/2024] [Indexed: 03/05/2024]
Abstract
Due to the limited effectiveness of current treatments, the survival rate of patients with metastatic castration-resistant prostate cancer (mCRPC) is significantly reduced. Consequently, it is imperative to identify novel therapeutic targets for managing these patients. Since the invasive ability of cells is crucial for establishing and maintaining metastasis, the aim of this study was to identify the essential regulators of invasive abilities of mCRPC cells by conducting two independent high-throughput CRISPR/Cas9 screenings. Furthermore, some of the top hits were validated using siRNA technology, with protein arginine methyltransferase 7 (PRMT7) emerging as the most promising candidate. We demonstrated that its inhibition or depletion via genetic or pharmacological approaches significantly reduces invasive, migratory and proliferative abilities of mCRPC cells in vitro. Moreover, we confirmed that PRMT7 ablation reduces cell dissemination in chicken chorioallantoic membrane and mouse xenograft assays. Molecularly, PRMT7 reprograms the expression of several adhesion molecules by methylating various transcription factors, such as FoxK1, resulting in the loss of adhesion from the primary tumor and increased motility of mCRPC cells. Furthermore, PRMT7 higher expression correlates with tumor aggressivity and poor overall survival in prostate cancer patients. Thus, this study demonstrates that PRMT7 is a potential therapeutic target and potential biomarker for mPCa.
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Affiliation(s)
- Maria Rodrigo-Faus
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Africa Vincelle-Nieto
- Department of Biochemistry and Molecular Biology, Veterinary Faculty, Complutense Univeristy of Madrid, Madrid, Spain
| | - Natalia Vidal
- Department of Medical Oncology, Health Research Institute of the Clínico San Carlos Hospital (IdISSC), CIBERONC, Madrid, Spain
| | - Javier Puente
- Department of Medical Oncology, Health Research Institute of the Clínico San Carlos Hospital (IdISSC), CIBERONC, Madrid, Spain
| | - Melchor Saiz-Pardo
- Department of Medical Oncology, Health Research Institute of the Clínico San Carlos Hospital (IdISSC), CIBERONC, Madrid, Spain
| | - Alejandra Lopez-Garcia
- Experimental Oncology, Molecular Oncology Program, Spanish National Cancer Research Center (CNIO), Madrid, Spain
| | | | - Nerea Palao
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Cristina Baquero
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Paula Linzoain-Agos
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Angel M Cuesta
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Hui-Qi Qu
- Center for Applied Genomics (CAG), Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
| | - Hakon Hakonarson
- Center for Applied Genomics (CAG), Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA; Department of Pediatrics, The Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Monica Musteanu
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Experimental Oncology, Molecular Oncology Program, Spanish National Cancer Research Center (CNIO), Madrid, Spain; Cancer and Obesity Group, Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Armando Reyes-Palomares
- Department of Biochemistry and Molecular Biology, Veterinary Faculty, Complutense Univeristy of Madrid, Madrid, Spain
| | - Almudena Porras
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Paloma Bragado
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain
| | - Alvaro Gutierrez-Uzquiza
- Department of Biochemistry and Molecular Biology, Pharmacy Faculty, Complutense University of Madrid, Madrid, Spain; Health Research Institute of the Clínico San Carlos Hospital (IdISSC), Madrid, Spain.
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22
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Sharma AK, Giri AK. Engineering CRISPR/Cas9 therapeutics for cancer precision medicine. Front Genet 2024; 15:1309175. [PMID: 38725484 PMCID: PMC11079134 DOI: 10.3389/fgene.2024.1309175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Accepted: 04/09/2024] [Indexed: 05/12/2024] Open
Abstract
The discovery of Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR) and CRISPR-associated protein 9 (Cas9) technology has revolutionized field of cancer treatment. This review explores usage of CRISPR/Cas9 for editing and investigating genes involved in human carcinogenesis. It provides insights into the development of CRISPR as a genetic tool. Also, it explores recent developments and tools available in designing CRISPR/Cas9 systems for targeting oncogenic genes for cancer treatment. Further, we delve into an overview of cancer biology, highlighting key genetic alterations and signaling pathways whose deletion prevents malignancies. This fundamental knowledge enables a deeper understanding of how CRISPR/Cas9 can be tailored to address specific genetic aberrations and offer personalized therapeutic approaches. In this review, we showcase studies and preclinical trials that show the utility of CRISPR/Cas9 in disrupting oncogenic targets, modulating tumor microenvironment and increasing the efficiency of available anti treatments. It also provides insight into the use of CRISPR high throughput screens for cancer biomarker identifications and CRISPR based screening for drug discovery. In conclusion, this review offers an overview of exciting developments in engineering CRISPR/Cas9 therapeutics for cancer treatment and highlights the transformative potential of CRISPR for innovation and effective cancer treatments.
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Affiliation(s)
- Aditya Kumar Sharma
- Department of Pathology, College of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Anil K. Giri
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
- Foundation for the Finnish Cancer Institute, Helsinki, Finland
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23
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Pfeifer M, Brammeld JS, Price S, Pilling J, Bhavsar D, Farcas A, Bateson J, Sundarrajan A, Miragaia RJ, Guan N, Arnold S, Tariq L, Grondine M, Talbot S, Guerriero ML, O'Neill DJ, Young J, Company C, Dunn S, Thorpe H, Martin MJ, Maratea K, Barrell D, Ahdesmaki M, Mettetal JT, Brownell J, McDermott U. Genome-wide CRISPR screens identify the YAP/TEAD axis as a driver of persister cells in EGFR mutant lung cancer. Commun Biol 2024; 7:497. [PMID: 38658677 PMCID: PMC11043391 DOI: 10.1038/s42003-024-06190-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Accepted: 04/12/2024] [Indexed: 04/26/2024] Open
Abstract
Most lung cancer patients with metastatic cancer eventually relapse with drug-resistant disease following treatment and EGFR mutant lung cancer is no exception. Genome-wide CRISPR screens, to either knock out or overexpress all protein-coding genes in cancer cell lines, revealed the landscape of pathways that cause resistance to the EGFR inhibitors osimertinib or gefitinib in EGFR mutant lung cancer. Among the most recurrent resistance genes were those that regulate the Hippo pathway. Following osimertinib treatment a subpopulation of cancer cells are able to survive and over time develop stable resistance. These 'persister' cells can exploit non-genetic (transcriptional) programs that enable cancer cells to survive drug treatment. Using genetic and pharmacologic tools we identified Hippo signalling as an important non-genetic mechanism of cell survival following osimertinib treatment. Further, we show that combinatorial targeting of the Hippo pathway and EGFR is highly effective in EGFR mutant lung cancer cells and patient-derived organoids, suggesting a new therapeutic strategy for EGFR mutant lung cancer patients.
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Affiliation(s)
- Matthias Pfeifer
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
- Leibniz-Institute of Virology (LIV) and University hospital Hamburg-Eppendorf (UKE), Hamburg, Germany
| | | | - Stacey Price
- Wellcome Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - James Pilling
- Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Deepa Bhavsar
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Anca Farcas
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | | | - Anjana Sundarrajan
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Ricardo J Miragaia
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Nin Guan
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Stephanie Arnold
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Laiba Tariq
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Michael Grondine
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Sarah Talbot
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Maria Lisa Guerriero
- Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Daniel J O'Neill
- Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Jamie Young
- Wellcome Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Carlos Company
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Shanade Dunn
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Hannah Thorpe
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Matthew J Martin
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Kimberly Maratea
- Clinical Pharmacology & Safety, BioPharmaceuticals R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Daniel Barrell
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Miika Ahdesmaki
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Jerome T Mettetal
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - James Brownell
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK
| | - Ultan McDermott
- Oncology R&D, AstraZeneca, 1 Francis Crick Avenue, Cambridge, CB2 0RE, UK.
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24
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Pina C. Contributions of transcriptional noise to leukaemia evolution: KAT2A as a case-study. Philos Trans R Soc Lond B Biol Sci 2024; 379:20230052. [PMID: 38432321 PMCID: PMC10909511 DOI: 10.1098/rstb.2023.0052] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 12/04/2023] [Indexed: 03/05/2024] Open
Abstract
Transcriptional noise is proposed to participate in cell fate changes, but contributions to mammalian cell differentiation systems, including cancer, remain associative. Cancer evolution is driven by genetic variability, with modulatory or contributory participation of epigenetic variants. Accumulation of epigenetic variants enhances transcriptional noise, which can facilitate cancer cell fate transitions. Acute myeloid leukaemia (AML) is an aggressive cancer with strong epigenetic dependencies, characterized by blocked differentiation. It constitutes an attractive model to probe links between transcriptional noise and malignant cell fate regulation. Gcn5/KAT2A is a classical epigenetic transcriptional noise regulator. Its loss increases transcriptional noise and modifies cell fates in stem and AML cells. By reviewing the analysis of KAT2A-depleted pre-leukaemia and leukaemia models, I discuss that the net result of transcriptional noise is diversification of cell fates secondary to alternative transcriptional programmes. Cellular diversification can enable or hinder AML progression, respectively, by differentiation of cell types responsive to mutations, or by maladaptation of leukaemia stem cells. KAT2A-dependent noise-responsive genes participate in ribosome biogenesis and KAT2A loss destabilizes translational activity. I discuss putative contributions of perturbed translation to AML biology, and propose KAT2A loss as a model for mechanistic integration of transcriptional and translational control of noise and fate decisions. This article is part of a discussion meeting issue 'Causes and consequences of stochastic processes in development and disease'.
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Affiliation(s)
- Cristina Pina
- College of Health, Medicine and Life Sciences, Brunel University London, Kingston Lane, Uxbridge, London, UB8 3PH, United Kingdom
- CenGEM – Centre for Genome Engineering and Maintenance, Brunel University London, Kingston Lane, Uxbridge, London, UB8 3PH, United Kingdom
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25
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Chen YJC, Bhaskara GB, Lu Y, Lin K, Dent SYR. The SAGA acetyltransferase module is required for the maintenance of MAF and MYC oncogenic gene expression programs in multiple myeloma. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.26.586811. [PMID: 38585845 PMCID: PMC10996596 DOI: 10.1101/2024.03.26.586811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
Abstract
Despite recent advances in therapeutic treatments, multiple myeloma (MM) remains an incurable malignancy. Epigenetic factors contribute to the initiation, progression, relapse, and clonal heterogeneity in MM, but our knowledge on epigenetic mechanisms underlying MM development is far from complete. The SAGA complex serves as a coactivator in transcription and catalyzes acetylation and deubiquitylation. Analyses of datasets in the Cancer Dependency Map Project revealed many SAGA components are selective dependencies in MM. To define SAGA-specific functions, we focused on ADA2B, the only subunit in the lysine acetyltransferase (KAT) module that specifically functions in SAGA. Integration of RNA-seq, ATAC-seq, and CUT&RUN results identified pathways directly regulated by ADA2B include MTORC1 signaling, MYC, E2F, and MM-specific MAF oncogenic programs. We discovered that ADA2B is recruited to MAF and MYC gene targets, and that MAF shares a majority of its targets with MYC in MM cells. Furthermore, we found the SANT domain of ADA2B is required for interaction with both GCN5 and PCAF acetyltransferases, incorporation into SAGA, and ADA2B protein stability. Our findings uncover previously unknown SAGA KAT module-dependent mechanisms controlling MM cell growth, revealing a vulnerability that might be exploited for future development of MM therapy.
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Affiliation(s)
- Ying-Jiun C. Chen
- Department of Epigenetics and Molecular Carcinogenesis, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- The Center for Cancer Epigenetics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Govinal Badiger Bhaskara
- Department of Epigenetics and Molecular Carcinogenesis, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- The Center for Cancer Epigenetics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Yue Lu
- Department of Epigenetics and Molecular Carcinogenesis, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- The Center for Cancer Epigenetics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Kevin Lin
- Department of Epigenetics and Molecular Carcinogenesis, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- The Center for Cancer Epigenetics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Sharon Y. R. Dent
- Department of Epigenetics and Molecular Carcinogenesis, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- The Center for Cancer Epigenetics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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26
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Ijee S, Chambayil K, Chaudhury AD, Bagchi A, Modak K, Das S, Benjamin ESB, Rani S, Paul DZ, Nath A, Roy D, Palani D, Priyanka S, Ravichandran R, Kumary BK, Sivamani Y, S. V, Babu D, Nakamura Y, Thamodaran V, Balasubramanian P, Velayudhan SR. Efficient deletion of microRNAs using CRISPR/Cas9 with dual guide RNAs. Front Mol Biosci 2024; 10:1295507. [PMID: 38628442 PMCID: PMC11020096 DOI: 10.3389/fmolb.2023.1295507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2023] [Accepted: 12/27/2023] [Indexed: 04/19/2024] Open
Abstract
MicroRNAs (miRNAs) are short non-coding RNAs that play crucial roles in gene regulation, exerting post-transcriptional silencing, thereby influencing cellular function, development, and disease. Traditional loss-of-function methods for studying miRNA functions, such as miRNA inhibitors and sponges, present limitations in terms of specificity, transient effects, and off-target effects. Similarly, CRISPR/Cas9-based editing of miRNAs using single guide RNAs (sgRNAs) also has limitations in terms of design space for generating effective gRNAs. In this study, we introduce a novel approach that utilizes CRISPR/Cas9 with dual guide RNAs (dgRNAs) for the rapid and efficient generation of short deletions within miRNA genomic regions. Through the expression of dgRNAs through single-copy lentiviral integration, this approach achieves over a 90% downregulation of targeted miRNAs within a week. We conducted a comprehensive analysis of various parameters influencing efficient deletion formation. In addition, we employed doxycycline (Dox)-inducible expression of Cas9 from the AAVS1 locus, enabling homogeneous, temporal, and stage-specific editing during cellular differentiation. Compared to miRNA inhibitory methods, the dgRNA-based approach offers higher specificity, allowing for the deletion of individual miRNAs with similar seed sequences, without affecting other miRNAs. Due to the increased design space, the dgRNA-based approach provides greater flexibility in gRNA design compared to the sgRNA-based approach. We successfully applied this approach in two human cell lines, demonstrating its applicability for studying the mechanisms of human erythropoiesis and pluripotent stem cell (iPSC) biology and differentiation. Efficient deletion of miR-451 and miR-144 resulted in blockage of erythroid differentiation, and the deletion of miR-23a and miR-27a significantly affected iPSC survival. We have validated the highly efficient deletion of genomic regions by editing protein-coding genes, resulting in a significant impact on protein expression. This protocol has the potential to be extended to delete multiple miRNAs within miRNA clusters, allowing for future investigations into the cooperative effects of the cluster members on cellular functions. The protocol utilizing dgRNAs for miRNA deletion can be employed to generate efficient pooled libraries for high-throughput comprehensive analysis of miRNAs involved in different biological processes.
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Affiliation(s)
- Smitha Ijee
- Centre for Stem Cell Research (A Unit of inStem, Bengaluru), Christian Medical College Campus, Vellore, India
- Department of Biotechnology, Thiruvalluvar University, Vellore, India
| | - Karthik Chambayil
- Centre for Stem Cell Research (A Unit of inStem, Bengaluru), Christian Medical College Campus, Vellore, India
- Sree Chitra Tirunal Institute of Science and Medical Technology, Thiruvananthapuram, India
| | - Anurag Dutta Chaudhury
- Department of Haematology, Christian Medical College Campus, Vellore, India
- Regional Centre for Biotechnology, New Delhi, India
| | - Abhirup Bagchi
- Centre for Stem Cell Research (A Unit of inStem, Bengaluru), Christian Medical College Campus, Vellore, India
| | - Kirti Modak
- Department of Haematology, Christian Medical College Campus, Vellore, India
- Regional Centre for Biotechnology, New Delhi, India
| | - Saswati Das
- Department of Biotechnology, Thiruvalluvar University, Vellore, India
- Department of Haematology, Christian Medical College Campus, Vellore, India
| | - Esther Sathya Bama Benjamin
- Sree Chitra Tirunal Institute of Science and Medical Technology, Thiruvananthapuram, India
- Department of Haematology, Christian Medical College Campus, Vellore, India
| | - Sonam Rani
- Centre for Stem Cell Research (A Unit of inStem, Bengaluru), Christian Medical College Campus, Vellore, India
- Department of Biotechnology, Thiruvalluvar University, Vellore, India
| | - Daniel Zechariah Paul
- Department of Haematology, Christian Medical College Campus, Vellore, India
- Manipal Academy of Higher Education, Manipal, India
| | - Aneesha Nath
- Centre for Stem Cell Research (A Unit of inStem, Bengaluru), Christian Medical College Campus, Vellore, India
| | - Debanjan Roy
- Department of Haematology, Christian Medical College Campus, Vellore, India
- Manipal Academy of Higher Education, Manipal, India
| | - Dhavapriya Palani
- Centre for Stem Cell Research (A Unit of inStem, Bengaluru), Christian Medical College Campus, Vellore, India
| | - Sweety Priyanka
- Department of Haematology, Christian Medical College Campus, Vellore, India
| | | | - Betty K. Kumary
- Department of Haematology, Christian Medical College Campus, Vellore, India
| | - Yazhini Sivamani
- Department of Haematology, Christian Medical College Campus, Vellore, India
| | - Vijayanand S.
- Department of Biotechnology, Thiruvalluvar University, Vellore, India
| | - Dinesh Babu
- Centre for Stem Cell Research (A Unit of inStem, Bengaluru), Christian Medical College Campus, Vellore, India
| | - Yukio Nakamura
- Cell Engineering Division, RIKEN BioResource Research Center, Tsukuba, Japan
| | - Vasanth Thamodaran
- Centre for Stem Cell Research (A Unit of inStem, Bengaluru), Christian Medical College Campus, Vellore, India
- Tata Institute of Genetics and Society, Bengaluru, India
| | | | - Shaji R. Velayudhan
- Centre for Stem Cell Research (A Unit of inStem, Bengaluru), Christian Medical College Campus, Vellore, India
- Department of Haematology, Christian Medical College Campus, Vellore, India
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27
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Quintero-Ruiz N, Oliveira WDL, Esteca MV, Granato DC, Simabuco FM. Uncovering the bookshelves of CRISPR-based libraries: Advances and applications in cancer studies. Crit Rev Oncol Hematol 2024; 196:104287. [PMID: 38342473 DOI: 10.1016/j.critrevonc.2024.104287] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Revised: 02/02/2024] [Accepted: 02/02/2024] [Indexed: 02/13/2024] Open
Abstract
The advent of CRISPR/Cas9 technology has revolutionized the genome editing field. CRISPR-based libraries have become powerful tools for high-throughput functional genomics and genetic screening. CRISPR-based libraries can represent a powerful approach to uncovering genes related to chemoresistance and therapy efficacy and to studying cancer cells' fitness. In this review, we conducted an extensive literature search and summarized multiple studies that utilized these libraries in both in vitro and in vivo research, emphasizing their key findings. We provide an overview of the design, construction, and applications of CRISPR-based libraries in different cancer-focused studies and discuss the different types of CRISPR-based libraries. We finally point out the challenges associated with library design, including guide RNA selection, off-target effects, and library complexity. This review provides an overview of the work conducted with CRISPR libraries in the search for new targets that could potentially assist in cancer therapy by contributing to functional approaches.
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Affiliation(s)
- Nathalia Quintero-Ruiz
- Multidisciplinary Laboratory of Food and Health (LabMAS), School of Applied Sciences (FCA), University of Campinas (UNICAMP), Limeira, SP 13484-350, Brazil
| | - Wesley de Lima Oliveira
- Multidisciplinary Laboratory of Food and Health (LabMAS), School of Applied Sciences (FCA), University of Campinas (UNICAMP), Limeira, SP 13484-350, Brazil; Laboratório Nacional de Biociências (LNBio), Centro Nacional de Pesquisa Em Energia e Materiais (CNPEM), Campinas, São Paulo, Brazil
| | - Marcos Vinicius Esteca
- Multidisciplinary Laboratory of Food and Health (LabMAS), School of Applied Sciences (FCA), University of Campinas (UNICAMP), Limeira, SP 13484-350, Brazil
| | - Daniela Campos Granato
- Laboratório Nacional de Biociências (LNBio), Centro Nacional de Pesquisa Em Energia e Materiais (CNPEM), Campinas, São Paulo, Brazil
| | - Fernando Moreira Simabuco
- Multidisciplinary Laboratory of Food and Health (LabMAS), School of Applied Sciences (FCA), University of Campinas (UNICAMP), Limeira, SP 13484-350, Brazil; Department of Biochemistry, Federal University of São Paulo, São Paulo, SP 04044-020, Brazil.
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28
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Iida N, Muranaka Y, Park JW, Sekine S, Copeland NG, Jenkins NA, Shiraishi Y, Oshima M, Takeda H. Sleeping Beauty transposon mutagenesis in mouse intestinal organoids identifies genes involved in tumor progression and metastasis. Cancer Gene Ther 2024; 31:527-536. [PMID: 38177308 DOI: 10.1038/s41417-023-00723-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Revised: 12/14/2023] [Accepted: 12/19/2023] [Indexed: 01/06/2024]
Abstract
To identify genes important for colorectal cancer (CRC) development and metastasis, we established a new metastatic mouse organoid model using Sleeping Beauty (SB) transposon mutagenesis. Intestinal organoids derived from mice carrying actively mobilizing SB transposons, an activating KrasG12D, and an inactivating ApcΔ716 allele, were transplanted to immunodeficient mice. While 66.7% of mice developed primary tumors, 7.6% also developed metastatic tumors. Analysis of SB insertion sites in tumors identified numerous candidate cancer genes (CCGs) identified previously in intestinal SB screens performed in vivo, in addition to new CCGs, such as Slit2 and Atxn1. Metastatic tumors from the same mouse were clonally related to each other and to primary tumors, as evidenced by the transposon insertion site. To provide functional validation, we knocked out Slit2, Atxn1, and Cdkn2a in mouse tumor organoids and transplanted to mice. Tumor development was promoted when these gene were knocked out, demonstrating that these are potent tumor suppressors. Cdkn2a knockout cells also metastasized to the liver in 100% of the mice, demonstrating that Cdkn2a loss confers metastatic ability. Our organoid model thus provides a new approach that can be used to understand the evolutionary forces driving CRC metastasis and a rich resource to uncover CCGs promoting CRC.
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Affiliation(s)
- Naoko Iida
- Division of Genome Analysis Platform Development, National Cancer Center Research Institute, Tokyo, Japan
| | - Yukari Muranaka
- Laboratory of Molecular Genetics, National Cancer Center Research Institute, Tokyo, Japan
| | - Jun Won Park
- Division of Biomedical Convergence, College of Biomedical Science, Kang-won National University, Chuncheon-si, Republic of Korea
| | - Shigeki Sekine
- Division of Molecular Pathology, National Cancer Center Research Institute, Tokyo, Japan
| | - Neal G Copeland
- Genetics Department, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Nancy A Jenkins
- Genetics Department, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Yuichi Shiraishi
- Division of Genome Analysis Platform Development, National Cancer Center Research Institute, Tokyo, Japan
| | - Masanobu Oshima
- Division of Genetics, Cancer Research Institute, Kanazawa University, Ishikawa, Japan
- Nano-Life Science Institute, Kanazawa University, Ishikawa, Japan
| | - Haruna Takeda
- Laboratory of Molecular Genetics, National Cancer Center Research Institute, Tokyo, Japan.
- Cancer genes and genomes unit, Cancer Research Institute, Kanazawa University, Ishikawa, Japan.
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29
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Rodrigues ACBDC, Silva SLR, Dias IRSB, Costa RGA, Oliveira MDS, Soares MBP, Dias RB, Valverde LF, Rocha CAG, Johnson EM, Pina C, Bezerra DP. Piplartine eliminates CD34 + AML stem/progenitor cells by inducing oxidative stress and suppressing NF-κB signalling. Cell Death Discov 2024; 10:147. [PMID: 38503729 PMCID: PMC10951277 DOI: 10.1038/s41420-024-01909-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 03/04/2024] [Accepted: 03/05/2024] [Indexed: 03/21/2024] Open
Abstract
Acute myeloid leukaemia (AML) is a haematological malignancy characterised by the accumulation of transformed myeloid progenitors in the bone marrow. Piplartine (PL), also known as piperlongumine, is a pro-oxidant small molecule extracted from peppers that has demonstrated antineoplastic potential in solid tumours and other haematological malignancies. In this work, we explored the potential of PL to treat AML through the use of a combination of cellular and molecular analyses of primary and cultured leukaemia cells in vitro and in vivo. We showed that PL exhibits in vitro cytotoxicity against AML cells, including CD34+ leukaemia-propagating cells, but not healthy haematopoietic progenitors, suggesting anti-leukaemia selectivity. Mechanistically, PL treatment increased reactive oxygen species (ROS) levels and induced ROS-mediated apoptosis in AML cells, which could be prevented by treatment with the antioxidant scavenger N-acetyl-cysteine and the pancaspase inhibitor Z-VAD(OMe)-FMK. PL treatment reduced NFKB1 gene transcription and the level of NF-κB p65 (pS536), which was depleted from the nucleus of AML cells, indicating suppression of NF-κB p65 signalling. Significantly, PL suppressed AML development in a mouse xenograft model, and its combination with current AML treatments (cytarabine, daunorubicin and azacytidine) had synergistic effects, indicating translational therapeutic potential. Taken together, these data position PL as a novel anti-AML candidate drug that can target leukaemia stem/progenitors and is amenable to combinatorial therapeutic strategies.
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Affiliation(s)
- Ana Carolina B da C Rodrigues
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation (IGM-FIOCRUZ/BA), Salvador, Bahia, 40296-710, Brazil
- College of Health, Medicine and Life Sciences, Brunel University London, Uxbridge, UB8 3PH, UK
| | - Suellen L R Silva
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation (IGM-FIOCRUZ/BA), Salvador, Bahia, 40296-710, Brazil
| | - Ingrid R S B Dias
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation (IGM-FIOCRUZ/BA), Salvador, Bahia, 40296-710, Brazil
| | - Rafaela G A Costa
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation (IGM-FIOCRUZ/BA), Salvador, Bahia, 40296-710, Brazil
| | - Maiara de S Oliveira
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation (IGM-FIOCRUZ/BA), Salvador, Bahia, 40296-710, Brazil
| | - Milena B P Soares
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation (IGM-FIOCRUZ/BA), Salvador, Bahia, 40296-710, Brazil
- SENAI Institute for Innovation in Advanced Health Systems, SENAI CIMATEC, Salvador, Bahia, 41650-010, Brazil
| | - Rosane B Dias
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation (IGM-FIOCRUZ/BA), Salvador, Bahia, 40296-710, Brazil
- Department of Propaedeutics and Integrated Clinical, Faculty of Dentistry, Federal University of Bahia (UFBA), Salvador, Bahia, 40301-155, Brazil
| | - Ludmila F Valverde
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation (IGM-FIOCRUZ/BA), Salvador, Bahia, 40296-710, Brazil
| | - Clarissa A G Rocha
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation (IGM-FIOCRUZ/BA), Salvador, Bahia, 40296-710, Brazil
- Department of Propaedeutics and Integrated Clinical, Faculty of Dentistry, Federal University of Bahia (UFBA), Salvador, Bahia, 40301-155, Brazil
- Center for Biotechnology and Cell Therapy, D'Or Institute for Research and Education (IDOR), Salvador, Bahia, 41253-190, Brazil
| | - Emily M Johnson
- College of Health, Medicine and Life Sciences, Brunel University London, Uxbridge, UB8 3PH, UK
| | - Cristina Pina
- College of Health, Medicine and Life Sciences, Brunel University London, Uxbridge, UB8 3PH, UK.
- Centre for Genome Engineering and Maintenance, Brunel University London, Uxbridge, UB8 3PH, UK.
| | - Daniel P Bezerra
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation (IGM-FIOCRUZ/BA), Salvador, Bahia, 40296-710, Brazil.
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30
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Fukuoka M, Kodama T, Murai K, Hikita H, Sometani E, Sung J, Shimoda A, Shigeno S, Motooka D, Nishio A, Furuta K, Tatsumi T, Yusa K, Takehara T. Genome-wide loss-of-function genetic screen identifies INSIG2 as the vulnerability of hepatitis B virus-integrated hepatoma cells. Cancer Sci 2024; 115:859-870. [PMID: 38287498 PMCID: PMC10920982 DOI: 10.1111/cas.16070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 12/20/2023] [Accepted: 12/29/2023] [Indexed: 01/31/2024] Open
Abstract
There are approximately 250 million people chronically infected with hepatitis B virus (HBV) worldwide. Although HBV is often integrated into the host genome and promotes hepatocarcinogenesis, vulnerability of HBV integration in liver cancer cells has not been clarified. The aim of our study is to identify vulnerability factors for HBV-associated hepatocarcinoma. Loss-of-function screening was undertaken in HepG2 and HBV-integrated HepG2.2.15 cells expressing SpCas9 using a pooled genome-wide clustered regularly interspaced short palindromic repeats (CRISPR) library. Genes whose guide RNA (gRNA) abundance significantly decreased in HepG2.2.15 cells but not in HepG2 cells were extracted using the MAGeCK algorithm. We identified four genes (BCL2L1, VPS37A, INSIG2, and CFLAR) that showed significant reductions of gRNA abundance and thus potentially involved in the vulnerability of HBV-integrated cancer cells. Among them, siRNA-mediated mRNA inhibition or CRISPR-mediated genetic deletion of INSIG2 significantly impaired cell proliferation in HepG2.2.15 cells but not in HepG2 cells. Its inhibitory effect was alleviated by cotransfection of siRNAs targeting HBV. INSIG2 inhibition suppressed the pathways related to cell cycle and DNA replication, downregulated cyclin-dependent kinase 2 (CDK2) levels, and delayed the G1 -to-S transition in HepG2.2.15 cells. CDK2 inhibitor suppressed cell cycle progression in HepG2.2.15 cells and INSIG2 inhibition did not suppress cell proliferation in the presence of CDK2 inhibitor. In conclusion, INSIG2 inhibition induced cell cycle arrest in HBV-integrated hepatoma cells in a CDK2-dependent manner, and thus INSIG2 might be a vulnerability factor for HBV-associated liver cancer.
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Affiliation(s)
- Makoto Fukuoka
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
| | - Takahiro Kodama
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
| | - Kazuhiro Murai
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
| | - Hayato Hikita
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
| | - Emi Sometani
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
| | - Jihyun Sung
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
| | - Akiyoshi Shimoda
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
| | - Satoshi Shigeno
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
| | - Daisuke Motooka
- Genome Information Research Center, Research Institute for Microbial DiseasesOsaka UniversitySuitaJapan
| | - Akira Nishio
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
| | - Kunimaro Furuta
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
| | - Tomohide Tatsumi
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
| | - Kosuke Yusa
- Stem Cell Genetics, Institute for Frontier Life and Medical SciencesKyoto UniversityKyotoJapan
| | - Tetsuo Takehara
- Department of Gastroenterology and HepatologyOsaka University Graduate School of MedicineSuitaOsakaJapan
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31
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Adams DJ, Barlas B, McIntyre RE, Salguero I, van der Weyden L, Barros A, Vicente JR, Karimpour N, Haider A, Ranzani M, Turner G, Thompson NA, Harle V, Olvera-León R, Robles-Espinoza CD, Speak AO, Geisler N, Weninger WJ, Geyer SH, Hewinson J, Karp NA, Fu B, Yang F, Kozik Z, Choudhary J, Yu L, van Ruiten MS, Rowland BD, Lelliott CJ, Del Castillo Velasco-Herrera M, Verstraten R, Bruckner L, Henssen AG, Rooimans MA, de Lange J, Mohun TJ, Arends MJ, Kentistou KA, Coelho PA, Zhao Y, Zecchini H, Perry JRB, Jackson SP, Balmus G. Genetic determinants of micronucleus formation in vivo. Nature 2024; 627:130-136. [PMID: 38355793 PMCID: PMC10917660 DOI: 10.1038/s41586-023-07009-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Accepted: 12/21/2023] [Indexed: 02/16/2024]
Abstract
Genomic instability arising from defective responses to DNA damage1 or mitotic chromosomal imbalances2 can lead to the sequestration of DNA in aberrant extranuclear structures called micronuclei (MN). Although MN are a hallmark of ageing and diseases associated with genomic instability, the catalogue of genetic players that regulate the generation of MN remains to be determined. Here we analyse 997 mouse mutant lines, revealing 145 genes whose loss significantly increases (n = 71) or decreases (n = 74) MN formation, including many genes whose orthologues are linked to human disease. We found that mice null for Dscc1, which showed the most significant increase in MN, also displayed a range of phenotypes characteristic of patients with cohesinopathy disorders. After validating the DSCC1-associated MN instability phenotype in human cells, we used genome-wide CRISPR-Cas9 screening to define synthetic lethal and synthetic rescue interactors. We found that the loss of SIRT1 can rescue phenotypes associated with DSCC1 loss in a manner paralleling restoration of protein acetylation of SMC3. Our study reveals factors involved in maintaining genomic stability and shows how this information can be used to identify mechanisms that are relevant to human disease biology1.
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Affiliation(s)
- D J Adams
- Wellcome Sanger Institute, Cambridge, UK.
| | - B Barlas
- UK Dementia Research Institute at the University of Cambridge, University of Cambridge, Cambridge, UK
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | | | - I Salguero
- The Gurdon Institute and Department of Biochemistry, University of Cambridge, Cambridge, UK
| | | | - A Barros
- Wellcome Sanger Institute, Cambridge, UK
- The Gurdon Institute and Department of Biochemistry, University of Cambridge, Cambridge, UK
| | - J R Vicente
- UK Dementia Research Institute at the University of Cambridge, University of Cambridge, Cambridge, UK
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - N Karimpour
- UK Dementia Research Institute at the University of Cambridge, University of Cambridge, Cambridge, UK
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - A Haider
- UK Dementia Research Institute at the University of Cambridge, University of Cambridge, Cambridge, UK
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - M Ranzani
- Wellcome Sanger Institute, Cambridge, UK
| | - G Turner
- Wellcome Sanger Institute, Cambridge, UK
| | | | - V Harle
- Wellcome Sanger Institute, Cambridge, UK
| | | | - C D Robles-Espinoza
- Wellcome Sanger Institute, Cambridge, UK
- Laboratorio Internacional de Investigación Sobre el Genoma Humano, Universidad Nacional Autónoma de México, Santiago de Querétaro, México
| | - A O Speak
- Wellcome Sanger Institute, Cambridge, UK
| | - N Geisler
- Wellcome Sanger Institute, Cambridge, UK
- The Gurdon Institute and Department of Biochemistry, University of Cambridge, Cambridge, UK
| | - W J Weninger
- Division of Anatomy, MIC, Medical University of Vienna, Wien, Austria
| | - S H Geyer
- Division of Anatomy, MIC, Medical University of Vienna, Wien, Austria
| | - J Hewinson
- Wellcome Sanger Institute, Cambridge, UK
| | - N A Karp
- Wellcome Sanger Institute, Cambridge, UK
| | - B Fu
- Wellcome Sanger Institute, Cambridge, UK
| | - F Yang
- Wellcome Sanger Institute, Cambridge, UK
| | - Z Kozik
- Functional Proteomics Group, Chester Beatty Laboratories, The Institute of Cancer Research, London, UK
| | - J Choudhary
- Functional Proteomics Group, Chester Beatty Laboratories, The Institute of Cancer Research, London, UK
| | - L Yu
- Functional Proteomics Group, Chester Beatty Laboratories, The Institute of Cancer Research, London, UK
| | - M S van Ruiten
- Division of Cell Biology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - B D Rowland
- Division of Cell Biology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | | | | | | | - L Bruckner
- Experimental and Clinical Research Center (ECRC) of the MDC and Charité Berlin, Berlin, Germany
- Max-Delbrück-Centrum für Molekulare Medizin, Berlin, Germany
| | - A G Henssen
- Experimental and Clinical Research Center (ECRC) of the MDC and Charité Berlin, Berlin, Germany
- Max-Delbrück-Centrum für Molekulare Medizin, Berlin, Germany
- Department of Pediatric Oncology and Hematology, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
- German Cancer Consortium (DKTK), partner site Berlin, and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - M A Rooimans
- Department of Human Genetics, Section of Oncogenetics, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Cancer Biology and Immunology, Amsterdam, The Netherlands
| | - J de Lange
- Department of Human Genetics, Section of Oncogenetics, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Cancer Biology and Immunology, Amsterdam, The Netherlands
| | - T J Mohun
- Division of Developmental Biology, MRC, National Institute for Medical Research, London, UK
| | - M J Arends
- Division of Pathology, Cancer Research UK Scotland Centre, Institute of Genetics & Cancer The University of Edinburgh, Edinburgh, UK
| | - K A Kentistou
- MRC Epidemiology Unit, Wellcome-MRC Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - P A Coelho
- Department of Genetics, University of Cambridge, Cambridge, UK
| | - Y Zhao
- UK Dementia Research Institute at the University of Cambridge, University of Cambridge, Cambridge, UK
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - H Zecchini
- Metabolic Research Laboratory, Wellcome-MRC Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - J R B Perry
- MRC Epidemiology Unit, Wellcome-MRC Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
- Metabolic Research Laboratory, Wellcome-MRC Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - S P Jackson
- The Gurdon Institute and Department of Biochemistry, University of Cambridge, Cambridge, UK
- Cancer Research UK Cambridge Institute, Cambridge, UK
| | - G Balmus
- Wellcome Sanger Institute, Cambridge, UK.
- UK Dementia Research Institute at the University of Cambridge, University of Cambridge, Cambridge, UK.
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK.
- The Gurdon Institute and Department of Biochemistry, University of Cambridge, Cambridge, UK.
- Department of Molecular Neuroscience, Transylvanian Institute of Neuroscience, Cluj-Napoca, Romania.
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Sharma S, Whitehead T, Kotowski M, Ng EZQ, Clarke J, Leitner J, Chen YL, Santos AM, Steinberger P, Davis SJ. A high-throughput two-cell assay for interrogating inhibitory signaling pathways in T cells. Life Sci Alliance 2024; 7:e202302359. [PMID: 38073578 PMCID: PMC10703992 DOI: 10.26508/lsa.202302359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Revised: 11/30/2023] [Accepted: 11/30/2023] [Indexed: 12/18/2023] Open
Abstract
The recent success of immunotherapies relying on manipulation of T-cell activation highlights the value of characterising the mediators of immune checkpoint signaling. CRISPR/Cas9 is a popular approach for interrogating signaling pathways; however, the lack of appropriate assays for studying inhibitory signaling in T cells is limiting the use of large-scale perturbation-based approaches. Here, we adapted an existing Jurkat cell-based transcriptional reporter assay to study both activatory and inhibitory (PD-1-mediated) T-cell signaling using CRISPR-based genome screening in arrayed and pooled formats. We targeted 64 SH2 domain-containing proteins expressed by Jurkat T cells in an arrayed screen, in which individual targets could be assessed independently, showing that arrays can be used to study mediators of both activatory and inhibitory signaling. Pooled screens succeeded in simultaneously identifying many of the known mediators of proximal activating and inhibitory T-cell signaling, including SHP2 and PD-1, confirming the utility of the method. Altogether, the data suggested that SHP2 is the major PD-1-specific, SH2 family mediator of inhibitory signaling. These approaches should allow the systematic analysis of signaling pathways in T cells.
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Affiliation(s)
- Sumana Sharma
- https://ror.org/052gg0110 MRC Translational Immune Discovery Unit, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Toby Whitehead
- https://ror.org/052gg0110 MRC Translational Immune Discovery Unit, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Mateusz Kotowski
- https://ror.org/052gg0110 MRC Translational Immune Discovery Unit, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Emily Zhi Qing Ng
- https://ror.org/052gg0110 MRC Translational Immune Discovery Unit, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Joseph Clarke
- https://ror.org/052gg0110 MRC Translational Immune Discovery Unit, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Judith Leitner
- Division of Immune Receptors and T Cell Activation, Institute of Immunology, Medical University of Vienna, Vienna, Austria
| | - Yi-Ling Chen
- https://ror.org/052gg0110 MRC Translational Immune Discovery Unit, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Ana Mafalda Santos
- https://ror.org/052gg0110 MRC Translational Immune Discovery Unit, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Peter Steinberger
- Division of Immune Receptors and T Cell Activation, Institute of Immunology, Medical University of Vienna, Vienna, Austria
| | - Simon J Davis
- https://ror.org/052gg0110 MRC Translational Immune Discovery Unit, John Radcliffe Hospital, University of Oxford, Oxford, UK
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33
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Andronikou C, Burdova K, Dibitetto D, Lieftink C, Malzer E, Kuiken HJ, Gogola E, Ray Chaudhuri A, Beijersbergen RL, Hanzlikova H, Jonkers J, Rottenberg S. PARG-deficient tumor cells have an increased dependence on EXO1/FEN1-mediated DNA repair. EMBO J 2024; 43:1015-1042. [PMID: 38360994 PMCID: PMC10943112 DOI: 10.1038/s44318-024-00043-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 01/22/2024] [Accepted: 01/23/2024] [Indexed: 02/17/2024] Open
Abstract
Targeting poly(ADP-ribose) glycohydrolase (PARG) is currently explored as a therapeutic approach to treat various cancer types, but we have a poor understanding of the specific genetic vulnerabilities that would make cancer cells susceptible to such a tailored therapy. Moreover, the identification of such vulnerabilities is of interest for targeting BRCA2;p53-deficient tumors that have acquired resistance to poly(ADP-ribose) polymerase inhibitors (PARPi) through loss of PARG expression. Here, by performing whole-genome CRISPR/Cas9 drop-out screens, we identify various genes involved in DNA repair to be essential for the survival of PARG;BRCA2;p53-deficient cells. In particular, our findings reveal EXO1 and FEN1 as major synthetic lethal interactors of PARG loss. We provide evidence for compromised replication fork progression, DNA single-strand break repair, and Okazaki fragment processing in PARG;BRCA2;p53-deficient cells, alterations that exacerbate the effects of EXO1/FEN1 inhibition and become lethal in this context. Since this sensitivity is dependent on BRCA2 defects, we propose to target EXO1/FEN1 in PARPi-resistant tumors that have lost PARG activity. Moreover, EXO1/FEN1 targeting may be a useful strategy for enhancing the effect of PARG inhibitors in homologous recombination-deficient tumors.
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Affiliation(s)
- Christina Andronikou
- Institute of Animal Pathology, Vetsuisse Faculty, University of Bern, 3012, Bern, Switzerland
- Division of Molecular Pathology, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
- Cancer Therapy Resistance Cluster and Bern Center for Precision Medicine, Department for Biomedical Research, University of Bern, 3088, Bern, Switzerland
| | - Kamila Burdova
- Laboratory of Genome Dynamics, Institute of Molecular Genetics of the Czech Academy of Sciences, 142 20, Prague 4, Czech Republic
| | - Diego Dibitetto
- Institute of Animal Pathology, Vetsuisse Faculty, University of Bern, 3012, Bern, Switzerland
- Cancer Therapy Resistance Cluster and Bern Center for Precision Medicine, Department for Biomedical Research, University of Bern, 3088, Bern, Switzerland
| | - Cor Lieftink
- Division of Molecular Carcinogenesis, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands
- The Netherlands Cancer Institute Robotics and Screening Center, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands
| | - Elke Malzer
- Division of Molecular Carcinogenesis, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands
- The Netherlands Cancer Institute Robotics and Screening Center, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands
| | - Hendrik J Kuiken
- Division of Molecular Carcinogenesis, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands
- The Netherlands Cancer Institute Robotics and Screening Center, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands
| | - Ewa Gogola
- Division of Molecular Pathology, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands
| | - Arnab Ray Chaudhuri
- Department of Molecular Genetics, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015GD, Rotterdam, The Netherlands
| | - Roderick L Beijersbergen
- Division of Molecular Carcinogenesis, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands
- The Netherlands Cancer Institute Robotics and Screening Center, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands
| | - Hana Hanzlikova
- Institute of Animal Pathology, Vetsuisse Faculty, University of Bern, 3012, Bern, Switzerland
- Laboratory of Genome Dynamics, Institute of Molecular Genetics of the Czech Academy of Sciences, 142 20, Prague 4, Czech Republic
| | - Jos Jonkers
- Division of Molecular Pathology, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands.
- Oncode Institute, Amsterdam, The Netherlands.
| | - Sven Rottenberg
- Institute of Animal Pathology, Vetsuisse Faculty, University of Bern, 3012, Bern, Switzerland.
- Division of Molecular Pathology, The Netherlands Cancer Institute, 1066CX, Amsterdam, The Netherlands.
- Cancer Therapy Resistance Cluster and Bern Center for Precision Medicine, Department for Biomedical Research, University of Bern, 3088, Bern, Switzerland.
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34
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Chan AK, Han L, Delaney CD, Wang X, Mukhaleva E, Li M, Yang L, Pokharel SP, Mattson N, Garcia M, Wang B, Xu X, Zhang L, Singh P, Elsayed Z, Chen R, Kuang B, Wang J, Yuan YC, Chen B, Chan LN, Rosen ST, Horne D, Müschen M, Chen J, Vaidehi N, Armstrong SA, Su R, Chen CW. Therapeutic targeting Tudor domains in leukemia via CRISPR-Scan Assisted Drug Discovery. SCIENCE ADVANCES 2024; 10:eadk3127. [PMID: 38394203 PMCID: PMC10889360 DOI: 10.1126/sciadv.adk3127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Accepted: 01/22/2024] [Indexed: 02/25/2024]
Abstract
Epigenetic dysregulation has been reported in multiple cancers including leukemias. Nonetheless, the roles of the epigenetic reader Tudor domains in leukemia progression and therapy remain unexplored. Here, we conducted a Tudor domain-focused CRISPR screen and identified SGF29, a component of SAGA/ATAC acetyltransferase complexes, as a crucial factor for H3K9 acetylation, ribosomal gene expression, and leukemogenesis. To facilitate drug development, we integrated the CRISPR tiling scan with compound docking and molecular dynamics simulation, presenting a generally applicable strategy called CRISPR-Scan Assisted Drug Discovery (CRISPR-SADD). Using this approach, we identified a lead inhibitor that selectively targets SGF29's Tudor domain and demonstrates efficacy against leukemia. Furthermore, we propose that the structural genetics approach used in our study can be widely applied to diverse fields for de novo drug discovery.
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Affiliation(s)
- Anthony K.N. Chan
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
- Division of Epigenetic and Transcriptional Engineering, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Li Han
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
- School of Pharmacy, China Medical University, Shenyang, Liaoning, China
| | - Christopher D. Delaney
- Duke University School of Medicine, Durham, NC, USA
- Department of Pediatrics, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Xueer Wang
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Elizaveta Mukhaleva
- Department of Computational and Quantitative Medicine, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Mingli Li
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Lu Yang
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
- Division of Epigenetic and Transcriptional Engineering, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Sheela Pangeni Pokharel
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
- Division of Epigenetic and Transcriptional Engineering, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Nicole Mattson
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Michelle Garcia
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
- Department of Chemistry, Dartmouth College, Hanover, NH, USA
| | - Bintao Wang
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Xiaobao Xu
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Leisi Zhang
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Priyanka Singh
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Zeinab Elsayed
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Renee Chen
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Benjamin Kuang
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Jinhui Wang
- City of Hope Comprehensive Cancer Center, Duarte, CA, USA
| | - Yate-Ching Yuan
- Department of Computational and Quantitative Medicine, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Bryan Chen
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Lai N. Chan
- Center of Molecular and Cellular Oncology, Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | | | - David Horne
- City of Hope Comprehensive Cancer Center, Duarte, CA, USA
| | - Markus Müschen
- Center of Molecular and Cellular Oncology, Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA
| | - Jianjun Chen
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
- City of Hope Comprehensive Cancer Center, Duarte, CA, USA
| | - Nagarajan Vaidehi
- Department of Computational and Quantitative Medicine, Beckman Research Institute, City of Hope, Duarte, CA, USA
- City of Hope Comprehensive Cancer Center, Duarte, CA, USA
| | - Scott A. Armstrong
- Department of Pediatrics, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Rui Su
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
- City of Hope Comprehensive Cancer Center, Duarte, CA, USA
| | - Chun-Wei Chen
- Department of Systems Biology, Beckman Research Institute, City of Hope, Duarte, CA, USA
- Division of Epigenetic and Transcriptional Engineering, Beckman Research Institute, City of Hope, Duarte, CA, USA
- City of Hope Comprehensive Cancer Center, Duarte, CA, USA
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35
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Barbosa K, Deshpande A, Perales M, Xiang P, Murad R, Pramod AB, Minkina A, Robertson N, Schischlik F, Lei X, Sun Y, Brown A, Amend D, Jeremias I, Doench JG, Humphries RK, Ruppin E, Shendure J, Mali P, Adams PD, Deshpande AJ. Transcriptional control of leukemogenesis by the chromatin reader SGF29. Blood 2024; 143:697-712. [PMID: 38048593 PMCID: PMC10900139 DOI: 10.1182/blood.2023021234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 11/15/2023] [Accepted: 11/27/2023] [Indexed: 12/06/2023] Open
Abstract
ABSTRACT Aberrant expression of stem cell-associated genes is a common feature in acute myeloid leukemia (AML) and is linked to leukemic self-renewal and therapy resistance. Using AF10-rearranged leukemia as a prototypical example of the recurrently activated "stemness" network in AML, we screened for chromatin regulators that sustain its expression. We deployed a CRISPR-Cas9 screen with a bespoke domain-focused library and identified several novel chromatin-modifying complexes as regulators of the TALE domain transcription factor MEIS1, a key leukemia stem cell (LSC)-associated gene. CRISPR droplet sequencing revealed that many of these MEIS1 regulators coordinately controlled the transcription of several AML oncogenes. In particular, we identified a novel role for the Tudor-domain-containing chromatin reader protein SGF29 in the transcription of AML oncogenes. Furthermore, SGF29 deletion impaired leukemogenesis in models representative of multiple AML subtypes in multiple AML subtype models. Our studies reveal a novel role for SGF29 as a nononcogenic dependency in AML and identify the SGF29 Tudor domain as an attractive target for drug discovery.
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Affiliation(s)
- Karina Barbosa
- Cancer Genome and Epigenetics Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA
| | - Anagha Deshpande
- Cancer Genome and Epigenetics Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA
| | - Marlenne Perales
- Cancer Genome and Epigenetics Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA
| | - Ping Xiang
- British Columbia Cancer Agency, Vancouver, BC, Canada
| | - Rabi Murad
- Cancer Genome and Epigenetics Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA
| | - Akula Bala Pramod
- Cancer Genome and Epigenetics Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA
| | - Anna Minkina
- Department of Genome Sciences, University of Washington, Seattle, WA
| | - Neil Robertson
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Fiorella Schischlik
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Xue Lei
- Cancer Genome and Epigenetics Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA
| | - Younguk Sun
- Cancer Genome and Epigenetics Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA
| | - Adam Brown
- Research Unit Apoptosis in Hematopoietic Stem Cells, Helmholtz Center Munich, Munich, Germany
| | - Diana Amend
- Research Unit Apoptosis in Hematopoietic Stem Cells, Helmholtz Center Munich, Munich, Germany
| | - Irmela Jeremias
- Research Unit Apoptosis in Hematopoietic Stem Cells, Helmholtz Center Munich, Munich, Germany
| | | | | | - Eytan Ruppin
- Cancer Data Science Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD
| | - Jay Shendure
- Department of Genome Sciences, University of Washington, Seattle, WA
| | - Prashant Mali
- Department of Bioengineering, University of California, San Diego, San Diego, CA
| | - Peter D. Adams
- Cancer Genome and Epigenetics Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA
| | - Aniruddha J. Deshpande
- Cancer Genome and Epigenetics Program, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA
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36
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Aoki K, Hyuga M, Tarumoto Y, Nishibuchi G, Ueda A, Ochi Y, Sugino S, Mikami T, Kobushi H, Kato I, Akahane K, Inukai T, Takaori-Kondo A, Takita J, Ogawa S, Yusa K. Canonical BAF complex regulates the oncogenic program in human T-cell acute lymphoblastic leukemia. Blood 2024; 143:604-618. [PMID: 37922452 DOI: 10.1182/blood.2023020857] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 10/19/2023] [Accepted: 10/20/2023] [Indexed: 11/05/2023] Open
Abstract
ABSTRACT Acute leukemia cells require bone marrow microenvironments, known as niches, which provide leukemic cells with niche factors that are essential for leukemic cell survival and/or proliferation. However, it remains unclear how the dynamics of the leukemic cell-niche interaction are regulated. Using a genome-wide CRISPR screen, we discovered that canonical BRG1/BRM-associated factor (cBAF), a variant of the switch/sucrose nonfermenting chromatin remodeling complex, regulates the migratory response of human T-cell acute lymphoblastic leukemia (T-ALL) cells to a niche factor CXCL12. Mechanistically, cBAF maintains chromatin accessibility and allows RUNX1 to bind to CXCR4 enhancer regions. cBAF inhibition evicts RUNX1 from the genome, resulting in CXCR4 downregulation and impaired migration activity. In addition, cBAF maintains chromatin accessibility preferentially at RUNX1 binding sites, ensuring RUNX1 binding at these sites, and is required for expression of RUNX1-regulated genes, such as CDK6; therefore, cBAF inhibition negatively impacts cell proliferation and profoundly induces apoptosis. This anticancer effect was also confirmed using T-ALL xenograft models, suggesting cBAF as a promising therapeutic target. Thus, we provide novel evidence that cBAF regulates the RUNX1-driven leukemic program and governs migration activity toward CXCL12 and cell-autonomous growth in human T-ALL.
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Affiliation(s)
- Kazunari Aoki
- Stem Cell Genetics, Institute for Life and Medical Sciences, Kyoto University, Kyoto, Japan
| | - Mizuki Hyuga
- Stem Cell Genetics, Institute for Life and Medical Sciences, Kyoto University, Kyoto, Japan
- Department of Hematology and Oncology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Yusuke Tarumoto
- Stem Cell Genetics, Institute for Life and Medical Sciences, Kyoto University, Kyoto, Japan
| | - Gohei Nishibuchi
- Stem Cell Genetics, Institute for Life and Medical Sciences, Kyoto University, Kyoto, Japan
| | - Atsushi Ueda
- Stem Cell Genetics, Institute for Life and Medical Sciences, Kyoto University, Kyoto, Japan
- Department of Hematology and Oncology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Yotaro Ochi
- Department of Pathology and Tumor Biology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
- Institute for the Advanced Study of Human Biology, Kyoto University, Kyoto, Japan
| | - Seiichi Sugino
- Stem Cell Genetics, Institute for Life and Medical Sciences, Kyoto University, Kyoto, Japan
| | - Takashi Mikami
- Department of Pediatrics, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Hirokazu Kobushi
- Department of Pediatrics, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Itaru Kato
- Department of Pediatrics, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Koshi Akahane
- Department of Pediatrics, School of Medicine, University of Yamanashi, Yamanashi, Japan
| | - Takeshi Inukai
- Department of Pediatrics, School of Medicine, University of Yamanashi, Yamanashi, Japan
| | - Akifumi Takaori-Kondo
- Department of Hematology and Oncology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Junko Takita
- Department of Pediatrics, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Seishi Ogawa
- Department of Pathology and Tumor Biology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
- Institute for the Advanced Study of Human Biology, Kyoto University, Kyoto, Japan
- Department of Medicine, Centre for Haematology and Regenerative Medicine, Karolinska Institute, Stockholm, Sweden
| | - Kosuke Yusa
- Stem Cell Genetics, Institute for Life and Medical Sciences, Kyoto University, Kyoto, Japan
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37
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Freitas FP, Alborzinia H, Dos Santos AF, Nepachalovich P, Pedrera L, Zilka O, Inague A, Klein C, Aroua N, Kaushal K, Kast B, Lorenz SM, Kunz V, Nehring H, Xavier da Silva TN, Chen Z, Atici S, Doll SG, Schaefer EL, Ekpo I, Schmitz W, Horling A, Imming P, Miyamoto S, Wehman AM, Genaro-Mattos TC, Mirnics K, Kumar L, Klein-Seetharaman J, Meierjohann S, Weigand I, Kroiss M, Bornkamm GW, Gomes F, Netto LES, Sathian MB, Konrad DB, Covey DF, Michalke B, Bommert K, Bargou RC, Garcia-Saez A, Pratt DA, Fedorova M, Trumpp A, Conrad M, Friedmann Angeli JP. 7-Dehydrocholesterol is an endogenous suppressor of ferroptosis. Nature 2024; 626:401-410. [PMID: 38297129 DOI: 10.1038/s41586-023-06878-9] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 11/17/2023] [Indexed: 02/02/2024]
Abstract
Ferroptosis is a form of cell death that has received considerable attention not only as a means to eradicate defined tumour entities but also because it provides unforeseen insights into the metabolic adaptation that tumours exploit to counteract phospholipid oxidation1,2. Here, we identify proferroptotic activity of 7-dehydrocholesterol reductase (DHCR7) and an unexpected prosurvival function of its substrate, 7-dehydrocholesterol (7-DHC). Although previous studies suggested that high concentrations of 7-DHC are cytotoxic to developing neurons by favouring lipid peroxidation3, we now show that 7-DHC accumulation confers a robust prosurvival function in cancer cells. Because of its far superior reactivity towards peroxyl radicals, 7-DHC effectively shields (phospho)lipids from autoxidation and subsequent fragmentation. We provide validation in neuroblastoma and Burkitt's lymphoma xenografts where we demonstrate that the accumulation of 7-DHC is capable of inducing a shift towards a ferroptosis-resistant state in these tumours ultimately resulting in a more aggressive phenotype. Conclusively, our findings provide compelling evidence of a yet-unrecognized antiferroptotic activity of 7-DHC as a cell-intrinsic mechanism that could be exploited by cancer cells to escape ferroptosis.
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Affiliation(s)
- Florencio Porto Freitas
- Rudolf Virchow Center for Integrative and Translational Bioimaging, University of Würzburg, Würzburg, Germany
| | - Hamed Alborzinia
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM gGmbH), Heidelberg, Germany
- Division of Stem Cells and Cancer, German Cancer Research Center (DKFZ) and DKFZ-ZMBH Alliance, Heidelberg, Germany
| | - Ancély Ferreira Dos Santos
- Rudolf Virchow Center for Integrative and Translational Bioimaging, University of Würzburg, Würzburg, Germany
| | - Palina Nepachalovich
- Center of Membrane Biochemistry and Lipid Research, University Hospital and Faculty of Medicine Carl Gustav Carus of TU Dresden, Dresden, Germany
| | - Lohans Pedrera
- Institute of Genetics, CECAD, University of Cologne, Cologne, Germany
| | - Omkar Zilka
- Department of Chemistry & Biomolecular Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | - Alex Inague
- Rudolf Virchow Center for Integrative and Translational Bioimaging, University of Würzburg, Würzburg, Germany
- Instituto de Química, Universidade de Sao Paulo, Sao Paulo, Brazil
| | - Corinna Klein
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM gGmbH), Heidelberg, Germany
- Division of Stem Cells and Cancer, German Cancer Research Center (DKFZ) and DKFZ-ZMBH Alliance, Heidelberg, Germany
| | - Nesrine Aroua
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM gGmbH), Heidelberg, Germany
- Division of Stem Cells and Cancer, German Cancer Research Center (DKFZ) and DKFZ-ZMBH Alliance, Heidelberg, Germany
| | - Kamini Kaushal
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM gGmbH), Heidelberg, Germany
- Division of Stem Cells and Cancer, German Cancer Research Center (DKFZ) and DKFZ-ZMBH Alliance, Heidelberg, Germany
| | - Bettina Kast
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM gGmbH), Heidelberg, Germany
- Division of Stem Cells and Cancer, German Cancer Research Center (DKFZ) and DKFZ-ZMBH Alliance, Heidelberg, Germany
| | - Svenja M Lorenz
- Institute of Metabolism and Cell Death, Helmholtz Zentrum München, Neuherberg, Germany
| | - Viktoria Kunz
- Comprehensive Cancer Center Mainfranken, Universitätsklinikum Würzburg, Würzburg, Germany
| | - Helene Nehring
- Rudolf Virchow Center for Integrative and Translational Bioimaging, University of Würzburg, Würzburg, Germany
| | - Thamara N Xavier da Silva
- Rudolf Virchow Center for Integrative and Translational Bioimaging, University of Würzburg, Würzburg, Germany
| | - Zhiyi Chen
- Rudolf Virchow Center for Integrative and Translational Bioimaging, University of Würzburg, Würzburg, Germany
| | - Sena Atici
- Rudolf Virchow Center for Integrative and Translational Bioimaging, University of Würzburg, Würzburg, Germany
| | - Sebastian G Doll
- Institute of Metabolism and Cell Death, Helmholtz Zentrum München, Neuherberg, Germany
| | - Emily L Schaefer
- Department of Chemistry & Biomolecular Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | - Ifedapo Ekpo
- Department of Chemistry & Biomolecular Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | - Werner Schmitz
- Department of Biochemistry and Molecular Biology, Theodor Boveri Institute, Biocenter, University of Würzburg, Würzburg, Germany
| | - Aline Horling
- Institute of Pharmacy, Martin Luther University Halle Wittenberg, Halle, Germany
| | - Peter Imming
- Institute of Pharmacy, Martin Luther University Halle Wittenberg, Halle, Germany
| | - Sayuri Miyamoto
- Instituto de Química, Universidade de Sao Paulo, Sao Paulo, Brazil
| | - Ann M Wehman
- Department of Biological Sciences, University of Denver, Denver, CO, USA
| | - Thiago C Genaro-Mattos
- Munroe-Meyer Institute for Genetics and Rehabilitation, University of Nebraska Medical Center, Omaha, NE, USA
| | - Karoly Mirnics
- Munroe-Meyer Institute for Genetics and Rehabilitation, University of Nebraska Medical Center, Omaha, NE, USA
| | - Lokender Kumar
- Faculty of Applied Sciences and Biotechnology, Shoolini University, Himachal Pradesh, India
| | - Judith Klein-Seetharaman
- Department of Physics, Colorado School of Mines, Golden, CO, USA
- School of Molecular Sciences, Arizona State University, Phoenix, AZ, USA
| | | | - Isabel Weigand
- Medizinische Klinik und Poliklinik IV, Ludwig Maximillian University, Munich, Germany
| | - Matthias Kroiss
- Medizinische Klinik und Poliklinik IV, Ludwig Maximillian University, Munich, Germany
| | - Georg W Bornkamm
- Institute of Experimental Cancer Research, University Hospital Ulm, Ulm, Germany
| | - Fernando Gomes
- Instituto de Biociências, Universidade de São Paulo, São Paulo, Brazil
| | | | - Manjima B Sathian
- Department of Pharmacy, Ludwig Maximilian University of Munich, Munich, Germany
| | - David B Konrad
- Department of Pharmacy, Ludwig Maximilian University of Munich, Munich, Germany
| | - Douglas F Covey
- Department of Developmental Biology, Washington University in St. Louis, St. Louis, MO, USA
- Taylor Family Institute for Innovative Psychiatric Research, Washington University, St. Louis, MO, USA
| | - Bernhard Michalke
- Research Unit Analytical BioGeoChemistry, Helmholtz Center München (HMGU), Neuherberg, Germany
| | - Kurt Bommert
- Comprehensive Cancer Center Mainfranken, Universitätsklinikum Würzburg, Würzburg, Germany
| | - Ralf C Bargou
- Comprehensive Cancer Center Mainfranken, Universitätsklinikum Würzburg, Würzburg, Germany
| | - Ana Garcia-Saez
- Institute of Genetics, CECAD, University of Cologne, Cologne, Germany
| | - Derek A Pratt
- Department of Chemistry & Biomolecular Sciences, University of Ottawa, Ottawa, Ontario, Canada
| | - Maria Fedorova
- Center of Membrane Biochemistry and Lipid Research, University Hospital and Faculty of Medicine Carl Gustav Carus of TU Dresden, Dresden, Germany
| | - Andreas Trumpp
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM gGmbH), Heidelberg, Germany
- Division of Stem Cells and Cancer, German Cancer Research Center (DKFZ) and DKFZ-ZMBH Alliance, Heidelberg, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Marcus Conrad
- Institute of Metabolism and Cell Death, Helmholtz Zentrum München, Neuherberg, Germany
| | - José Pedro Friedmann Angeli
- Rudolf Virchow Center for Integrative and Translational Bioimaging, University of Würzburg, Würzburg, Germany.
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38
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Baxter JS, Brough R, Krastev DB, Song F, Sridhar S, Gulati A, Alexander J, Roumeliotis TI, Kozik Z, Choudhary JS, Haider S, Pettitt SJ, Tutt ANJ, Lord CJ. Cancer-associated FBXW7 loss is synthetic lethal with pharmacological targeting of CDC7. Mol Oncol 2024; 18:369-385. [PMID: 37866880 PMCID: PMC10850818 DOI: 10.1002/1878-0261.13537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 08/29/2023] [Accepted: 10/13/2023] [Indexed: 10/24/2023] Open
Abstract
The F-box and WD repeat domain containing 7 (FBXW7) tumour suppressor gene encodes a substrate-recognition subunit of Skp, cullin, F-box (SCF)-containing complexes. The tumour-suppressive role of FBXW7 is ascribed to its ability to drive ubiquitination and degradation of oncoproteins. Despite this molecular understanding, therapeutic approaches that target defective FBXW7 have not been identified. Using genome-wide clustered regularly interspaced short palindromic repeats (CRISPR)-Cas9 screens, focussed RNA-interference screens and whole and phospho-proteome mass spectrometry profiling in multiple FBXW7 wild-type and defective isogenic cell lines, we identified a number of FBXW7 synthetic lethal targets, including proteins involved in the response to replication fork stress and proteins involved in replication origin firing, such as cell division cycle 7-related protein kinase (CDC7) and its substrate, DNA replication complex GINS protein SLD5 (GINS4). The CDC7 synthetic lethal effect was confirmed using small-molecule inhibitors. Mechanistically, FBXW7/CDC7 synthetic lethality is dependent upon the replication factor telomere-associated protein RIF1 (RIF1), with RIF1 silencing reversing the FBXW7-selective effects of CDC7 inhibition. The delineation of FBXW7 synthetic lethal effects we describe here could serve as the starting point for subsequent drug discovery and/or development in this area.
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Affiliation(s)
- Joseph S. Baxter
- The CRUK Gene Function LaboratoryThe Institute of Cancer ResearchLondonUK
- Breast Cancer Now Toby Robins Breast Cancer Research CentreThe Institute of Cancer ResearchLondonUK
| | - Rachel Brough
- The CRUK Gene Function LaboratoryThe Institute of Cancer ResearchLondonUK
- Breast Cancer Now Toby Robins Breast Cancer Research CentreThe Institute of Cancer ResearchLondonUK
| | - Dragomir B. Krastev
- The CRUK Gene Function LaboratoryThe Institute of Cancer ResearchLondonUK
- Breast Cancer Now Toby Robins Breast Cancer Research CentreThe Institute of Cancer ResearchLondonUK
| | - Feifei Song
- The CRUK Gene Function LaboratoryThe Institute of Cancer ResearchLondonUK
- Breast Cancer Now Toby Robins Breast Cancer Research CentreThe Institute of Cancer ResearchLondonUK
| | - Sandhya Sridhar
- The CRUK Gene Function LaboratoryThe Institute of Cancer ResearchLondonUK
- Breast Cancer Now Toby Robins Breast Cancer Research CentreThe Institute of Cancer ResearchLondonUK
| | - Aditi Gulati
- Breast Cancer Now Toby Robins Breast Cancer Research CentreThe Institute of Cancer ResearchLondonUK
| | - John Alexander
- Breast Cancer Now Toby Robins Breast Cancer Research CentreThe Institute of Cancer ResearchLondonUK
| | | | - Zuza Kozik
- Functional Proteomics LaboratoryThe Institute of Cancer ResearchLondonUK
| | - Jyoti S. Choudhary
- Functional Proteomics LaboratoryThe Institute of Cancer ResearchLondonUK
| | - Syed Haider
- Breast Cancer Now Toby Robins Breast Cancer Research CentreThe Institute of Cancer ResearchLondonUK
| | - Stephen J. Pettitt
- The CRUK Gene Function LaboratoryThe Institute of Cancer ResearchLondonUK
- Breast Cancer Now Toby Robins Breast Cancer Research CentreThe Institute of Cancer ResearchLondonUK
| | - Andrew N. J. Tutt
- Breast Cancer Now Toby Robins Breast Cancer Research CentreThe Institute of Cancer ResearchLondonUK
| | - Christopher J. Lord
- The CRUK Gene Function LaboratoryThe Institute of Cancer ResearchLondonUK
- Breast Cancer Now Toby Robins Breast Cancer Research CentreThe Institute of Cancer ResearchLondonUK
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39
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Lin K, Chang YC, Billmann M, Ward HN, Le K, Hassan AZ, Bhojoo U, Chan K, Costanzo M, Moffat J, Boone C, Bielinsky AK, Myers CL. A scalable platform for efficient CRISPR-Cas9 chemical-genetic screens of DNA damage-inducing compounds. Sci Rep 2024; 14:2508. [PMID: 38291084 PMCID: PMC10828508 DOI: 10.1038/s41598-024-51735-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 01/09/2024] [Indexed: 02/01/2024] Open
Abstract
Current approaches to define chemical-genetic interactions (CGIs) in human cell lines are resource-intensive. We designed a scalable chemical-genetic screening platform by generating a DNA damage response (DDR)-focused custom sgRNA library targeting 1011 genes with 3033 sgRNAs. We performed five proof-of-principle compound screens and found that the compounds' known modes-of-action (MoA) were enriched among the compounds' CGIs. These scalable screens recapitulated expected CGIs at a comparable signal-to-noise ratio (SNR) relative to genome-wide screens. Furthermore, time-resolved CGIs, captured by sequencing screens at various time points, suggested an unexpected, late interstrand-crosslinking (ICL) repair pathway response to camptothecin-induced DNA damage. Our approach can facilitate screening compounds at scale with 20-fold fewer resources than commonly used genome-wide libraries and produce biologically informative CGI profiles.
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Affiliation(s)
- Kevin Lin
- Department of Computer Science and Engineering, University of Minnesota-Twin Cities, Minneapolis, MN, USA
- Bioinformatics and Computational Biology Graduate Program, University of Minnesota-Twin Cities, Minneapolis, MN, USA
| | - Ya-Chu Chang
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota-Twin Cities, Minneapolis, MN, USA
| | - Maximilian Billmann
- Department of Computer Science and Engineering, University of Minnesota-Twin Cities, Minneapolis, MN, USA
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, Bonn, Germany
| | - Henry N Ward
- Bioinformatics and Computational Biology Graduate Program, University of Minnesota-Twin Cities, Minneapolis, MN, USA
| | - Khoi Le
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota-Twin Cities, Minneapolis, MN, USA
| | - Arshia Z Hassan
- Department of Computer Science and Engineering, University of Minnesota-Twin Cities, Minneapolis, MN, USA
| | - Urvi Bhojoo
- Donnelly Centre, University of Toronto, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Katherine Chan
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Michael Costanzo
- Donnelly Centre, University of Toronto, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Jason Moffat
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- Institute for Biomedical Engineering, University of Toronto, Toronto, ON, Canada
| | - Charles Boone
- Donnelly Centre, University of Toronto, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Anja-Katrin Bielinsky
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota-Twin Cities, Minneapolis, MN, USA.
- Department of Biochemistry and Molecular Genetics, University of Virginia, Charlottesville, VA, USA.
| | - Chad L Myers
- Department of Computer Science and Engineering, University of Minnesota-Twin Cities, Minneapolis, MN, USA.
- Bioinformatics and Computational Biology Graduate Program, University of Minnesota-Twin Cities, Minneapolis, MN, USA.
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40
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Zhang L, Hsu JI, Braekeleer ED, Chen CW, Patel TD, Martell AG, Guzman AG, Wohlan K, Waldvogel SM, Urya H, Tovy A, Callen E, Murdaugh R, Richard R, Jansen S, Vissers L, de Vries BB, Nussenzweig A, Huang S, Coarfa C, Anastas JN, Takahashi K, Vassiliou G, Goodell MA. SOD1 is a synthetic lethal target in PPM1D-mutant leukemia cells. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.08.31.555634. [PMID: 37693622 PMCID: PMC10491179 DOI: 10.1101/2023.08.31.555634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/12/2023]
Abstract
The DNA damage response is critical for maintaining genome integrity and is commonly disrupted in the development of cancer. PPM1D (protein phosphatase, Mg2+/Mn2+ dependent 1D) is a master negative regulator of the response; gain-of-function mutations and amplifications of PPM1D are found across several human cancers making it a relevant pharmacologic target. Here, we used CRISPR/Cas9 screening to identify synthetic-lethal dependencies of PPM1D, uncovering superoxide dismutase-1 (SOD1) as a potential target for PPM1D-mutant cells. We revealed a dysregulated redox landscape characterized by elevated levels of reactive oxygen species and a compromised response to oxidative stress in PPM1D-mutant cells. Altogether, our results demonstrate the protective role of SOD1 against oxidative stress in PPM1D-mutant leukemia cells and highlight a new potential therapeutic strategy against PPM1D-mutant cancers.
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Affiliation(s)
- Linda Zhang
- Translational Biology and Molecular Medicine Graduate Program, Baylor College of Medicine, Houston, TX
- Medical Scientist Training Program, Baylor College of Medicine, Houston, TX
- Stem Cells and Regenerative Medicine Center, Baylor College of Medicine, Houston TX
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
- Center for Cell and Gene Therapy, Houston, TX
| | - Joanne I. Hsu
- Translational Biology and Molecular Medicine Graduate Program, Baylor College of Medicine, Houston, TX
- Medical Scientist Training Program, Baylor College of Medicine, Houston, TX
- Stem Cells and Regenerative Medicine Center, Baylor College of Medicine, Houston TX
| | - Etienne D. Braekeleer
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge
| | - Chun-Wei Chen
- Stem Cells and Regenerative Medicine Center, Baylor College of Medicine, Houston TX
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
- Center for Cell and Gene Therapy, Houston, TX
- Integrated Molecular and Biomedical Sciences Graduate Program, Baylor College of Medicine, Houston, TX
| | - Tajhal D. Patel
- Texas Children’s Hospital Department of Hematology/Oncology, Baylor College of Medicine, Houston, TX
| | - Alejandra G. Martell
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
| | - Anna G. Guzman
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
| | - Katharina Wohlan
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
| | - Sarah M. Waldvogel
- Medical Scientist Training Program, Baylor College of Medicine, Houston, TX
- Stem Cells and Regenerative Medicine Center, Baylor College of Medicine, Houston TX
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
- Center for Cell and Gene Therapy, Houston, TX
- Cancer and Cell Biology Graduate Program, Baylor College of Medicine, Houston, TX
| | - Hidetaka Urya
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Ayala Tovy
- Stem Cells and Regenerative Medicine Center, Baylor College of Medicine, Houston TX
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
- Center for Cell and Gene Therapy, Houston, TX
| | - Elsa Callen
- Laboratory of Genome Integrity, National Cancer Institute, National Institute of Health, Bethesda, MD
| | - Rebecca Murdaugh
- Stem Cells and Regenerative Medicine Center, Baylor College of Medicine, Houston TX
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
- Center for Cell and Gene Therapy, Houston, TX
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX
| | - Rosemary Richard
- Stem Cells and Regenerative Medicine Center, Baylor College of Medicine, Houston TX
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
- Center for Cell and Gene Therapy, Houston, TX
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX
| | - Sandra Jansen
- Donders Centre for Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Lisenka Vissers
- Donders Centre for Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Bert B.A. de Vries
- Donders Centre for Neuroscience, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Andre Nussenzweig
- Cancer and Cell Biology Graduate Program, Baylor College of Medicine, Houston, TX
| | - Shixia Huang
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
- Department of Education, Innovation and Technology, Advanced Technology Cores
| | - Cristian Coarfa
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
| | - Jamie N. Anastas
- Stem Cells and Regenerative Medicine Center, Baylor College of Medicine, Houston TX
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
- Center for Cell and Gene Therapy, Houston, TX
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX
| | - Koichi Takahashi
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX
- Department of Education, Innovation and Technology, Advanced Technology Cores
| | - George Vassiliou
- Department of Haematology, Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge
| | - Margaret A. Goodell
- Stem Cells and Regenerative Medicine Center, Baylor College of Medicine, Houston TX
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX
- Center for Cell and Gene Therapy, Houston, TX
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41
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Mellor C, Nassar J, Šviković S, Sale J. PRIMPOL ensures robust handoff between on-the-fly and post-replicative DNA lesion bypass. Nucleic Acids Res 2024; 52:243-258. [PMID: 37971291 PMCID: PMC10783524 DOI: 10.1093/nar/gkad1054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Revised: 10/17/2023] [Accepted: 10/24/2023] [Indexed: 11/19/2023] Open
Abstract
The primase/polymerase PRIMPOL restarts DNA synthesis when replication is arrested by template impediments. However, we do not have a comprehensive view of how PRIMPOL-dependent repriming integrates with the main pathways of damage tolerance, REV1-dependent 'on-the-fly' lesion bypass at the fork and PCNA ubiquitination-dependent post-replicative gap filling. Guided by genome-wide CRISPR/Cas9 screens to survey the genetic interactions of PRIMPOL in a non-transformed and p53-proficient human cell line, we find that PRIMPOL is needed for cell survival following loss of the Y-family polymerases REV1 and POLη in a lesion-dependent manner, while it plays a broader role in promoting survival of cells lacking PCNA K164-dependent post-replicative gap filling. Thus, while REV1- and PCNA K164R-bypass provide two layers of protection to ensure effective damage tolerance, PRIMPOL is required to maximise the effectiveness of the interaction between them. We propose this is through the restriction of post-replicative gap length provided by PRIMPOL-dependent repriming.
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Affiliation(s)
- Christopher Mellor
- Division of Protein & Nucleic Acid Chemistry, Medical Research Council Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - Joelle Nassar
- Division of Protein & Nucleic Acid Chemistry, Medical Research Council Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - Saša Šviković
- Division of Protein & Nucleic Acid Chemistry, Medical Research Council Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - Julian E Sale
- Division of Protein & Nucleic Acid Chemistry, Medical Research Council Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
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42
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Iannuzzi RM, Manipur I, Pacini C, Behan FM, Guarracino MR, Garnett MJ, Savino A, Iorio F. Benchmark Software and Data for Evaluating CRISPR-Cas9 Experimental Pipelines Through the Assessment of a Calibration Screen. CRISPR J 2024. [PMID: 38165445 DOI: 10.1089/crispr.2023.0040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2024] Open
Abstract
Genome-wide genetic screens using CRISPR-guide RNA libraries are widely performed in mammalian cells to functionally characterize individual genes and for the discovery of new anticancer therapeutic targets. As the effectiveness of such powerful and precise tools for cancer pharmacogenomics is emerging, tools and methods for their quality assessment are becoming increasingly necessary. Here, we provide an R package and a high-quality reference data set for the assessment of novel experimental pipelines through which a single calibration experiment has been executed: a screen of the HT-29 human colorectal cancer cell line with a commercially available genome-wide library of single-guide RNAs. This package and data allow experimental researchers to benchmark their screens and produce a quality-control report, encompassing several quality and validation metrics. The R code used for processing the reference data set, for its quality assessment, as well as to evaluate the quality of a user-provided screen, and to reproduce the figures presented in this article is available at https://github.com/DepMap-Analytics/HT29benchmark. The reference data is publicly available on FigShare.
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Affiliation(s)
| | - Ichcha Manipur
- Institute for High Performance Computing and Networking (ICAR), National Research Council, Naples, Italy
| | - Clare Pacini
- Wellcome Sanger Institute, Hinxton, United Kingdom
- Open Targets, Hinxton, United Kingdom
| | - Fiona M Behan
- Wellcome Sanger Institute, Hinxton, United Kingdom
- Open Targets, Hinxton, United Kingdom
| | - Mario R Guarracino
- Institute for High Performance Computing and Networking (ICAR), National Research Council, Naples, Italy
| | - Mathew J Garnett
- Wellcome Sanger Institute, Hinxton, United Kingdom
- Open Targets, Hinxton, United Kingdom
| | | | - Francesco Iorio
- Human Technopole, Milan, Italy
- Wellcome Sanger Institute, Hinxton, United Kingdom
- Open Targets, Hinxton, United Kingdom
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43
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Fregona V, Bayet M, Bouttier M, Largeaud L, Hamelle C, Jamrog LA, Prade N, Lagarde S, Hebrard S, Luquet I, Mansat-De Mas V, Nolla M, Pasquet M, Didier C, Khamlichi AA, Broccardo C, Delabesse É, Mancini SJ, Gerby B. Stem cell-like reprogramming is required for leukemia-initiating activity in B-ALL. J Exp Med 2024; 221:e20230279. [PMID: 37930337 PMCID: PMC10626194 DOI: 10.1084/jem.20230279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 08/31/2023] [Accepted: 10/03/2023] [Indexed: 11/07/2023] Open
Abstract
B cell acute lymphoblastic leukemia (B-ALL) is a multistep disease characterized by the hierarchical acquisition of genetic alterations. However, the question of how a primary oncogene reprograms stem cell-like properties in committed B cells and leads to a preneoplastic population remains unclear. Here, we used the PAX5::ELN oncogenic model to demonstrate a causal link between the differentiation blockade, the self-renewal, and the emergence of preleukemic stem cells (pre-LSCs). We show that PAX5::ELN disrupts the differentiation of preleukemic cells by enforcing the IL7r/JAK-STAT pathway. This disruption is associated with the induction of rare and quiescent pre-LSCs that sustain the leukemia-initiating activity, as assessed using the H2B-GFP model. Integration of transcriptomic and chromatin accessibility data reveals that those quiescent pre-LSCs lose B cell identity and reactivate an immature molecular program, reminiscent of human B-ALL chemo-resistant cells. Finally, our transcriptional regulatory network reveals the transcription factor EGR1 as a strong candidate to control quiescence/resistance of PAX5::ELN pre-LSCs as well as of blasts from human B-ALL.
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Affiliation(s)
- Vincent Fregona
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
| | - Manon Bayet
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
| | - Mathieu Bouttier
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
| | - Laetitia Largeaud
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
- Institut Universitaire du Cancer de Toulouse-Oncopole, Toulouse, France
- Centre Hospitalier Universitaire de Toulouse, Toulouse, France
| | - Camille Hamelle
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
| | - Laura A. Jamrog
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
| | - Naïs Prade
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
- Institut Universitaire du Cancer de Toulouse-Oncopole, Toulouse, France
- Centre Hospitalier Universitaire de Toulouse, Toulouse, France
| | - Stéphanie Lagarde
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
- Institut Universitaire du Cancer de Toulouse-Oncopole, Toulouse, France
- Centre Hospitalier Universitaire de Toulouse, Toulouse, France
| | - Sylvie Hebrard
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
| | - Isabelle Luquet
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
- Institut Universitaire du Cancer de Toulouse-Oncopole, Toulouse, France
- Centre Hospitalier Universitaire de Toulouse, Toulouse, France
| | - Véronique Mansat-De Mas
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Institut Universitaire du Cancer de Toulouse-Oncopole, Toulouse, France
- Centre Hospitalier Universitaire de Toulouse, Toulouse, France
| | - Marie Nolla
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
- Centre Hospitalier Universitaire de Toulouse, Toulouse, France
| | - Marlène Pasquet
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
- Centre Hospitalier Universitaire de Toulouse, Toulouse, France
| | - Christine Didier
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
| | - Ahmed Amine Khamlichi
- Institut de Pharmacologie et de Biologie Structurale, Université de Toulouse, Centre Nationale de la Recherche Scientifique, Université Toulouse III—Paul Sabatier (UT3), Toulouse, France
| | - Cyril Broccardo
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
| | - Éric Delabesse
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
- Institut Universitaire du Cancer de Toulouse-Oncopole, Toulouse, France
- Centre Hospitalier Universitaire de Toulouse, Toulouse, France
| | - Stéphane J.C. Mancini
- Université de Rennes, Etablissement Français du Sang, Inserm, MOBIDIC—UMR_S 1236, Rennes, France
| | - Bastien Gerby
- Université de Toulouse, Inserm, Centre Nationale de la Recherche Scientifique, Université Toulouse III-Paul Sabatier, Centre de Recherches en Cancérologie de Toulouse, Toulouse, France
- Equipe Labellisée Ligue Contre le Cancer 2023, Toulouse, France
- Équipe Labellisée Institut Carnot Opale, Toulouse, France
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44
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Murphy D, Salataj E, Di Giammartino DC, Rodriguez-Hernaez J, Kloetgen A, Garg V, Char E, Uyehara CM, Ee LS, Lee U, Stadtfeld M, Hadjantonakis AK, Tsirigos A, Polyzos A, Apostolou E. 3D Enhancer-promoter networks provide predictive features for gene expression and coregulation in early embryonic lineages. Nat Struct Mol Biol 2024; 31:125-140. [PMID: 38053013 PMCID: PMC10897904 DOI: 10.1038/s41594-023-01130-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Accepted: 09/18/2023] [Indexed: 12/07/2023]
Abstract
Mammalian embryogenesis commences with two pivotal and binary cell fate decisions that give rise to three essential lineages: the trophectoderm, the epiblast and the primitive endoderm. Although key signaling pathways and transcription factors that control these early embryonic decisions have been identified, the non-coding regulatory elements through which transcriptional regulators enact these fates remain understudied. Here, we characterize, at a genome-wide scale, enhancer activity and 3D connectivity in embryo-derived stem cell lines that represent each of the early developmental fates. We observe extensive enhancer remodeling and fine-scale 3D chromatin rewiring among the three lineages, which strongly associate with transcriptional changes, although distinct groups of genes are irresponsive to topological changes. In each lineage, a high degree of connectivity, or 'hubness', positively correlates with levels of gene expression and enriches for cell-type specific and essential genes. Genes within 3D hubs also show a significantly stronger probability of coregulation across lineages compared to genes in linear proximity or within the same contact domains. By incorporating 3D chromatin features, we build a predictive model for transcriptional regulation (3D-HiChAT) that outperforms models using only 1D promoter or proximal variables to predict levels and cell-type specificity of gene expression. Using 3D-HiChAT, we identify, in silico, candidate functional enhancers and hubs in each cell lineage, and with CRISPRi experiments, we validate several enhancers that control gene expression in their respective lineages. Our study identifies 3D regulatory hubs associated with the earliest mammalian lineages and describes their relationship to gene expression and cell identity, providing a framework to comprehensively understand lineage-specific transcriptional behaviors.
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Affiliation(s)
- Dylan Murphy
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- Physiology, Biophysics and Systems Biology Program, Weill Cornell Graduate School of Medical Sciences, Cornell University, New York, NY, USA
| | - Eralda Salataj
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - Dafne Campigli Di Giammartino
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- 3D Chromatin Conformation and RNA Genomics Laboratory, Center for Human Technologies (CHT), Istituto Italiano di Tecnologia (IIT), Genova, Italy
| | - Javier Rodriguez-Hernaez
- Department of Pathology, New York University Langone Health, New York, NY, USA
- Department of Medicine, New York University Langone Health, New York, NY, USA
- Applied Bioinformatics Laboratory, New York University Langone Health, New York, NY, USA
| | - Andreas Kloetgen
- Department of Pathology, New York University Langone Health, New York, NY, USA
- Department of Medicine, New York University Langone Health, New York, NY, USA
- Applied Bioinformatics Laboratory, New York University Langone Health, New York, NY, USA
| | - Vidur Garg
- Developmental Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Biochemistry Cell and Molecular Biology Program, Weill Cornell Graduate School of Medical Sciences, Cornell University, New York, NY, USA
| | - Erin Char
- Tri-Institutional Training Program in Computational Biology and Medicine, Weill Cornell Medical College, New York, NY, USA
| | - Christopher M Uyehara
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - Ly-Sha Ee
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - UkJin Lee
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
- Biochemistry Cell and Molecular Biology Program, Weill Cornell Graduate School of Medical Sciences, Cornell University, New York, NY, USA
| | - Matthias Stadtfeld
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - Anna-Katerina Hadjantonakis
- Developmental Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Aristotelis Tsirigos
- Department of Pathology, New York University Langone Health, New York, NY, USA.
- Department of Medicine, New York University Langone Health, New York, NY, USA.
- Applied Bioinformatics Laboratory, New York University Langone Health, New York, NY, USA.
| | - Alexander Polyzos
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA.
| | - Effie Apostolou
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA.
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45
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Ishikawa M, Sugino S, Masuda Y, Tarumoto Y, Seto Y, Taniyama N, Wagai F, Yamauchi Y, Kojima Y, Kiryu H, Yusa K, Eiraku M, Mochizuki A. RENGE infers gene regulatory networks using time-series single-cell RNA-seq data with CRISPR perturbations. Commun Biol 2023; 6:1290. [PMID: 38155269 PMCID: PMC10754834 DOI: 10.1038/s42003-023-05594-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 11/15/2023] [Indexed: 12/30/2023] Open
Abstract
Single-cell RNA-seq analysis coupled with CRISPR-based perturbation has enabled the inference of gene regulatory networks with causal relationships. However, a snapshot of single-cell CRISPR data may not lead to an accurate inference, since a gene knockout can influence multi-layered downstream over time. Here, we developed RENGE, a computational method that infers gene regulatory networks using a time-series single-cell CRISPR dataset. RENGE models the propagation process of the effects elicited by a gene knockout on its regulatory network. It can distinguish between direct and indirect regulations, which allows for the inference of regulations by genes that are not knocked out. RENGE therefore outperforms current methods in the accuracy of inferring gene regulatory networks. When used on a dataset we derived from human-induced pluripotent stem cells, RENGE yielded a network consistent with multiple databases and literature. Accurate inference of gene regulatory networks by RENGE would enable the identification of key factors for various biological systems.
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Affiliation(s)
- Masato Ishikawa
- Institute for Life and Medical Sciences, Kyoto University, Kyoto, 606-8507, Japan.
| | - Seiichi Sugino
- Institute for Life and Medical Sciences, Kyoto University, Kyoto, 606-8507, Japan
| | - Yoshie Masuda
- Institute for Life and Medical Sciences, Kyoto University, Kyoto, 606-8507, Japan
| | - Yusuke Tarumoto
- Institute for Life and Medical Sciences, Kyoto University, Kyoto, 606-8507, Japan
| | - Yusuke Seto
- Institute for Life and Medical Sciences, Kyoto University, Kyoto, 606-8507, Japan
| | - Nobuko Taniyama
- Institute for Life and Medical Sciences, Kyoto University, Kyoto, 606-8507, Japan
| | - Fumi Wagai
- Institute for Life and Medical Sciences, Kyoto University, Kyoto, 606-8507, Japan
| | - Yuhei Yamauchi
- Institute for Life and Medical Sciences, Kyoto University, Kyoto, 606-8507, Japan
| | - Yasuhiro Kojima
- Laboratory of Computational Life Science, National Cancer Center Research Institute, Tokyo, 104-0045, Japan
| | - Hisanori Kiryu
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba, 277-8561, Japan
| | - Kosuke Yusa
- Institute for Life and Medical Sciences, Kyoto University, Kyoto, 606-8507, Japan
| | - Mototsugu Eiraku
- Institute for Life and Medical Sciences, Kyoto University, Kyoto, 606-8507, Japan
- Institute for the Advanced Study of Human Biology (WPI-ASHBi), Kyoto University, Kyoto, 606-8507, Japan
| | - Atsushi Mochizuki
- Institute for Life and Medical Sciences, Kyoto University, Kyoto, 606-8507, Japan
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46
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Li YR, Lyu Z, Tian Y, Fang Y, Zhu Y, Chen Y, Yang L. Advancements in CRISPR screens for the development of cancer immunotherapy strategies. Mol Ther Oncolytics 2023; 31:100733. [PMID: 37876793 PMCID: PMC10591018 DOI: 10.1016/j.omto.2023.100733] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2023] Open
Abstract
CRISPR screen technology enables systematic and scalable interrogation of gene function by using the CRISPR-Cas9 system to perturb gene expression. In the field of cancer immunotherapy, this technology has empowered the discovery of genes, biomarkers, and pathways that regulate tumor development and progression, immune reactivity, and the effectiveness of immunotherapeutic interventions. By conducting large-scale genetic screens, researchers have successfully identified novel targets to impede tumor growth, enhance anti-tumor immune responses, and surmount immunosuppression within the tumor microenvironment (TME). Here, we present an overview of CRISPR screens conducted in tumor cells for the purpose of identifying novel therapeutic targets. We also explore the application of CRISPR screens in immune cells to propel the advancement of cell-based therapies, encompassing T cells, natural killer cells, dendritic cells, and macrophages. Furthermore, we outline the crucial components necessary for the successful implementation of immune-specific CRISPR screens and explore potential directions for future research.
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Affiliation(s)
- Yan-Ruide Li
- Department of Microbiology, Immunology & Molecular Genetics, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Zibai Lyu
- Department of Microbiology, Immunology & Molecular Genetics, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Yanxin Tian
- Department of Microbiology, Immunology & Molecular Genetics, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Ying Fang
- Department of Microbiology, Immunology & Molecular Genetics, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Yichen Zhu
- Department of Microbiology, Immunology & Molecular Genetics, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Yuning Chen
- Department of Microbiology, Immunology & Molecular Genetics, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Lili Yang
- Department of Microbiology, Immunology & Molecular Genetics, University of California, Los Angeles, Los Angeles, CA 90095, USA
- Eli and Edythe Broad Center of Regenerative Medicine and Stem Cell Research, University of California, Los Angeles, Los Angeles, CA 90095, USA
- Jonsson Comprehensive Cancer Center, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA
- Molecular Biology Institute, University of California, Los Angeles, Los Angeles, CA 90095, USA
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47
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Xu Z, Flensburg C, Bilardi RA, Majewski IJ. Uridine-cytidine kinase 2 potentiates the mutagenic influence of the antiviral β-d-N4-hydroxycytidine. Nucleic Acids Res 2023; 51:12031-12042. [PMID: 37953355 PMCID: PMC10711452 DOI: 10.1093/nar/gkad1002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Revised: 10/11/2023] [Accepted: 10/19/2023] [Indexed: 11/14/2023] Open
Abstract
Molnupiravir (EIDD-2801) is an antiviral that received approval for the treatment of severe acute respiratory syndrome coronavirus 2 (SARS-CoV2) infection. Treatment of bacteria or cell lines with the active form of molnupiravir, β-d-N4-hydroxycytidine (NHC, or EIDD-1931), induces mutations in DNA. Yet these results contrast in vivo genotoxicity studies conducted during registration of the drug. Using a CRISPR screen, we found that inactivating the pyrimidine salvage pathway component uridine-cytidine kinase 2 (Uck2) renders cells more tolerant of NHC. Short-term exposure to NHC increased the mutation rate in a mouse myeloid cell line, with most mutations being T:A to C:G transitions. Inactivating Uck2 impaired the mutagenic activity of NHC, whereas over-expression of Uck2 enhanced mutagenesis. UCK2 is upregulated in many cancers and cell lines. Our results suggest differences in ribonucleoside metabolism contribute to the variable mutagenicity of NHC observed in cancer cell lines and primary tissues.
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Affiliation(s)
- Zhen Xu
- The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, VIC3052, Australia
- University of Melbourne, Department of Medical Biology, 1G Royal Parade, VIC3052, Australia
| | - Christoffer Flensburg
- The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, VIC3052, Australia
- University of Melbourne, Department of Medical Biology, 1G Royal Parade, VIC3052, Australia
| | - Rebecca A Bilardi
- The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, VIC3052, Australia
- University of Melbourne, Department of Medical Biology, 1G Royal Parade, VIC3052, Australia
| | - Ian J Majewski
- The Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, VIC3052, Australia
- University of Melbourne, Department of Medical Biology, 1G Royal Parade, VIC3052, Australia
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48
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Tan WS, Rong E, Dry I, Lillico SG, Law A, Digard P, Whitelaw B, Dalziel RG. GARP and EARP are required for efficient BoHV-1 replication as identified by a genome wide CRISPR knockout screen. PLoS Pathog 2023; 19:e1011822. [PMID: 38055775 PMCID: PMC10727446 DOI: 10.1371/journal.ppat.1011822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2022] [Revised: 12/18/2023] [Accepted: 11/13/2023] [Indexed: 12/08/2023] Open
Abstract
The advances in gene editing bring unprecedented opportunities in high throughput functional genomics to animal research. Here we describe a genome wide CRISPR knockout library, btCRISPRko.v1, targeting all protein coding genes in the cattle genome. Using it, we conducted genome wide screens during Bovine Herpes Virus type 1 (BoHV-1) replication and compiled a list of pro-viral and anti-viral candidates. These candidates might influence multiple aspects of BoHV-1 biology such as viral entry, genome replication and transcription, viral protein trafficking and virion maturation in the cytoplasm. Some of the most intriguing examples are VPS51, VPS52 and VPS53 that code for subunits of two membrane tethering complexes, the endosome-associated recycling protein (EARP) complex and the Golgi-associated retrograde protein (GARP) complex. These complexes mediate endosomal recycling and retrograde trafficking to the trans Golgi Network (TGN). Simultaneous loss of both complexes in MDBKs resulted in greatly reduced production of infectious BoHV-1 virions. We also found that viruses released by these deficient cells severely lack VP8, the most abundant tegument protein of BoHV-1 that are crucial for its virulence. In combination with previous reports, our data suggest vital roles GARP and EARP play during viral protein packaging and capsid re-envelopment in the cytoplasm. It also contributes to evidence that both the TGN and the recycling endosomes are recruited in this process, mediated by these complexes. The btCRISPRko.v1 library generated here has been controlled for quality and shown to be effective in host gene discovery. We hope it will facilitate efforts in the study of other pathogens and various aspects of cell biology in cattle.
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Affiliation(s)
- Wenfang S. Tan
- Division of Infection and Immunity, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - Enguang Rong
- Division of Infection and Immunity, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - Inga Dry
- Division of Infection and Immunity, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - Simon G. Lillico
- Division of Functional Genetics and Development, University of Edinburgh, Edinburgh, Scotland, United Kingdom
- Centre for Tropical Livestock Genetics and Health, the Roslin Institute, Easter Bush Campus, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - Andy Law
- Division of Genetics and Genomics, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - Paul Digard
- Division of Infection and Immunity, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - Bruce Whitelaw
- Division of Functional Genetics and Development, University of Edinburgh, Edinburgh, Scotland, United Kingdom
- Centre for Tropical Livestock Genetics and Health, the Roslin Institute, Easter Bush Campus, University of Edinburgh, Edinburgh, Scotland, United Kingdom
| | - Robert G. Dalziel
- Division of Infection and Immunity, University of Edinburgh, Edinburgh, Scotland, United Kingdom
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49
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Shorthouse D, Zhuang L, Rahrmann EP, Kosmidou C, Wickham Rahrmann K, Hall M, Greenwood B, Devonshire G, Gilbertson RJ, Fitzgerald RC, Hall BA. KCNQ potassium channels modulate Wnt activity in gastro-oesophageal adenocarcinomas. Life Sci Alliance 2023; 6:e202302124. [PMID: 37748809 PMCID: PMC10520261 DOI: 10.26508/lsa.202302124] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 09/11/2023] [Accepted: 09/11/2023] [Indexed: 09/27/2023] Open
Abstract
Voltage-sensitive potassium channels play an important role in controlling membrane potential and ionic homeostasis in the gut and have been implicated in gastrointestinal (GI) cancers. Through large-scale analysis of 897 patients with gastro-oesophageal adenocarcinomas (GOAs) coupled with in vitro models, we find KCNQ family genes are mutated in ∼30% of patients, and play therapeutically targetable roles in GOA cancer growth. KCNQ1 and KCNQ3 mediate the WNT pathway and MYC to increase proliferation through resultant effects on cadherin junctions. This also highlights novel roles of KCNQ3 in non-excitable tissues. We also discover that activity of KCNQ3 sensitises cancer cells to existing potassium channel inhibitors and that inhibition of KCNQ activity reduces proliferation of GOA cancer cells. These findings reveal a novel and exploitable role of potassium channels in the advancement of human cancer, and highlight that supplemental treatments for GOAs may exist through KCNQ inhibitors.
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Affiliation(s)
- David Shorthouse
- https://ror.org/02jx3x895 Department of Medical Physics and Biomedical Engineering, Malet Place Engineering Building, University College London, London, UK
| | - Lizhe Zhuang
- Institute for Early Detection, CRUK Cambridge Centre, Cambridge, UK
| | - Eric P Rahrmann
- Cancer Research UK Cambridge Institute, Li Ka Shing Centre, University of Cambridge, Cambridge, UK
| | | | | | - Michael Hall
- Cancer Research UK Cambridge Institute, Li Ka Shing Centre, University of Cambridge, Cambridge, UK
| | - Benedict Greenwood
- https://ror.org/02jx3x895 Department of Medical Physics and Biomedical Engineering, Malet Place Engineering Building, University College London, London, UK
| | - Ginny Devonshire
- Cancer Research UK Cambridge Institute, Li Ka Shing Centre, University of Cambridge, Cambridge, UK
| | - Richard J Gilbertson
- Cancer Research UK Cambridge Institute, Li Ka Shing Centre, University of Cambridge, Cambridge, UK
| | | | - Benjamin A Hall
- https://ror.org/02jx3x895 Department of Medical Physics and Biomedical Engineering, Malet Place Engineering Building, University College London, London, UK
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50
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Wahid M, Pratoomthai B, Egbuniwe IU, Evans HR, Babaei-Jadidi R, Amartey JO, Erdelyi V, Yacqub-Usman K, Jackson AM, Morris JC, Patel PM, Bates DO. Targeting alternative splicing as a new cancer immunotherapy-phosphorylation of serine arginine-rich splicing factor (SRSF1) by SR protein kinase 1 (SRPK1) regulates alternative splicing of PD1 to generate a soluble antagonistic isoform that prevents T cell exhaustion. Cancer Immunol Immunother 2023; 72:4001-4014. [PMID: 37973660 DOI: 10.1007/s00262-023-03534-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Accepted: 08/21/2023] [Indexed: 11/19/2023]
Abstract
BACKGROUND Regulation of alternative splicing is a new therapeutic approach in cancer. The programmed cell death receptor 1 (PD-1) is an immunoinhibitory receptor expressed on immune cells that binds to its ligands, PD-L1 and PD-L2 expressed by cancer cells forming a dominant immune checkpoint pathway in the tumour microenvironment. Targeting this pathway using blocking antibodies (nivolumab and pembrolizumab) is the mainstay of anti-cancer immunotherapies, restoring the function of exhausted T cells. PD-1 is alternatively spliced to form isoforms that are either transmembrane signalling receptors (flPD1) that mediate T cell death by binding to the ligand, PD-L1 or an alternatively spliced, soluble, variant that lacks the transmembrane domain. METHODS We used PCR and western blotting on primary peripheral blood mononuclear cells (PBMCs) and Jurkat T cells, IL-2 ELISA, flow cytometry, co-culture of melanoma and cholangiocarcinoma cells, and bioinformatics analysis and molecular cloning to examine the mechanism of splicing of PD1 and its consequence. RESULTS The soluble form of PD-1, generated by skipping exon 3 (∆Ex3PD1), was endogenously expressed in PBMCs and T cells and prevents cancer cell-mediated T cell repression. Multiple binding sites of SRSF1 are adjacent to PD-1 exon 3 splicing sites. Overexpression of phosphomimic SRSF1 resulted in preferential expression of flPD1. Inhibition of SRSF1 phosphorylation both by SRPK1 shRNA knockdown and by a selective inhibitor, SPHINX31, resulted in a switch in splicing to ∆Ex3PD1. Cholangiocarcinoma cell-mediated repression of T cell IL-2 expression was reversed by SPHINX31 (equivalent to pembrolizumab). CONCLUSIONS These results indicate that switching of the splicing decision from flPD1 to ∆Ex3PD1 by targeting SRPK1 could represent a potential novel mechanism of immune checkpoint inhibition in cancer.
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Affiliation(s)
- Mussarat Wahid
- Division of Cancer and Stem Cells, School of Medicine, Centre for Cancer Science, Biodiscovery Institute, University of Nottingham, Nottingham, NG2 7UH, UK
| | - Benjamart Pratoomthai
- Department of Basic Medical Science, Faculty of Medicine Vajira Hospital, Navamindradhiraj University, 681 Samsen Road, Dusit, 10300, Bangkok, Thailand
| | - Isioma U Egbuniwe
- Division of Cancer and Stem Cells, School of Medicine, Centre for Cancer Science, Biodiscovery Institute, University of Nottingham, Nottingham, NG2 7UH, UK
| | - Hannah R Evans
- Division of Cancer and Stem Cells, School of Medicine, Centre for Cancer Science, Biodiscovery Institute, University of Nottingham, Nottingham, NG2 7UH, UK
| | - Roya Babaei-Jadidi
- Division of Cancer and Stem Cells, School of Medicine, Centre for Cancer Science, Biodiscovery Institute, University of Nottingham, Nottingham, NG2 7UH, UK
| | - Jason O Amartey
- Division of Cancer and Stem Cells, School of Medicine, Centre for Cancer Science, Biodiscovery Institute, University of Nottingham, Nottingham, NG2 7UH, UK
| | - Viola Erdelyi
- Division of Cancer and Stem Cells, School of Medicine, Centre for Cancer Science, Biodiscovery Institute, University of Nottingham, Nottingham, NG2 7UH, UK
| | - Kiren Yacqub-Usman
- Division of Cancer and Stem Cells, School of Medicine, Centre for Cancer Science, Biodiscovery Institute, University of Nottingham, Nottingham, NG2 7UH, UK
| | - Andrew M Jackson
- Division of Cancer and Stem Cells, School of Medicine, Centre for Cancer Science, Biodiscovery Institute, University of Nottingham, Nottingham, NG2 7UH, UK
| | - Jonathan C Morris
- School of Chemistry, University of New South Wales, Sydney, Australia
| | - Poulam M Patel
- Division of Cancer and Stem Cells, School of Medicine, Centre for Cancer Science, Biodiscovery Institute, University of Nottingham, Nottingham, NG2 7UH, UK
| | - David O Bates
- Division of Cancer and Stem Cells, School of Medicine, Centre for Cancer Science, Biodiscovery Institute, University of Nottingham, Nottingham, NG2 7UH, UK.
- COMPARE University of Birmingham and University of Nottingham, Midlands, UK.
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