1
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Hofman DA, Prensner JR, van Heesch S. Microproteins in cancer: identification, biological functions, and clinical implications. Trends Genet 2024:S0168-9525(24)00211-7. [PMID: 39379206 DOI: 10.1016/j.tig.2024.09.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Revised: 08/19/2024] [Accepted: 09/17/2024] [Indexed: 10/10/2024]
Abstract
Cancer continues to be a major global health challenge, accounting for 10 million deaths annually worldwide. Since the inception of genome-wide cancer sequencing studies 20 years ago, a core set of ~700 oncogenes and tumor suppressor genes has become the basis for cancer research. However, this research has been based largely on an understanding that the human genome encodes ~19 500 protein-coding genes. Complementing this genomic landscape, recent advances have described numerous microproteins which are now poised to redefine our understanding of oncogenic processes and open new avenues for therapeutic intervention. This review explores the emerging evidence for microprotein involvement in cancer mechanisms and discusses potential therapeutic applications, with an emphasis on highlighting recent advances in the field.
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Affiliation(s)
- Damon A Hofman
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584, CS, Utrecht, The Netherlands; Oncode Institute, Utrecht, The Netherlands
| | - John R Prensner
- Department of Pediatrics, Division of Pediatric Hematology/Oncology and Biological Chemistry, University of Michigan Medical School, Ann Arbor, MI 48109, USA.
| | - Sebastiaan van Heesch
- Princess Máxima Center for Pediatric Oncology, Heidelberglaan 25, 3584, CS, Utrecht, The Netherlands; Oncode Institute, Utrecht, The Netherlands.
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2
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Flickinger KM, Wilson KM, Rossiter NJ, Hunger AL, Vishwasrao PV, Lee TD, Mellado Fritz CA, Richards RM, Hall MD, Cantor JR. Conditional lethality profiling reveals anticancer mechanisms of action and drug-nutrient interactions. SCIENCE ADVANCES 2024; 10:eadq3591. [PMID: 39365851 PMCID: PMC11451515 DOI: 10.1126/sciadv.adq3591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2024] [Accepted: 08/29/2024] [Indexed: 10/06/2024]
Abstract
Chemical screens across hundreds of cell lines have shown that the drug sensitivities of human cancers can vary by genotype or lineage. However, most drug discovery studies have relied on culture media that poorly reflect metabolite levels in human blood. Here, we perform drug screens in traditional and Human Plasma-Like Medium (HPLM). Sets of compounds that show conditional anticancer activity span different phases of global development and include non-oncology drugs. Comparisons of the synthetic and serum-derived components that comprise typical media trace sets of conditional phenotypes to nucleotide synthesis substrates. We also characterize a unique dual mechanism for brivudine, a compound approved for antiviral use. Brivudine selectively impairs cell growth in low folate conditions by targeting two enzymes involved in one-carbon metabolism. Cataloged gene essentiality data further suggest that conditional phenotypes for other compounds are linked to off-target effects. Our findings establish general strategies for identifying drug-nutrient interactions and mechanisms of action by exploiting conditional lethality in cancer cells.
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Affiliation(s)
- Kyle M. Flickinger
- Morgridge Institute for Research, Madison, WI 53715, USA
- Department of Biochemistry, University of Wisconsin–Madison, Madison, WI 53706, USA
| | - Kelli M. Wilson
- Division of Preclinical Innovation, National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, MD, 20850, USA
| | - Nicholas J. Rossiter
- Cellular and Molecular Biology Program, University of Michigan, Ann Arbor, MI 48109, USA
| | - Andrea L. Hunger
- Department of Biochemistry, University of Wisconsin–Madison, Madison, WI 53706, USA
| | - Paresh V. Vishwasrao
- Division of Hematology, Oncology, and Bone Marrow Transplant, University of Wisconsin–Madison, Madison, WI 53706, USA
| | - Tobie D. Lee
- Early Translation Branch, National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, MD, 20850, USA
| | - Carlos A. Mellado Fritz
- Morgridge Institute for Research, Madison, WI 53715, USA
- Department of Biochemistry, University of Wisconsin–Madison, Madison, WI 53706, USA
| | - Rebecca M. Richards
- Division of Hematology, Oncology, and Bone Marrow Transplant, University of Wisconsin–Madison, Madison, WI 53706, USA
| | - Matthew D. Hall
- Early Translation Branch, National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, MD, 20850, USA
| | - Jason R. Cantor
- Morgridge Institute for Research, Madison, WI 53715, USA
- Department of Biochemistry, University of Wisconsin–Madison, Madison, WI 53706, USA
- Department of Biomedical Engineering, University of Wisconsin–Madison, Madison, WI 53706, USA
- Carbone Cancer Center, University of Wisconsin–Madison, Madison, WI 53792, USA
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3
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Kieliszek AM, Mobilio D, Bassey-Archibong BI, Johnson JW, Piotrowski ML, de Araujo ED, Sedighi A, Aghaei N, Escudero L, Ang P, Gwynne WD, Zhang C, Quaile A, McKenna D, Subapanditha M, Tokar T, Vaseem Shaikh M, Zhai K, Chafe SC, Gunning PT, Montenegro-Burke JR, Venugopal C, Magolan J, Singh SK. De novo GTP synthesis is a metabolic vulnerability for the interception of brain metastases. Cell Rep Med 2024:101755. [PMID: 39366383 DOI: 10.1016/j.xcrm.2024.101755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 05/21/2024] [Accepted: 09/06/2024] [Indexed: 10/06/2024]
Abstract
Patients with brain metastases (BM) face a 90% mortality rate within one year of diagnosis and the current standard of care is palliative. Targeting BM-initiating cells (BMICs) is a feasible strategy to treat BM, but druggable targets are limited. Here, we apply Connectivity Map analysis to lung-, breast-, and melanoma-pre-metastatic BMIC gene expression signatures and identify inosine monophosphate dehydrogenase (IMPDH), the rate-limiting enzyme in the de novo GTP synthesis pathway, as a target for BM. We show that pharmacological and genetic perturbation of IMPDH attenuates BMIC proliferation in vitro and the formation of BM in vivo. Metabolomic analyses and CRISPR knockout studies confirm that de novo GTP synthesis is a potent metabolic vulnerability in BM. Overall, our work employs a phenotype-guided therapeutic strategy to uncover IMPDH as a relevant target for attenuating BM outgrowth, which may provide an alternative treatment strategy for patients who are otherwise limited to palliation.
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Affiliation(s)
- Agata M Kieliszek
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Daniel Mobilio
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Blessing I Bassey-Archibong
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Surgery, McMaster University, Hamilton, ON, Canada
| | - Jarrod W Johnson
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Mathew L Piotrowski
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Elvin D de Araujo
- Centre for Medicinal Chemistry, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Abootaleb Sedighi
- Centre for Medicinal Chemistry, University of Toronto Mississauga, Mississauga, ON, Canada
| | - Nikoo Aghaei
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Laura Escudero
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Surgery, McMaster University, Hamilton, ON, Canada
| | - Patrick Ang
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada
| | - William D Gwynne
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Surgery, McMaster University, Hamilton, ON, Canada
| | - Cunjie Zhang
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Andrew Quaile
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Dillon McKenna
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Surgery, McMaster University, Hamilton, ON, Canada
| | | | - Tomas Tokar
- Krembil Research Institute, University Health Network, Toronto, ON, Canada
| | - Muhammad Vaseem Shaikh
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Surgery, McMaster University, Hamilton, ON, Canada
| | - Kui Zhai
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Surgery, McMaster University, Hamilton, ON, Canada
| | - Shawn C Chafe
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Surgery, McMaster University, Hamilton, ON, Canada
| | - Patrick T Gunning
- Centre for Medicinal Chemistry, University of Toronto Mississauga, Mississauga, ON, Canada
| | - J Rafael Montenegro-Burke
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Chitra Venugopal
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Surgery, McMaster University, Hamilton, ON, Canada
| | - Jakob Magolan
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Sheila K Singh
- Centre for Discovery in Cancer Research, McMaster University, Hamilton, ON, Canada; Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada; Department of Surgery, McMaster University, Hamilton, ON, Canada.
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4
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Olvera-León R, Zhang F, Offord V, Zhao Y, Tan HK, Gupta P, Pal T, Robles-Espinoza CD, Arriaga-González FG, Matsuyama LSAS, Delage E, Dicks E, Ezquina S, Rowlands CF, Turnbull C, Pharoah P, Perry JRB, Jasin M, Waters AJ, Adams DJ. High-resolution functional mapping of RAD51C by saturation genome editing. Cell 2024; 187:5719-5734.e19. [PMID: 39299233 DOI: 10.1016/j.cell.2024.08.039] [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: 07/21/2023] [Revised: 02/29/2024] [Accepted: 08/20/2024] [Indexed: 09/22/2024]
Abstract
Pathogenic variants in RAD51C confer an elevated risk of breast and ovarian cancer, while individuals homozygous for specific RAD51C alleles may develop Fanconi anemia. Using saturation genome editing (SGE), we functionally assess 9,188 unique variants, including >99.5% of all possible coding sequence single-nucleotide alterations. By computing changes in variant abundance and Gaussian mixture modeling (GMM), we functionally classify 3,094 variants to be disruptive and use clinical truth sets to reveal an accuracy/concordance of variant classification >99.9%. Cell fitness was the primary assay readout allowing us to observe a phenomenon where specific missense variants exhibit distinct depletion kinetics potentially suggesting that they represent hypomorphic alleles. We further explored our exhaustive functional map, revealing critical residues on the RAD51C structure and resolving variants found in cancer-segregating kindred. Furthermore, through interrogation of UK Biobank and a large multi-center ovarian cancer cohort, we find significant associations between SGE-depleted variants and cancer diagnoses.
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Affiliation(s)
- Rebeca Olvera-León
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, UK; Laboratorio Internacional de Investigación sobre el Genoma Humano, Universidad Nacional Autónoma de México, Campus Juriquilla, Querétaro, Querétaro, Mexico
| | - Fang Zhang
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, USA; Developmental Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Victoria Offord
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, UK
| | - Yajie Zhao
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge, UK
| | - Hong Kee Tan
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, UK
| | - Prashant Gupta
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, UK
| | - Tuya Pal
- Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center (VUMC)/Vanderbilt-Ingram Cancer Center (VICC), Nashville, TN, USA
| | - Carla Daniela Robles-Espinoza
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, UK; Laboratorio Internacional de Investigación sobre el Genoma Humano, Universidad Nacional Autónoma de México, Campus Juriquilla, Querétaro, Querétaro, Mexico
| | - Fernanda G Arriaga-González
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, UK; Laboratorio Internacional de Investigación sobre el Genoma Humano, Universidad Nacional Autónoma de México, Campus Juriquilla, Querétaro, Querétaro, Mexico
| | | | - Erwan Delage
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, UK
| | - Ed Dicks
- Department of Public Health and Primary Care, University of Cambridge, Robinson Way, Cambridge, UK
| | - Suzana Ezquina
- Department of Public Health and Primary Care, University of Cambridge, Robinson Way, Cambridge, UK
| | - Charlie F Rowlands
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Clare Turnbull
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK; National Cancer Registration and Analysis Service, National Health Service (NHS) England, London, UK; Cancer Genetics Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - Paul Pharoah
- Department of Computational Biomedicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - John R B Perry
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge, UK
| | - Maria Jasin
- Developmental Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Andrew J Waters
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, UK.
| | - David J Adams
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, UK.
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5
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Ruetz TJ, Pogson AN, Kashiwagi CM, Gagnon SD, Morton B, Sun ED, Na J, Yeo RW, Leeman DS, Morgens DW, Tsui CK, Li A, Bassik MC, Brunet A. CRISPR-Cas9 screens reveal regulators of ageing in neural stem cells. Nature 2024:10.1038/s41586-024-07972-2. [PMID: 39358505 DOI: 10.1038/s41586-024-07972-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Accepted: 08/20/2024] [Indexed: 10/04/2024]
Abstract
Ageing impairs the ability of neural stem cells (NSCs) to transition from quiescence to proliferation in the adult mammalian brain. Functional decline of NSCs results in the decreased production of new neurons and defective regeneration following injury during ageing1-4. Several genetic interventions have been found to ameliorate old brain function5-8, but systematic functional testing of genes in old NSCs-and more generally in old cells-has not been done. Here we develop in vitro and in vivo high-throughput CRISPR-Cas9 screening platforms to systematically uncover gene knockouts that boost NSC activation in old mice. Our genome-wide screens in primary cultures of young and old NSCs uncovered more than 300 gene knockouts that specifically restore the activation of old NSCs. The top gene knockouts are involved in cilium organization and glucose import. We also establish a scalable CRISPR-Cas9 screening platform in vivo, which identified 24 gene knockouts that boost NSC activation and the production of new neurons in old brains. Notably, the knockout of Slc2a4, which encodes the GLUT4 glucose transporter, is a top intervention that improves the function of old NSCs. Glucose uptake increases in NSCs during ageing, and transient glucose starvation restores the ability of old NSCs to activate. Thus, an increase in glucose uptake may contribute to the decline in NSC activation with age. Our work provides scalable platforms to systematically identify genetic interventions that boost the function of old NSCs, including in vivo, with important implications for countering regenerative decline during ageing.
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Affiliation(s)
- Tyson J Ruetz
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - Angela N Pogson
- Department of Genetics, Stanford University, Stanford, CA, USA
- Developmental Biology Graduate Program, Stanford University, Stanford, CA, USA
| | | | | | - Bhek Morton
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - Eric D Sun
- Department of Genetics, Stanford University, Stanford, CA, USA
- Biomedical Informatics Graduate Program, Stanford University, Stanford, CA, USA
| | - Jeeyoon Na
- Department of Genetics, Stanford University, Stanford, CA, USA
- Stem Cell Biology & Regenerative Medicine Graduate Program, Stanford University, Stanford, CA, USA
| | - Robin W Yeo
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - Dena S Leeman
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - David W Morgens
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - C Kimberly Tsui
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - Amy Li
- Department of Genetics, Stanford University, Stanford, CA, USA
| | | | - Anne Brunet
- Department of Genetics, Stanford University, Stanford, CA, USA.
- Glenn Center for the Biology of Aging, Stanford University, Stanford, CA, USA.
- Wu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA.
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6
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Lam B, Kajderowicz KM, Keys HR, Roessler JM, Frenkel EM, Kirkland A, Bisht P, El-Brolosy MA, Jaenisch R, Bell GW, Weissman JS, Griffith EC, Hrvatin S. Multi-species genome-wide CRISPR screens identify conserved suppressors of cold-induced cell death. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.25.605098. [PMID: 39091747 PMCID: PMC11291167 DOI: 10.1101/2024.07.25.605098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 08/04/2024]
Abstract
Cells must adapt to environmental changes to maintain homeostasis. One of the most striking environmental adaptations is entry into hibernation during which core body temperature can decrease from 37°C to as low at 4°C. How mammalian cells, which evolved to optimally function within a narrow range of temperatures, adapt to this profound decrease in temperature remains poorly understood. In this study, we conducted the first genome-scale CRISPR-Cas9 screen in cells derived from Syrian hamster, a facultative hibernator, as well as human cells to investigate the genetic basis of cold tolerance in a hibernator and a non-hibernator in an unbiased manner. Both screens independently revealed glutathione peroxidase 4 (GPX4), a selenium-containing enzyme, and associated proteins as critical for cold tolerance. We utilized genetic and pharmacological approaches to demonstrate that GPX4 is active in the cold and its catalytic activity is required for cold tolerance. Furthermore, we show that the role of GPX4 as a suppressor of cold-induced cell death extends across hibernating species, including 13-lined ground squirrels and greater horseshoe bats, highlighting the evolutionary conservation of this mechanism of cold tolerance. This study identifies GPX4 as a central modulator of mammalian cold tolerance and advances our understanding of the evolved mechanisms by which cells mitigate cold-associated damage-one of the most common challenges faced by cells and organisms in nature.
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Viswanatha R, Entwisle S, Hu Y, Reap K, Butnaru M, Mohr SE, Perrimon N. Higher resolution pooled genome-wide CRISPR knockout screening in Drosophila cells using integration and anti-CRISPR (IntAC). BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.19.613976. [PMID: 39345359 PMCID: PMC11429967 DOI: 10.1101/2024.09.19.613976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/01/2024]
Abstract
CRISPR screens enable systematic, scalable genotype-to phenotype mapping. We previously developed a pooled CRISPR screening method for Drosophila melanogaster and mosquito cell lines using plasmid transfection and site-specific integration to introduce single guide (sgRNA) libraries, followed by PCR and sequencing of integrated sgRNAs. While effective, the method relies on early constitutive Cas9 activity that potentially can lead to discrepancies between genome edits and sgRNAs detected by PCR, reducing screen accuracy. To address this issue, we introduce a new method to co-transfect a plasmid expressing the anti CRISPR protein AcrIIa4 to suppress Cas9 activity during early sgRNA expression, which we term IntAC (integrase with anti-CRISPR). IntAC allowed us to construct a new CRISPR screening appraoch driven by the high strength dU6:3 promoter. This new library dramatically improved precision-recall of fitness genes across the genome, retrieving 90-95% of essential gene groups within 5% error, allowing us to generate the most comprehensive list of cell fitness genes yet assembled for Drosophila. Our analysis determined that elevated sgRNA levels, made permissible by the IntAC approach, drove much of the improvement. The Drosophila fitness genes show strong correlation with human fitness genes and underscore the effects of paralogs on gene essentiality. We further demonstrate that IntAC combined with a targeted sgRNA sub library enabled precise positive selection of a transporter under solute overload. IntAC represents a straightforward enhancement to existing Drosophila CRISPR screening methods, dramatically increasing accuracy, and might also be broadly applicable to virus-free CRISPR screens in other cell types, including mosquito, lepidopteran, tick, and mammalian cells.
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8
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Grzechnik P, Mischo HE. Fateful Decisions of Where to Cut the Line: Pathology Associated with Aberrant 3' End Processing and Transcription Termination. J Mol Biol 2024:168802. [PMID: 39321865 DOI: 10.1016/j.jmb.2024.168802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2024] [Revised: 09/17/2024] [Accepted: 09/19/2024] [Indexed: 09/27/2024]
Abstract
Aberrant gene expression lies at the heart of many pathologies. This review will point out how 3' end processing, the final mRNA-maturation step in the transcription cycle, is surprisingly prone to regulated as well as stochastic variations with a wide range of consequences. Whereas smaller variations contribute to the plasticity of gene expression, larger alternations to 3' end processing and coupled transcription termination can lead to pathological consequences. These can be caused by the local mutation of one gene or affect larger numbers of genes systematically, if aspects of the mechanisms of 3' end processing and transcription termination are altered.
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Affiliation(s)
- Pawel Grzechnik
- Division of Molecular and Cellular Function, School of Biological Sciences, University of Manchester, United Kingdom
| | - Hannah E Mischo
- Department of Infectious Diseases, School of Immunology and Microbial Sciences, King's College London, United Kingdom.
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9
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Panichnantakul P, Aguilar LC, Daynard E, Guest M, Peters C, Vogel J, Oeffinger M. Protein UFMylation regulates early events during ribosomal DNA-damage response. Cell Rep 2024; 43:114738. [PMID: 39277864 DOI: 10.1016/j.celrep.2024.114738] [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: 02/25/2024] [Revised: 07/03/2024] [Accepted: 08/23/2024] [Indexed: 09/17/2024] Open
Abstract
The highly repetitive and transcriptionally active ribosomal DNA (rDNA) genes are exceedingly susceptible to genotoxic stress. Induction of DNA double-strand breaks (DSBs) in rDNA repeats is associated with ataxia-telangiectasia-mutated (ATM)-dependent rDNA silencing and nucleolar reorganization where rDNA is segregated into nucleolar caps. However, the regulatory events underlying this response remain elusive. Here, we identify protein UFMylation as essential for rDNA-damage response in human cells. We further show the only ubiquitin-fold modifier 1 (UFM1)-E3 ligase UFL1 and its binding partner DDRGK1 localize to nucleolar caps upon rDNA damage and that UFL1 loss impairs ATM activation and rDNA transcriptional silencing, leading to reduced rDNA segregation. Moreover, analysis of nuclear and nucleolar UFMylation targets in response to DSB induction further identifies key DNA-repair factors including ATM, in addition to chromatin and actin network regulators. Taken together, our data provide evidence of an essential role for UFMylation in orchestrating rDNA DSB repair.
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Affiliation(s)
- Pudchalaluck Panichnantakul
- Institut de recherches cliniques de Montréal, Center for Genetic and Neurological Diseases, 110 avenue des Pins Ouest, Montréal, QC H2W 1R7, Canada; Division of Experimental Medicine, Faculty of Medicine, McGill University, Montréal, QC H4A 3J1, Canada
| | - Lisbeth C Aguilar
- Institut de recherches cliniques de Montréal, Center for Genetic and Neurological Diseases, 110 avenue des Pins Ouest, Montréal, QC H2W 1R7, Canada
| | - Evan Daynard
- Institut de recherches cliniques de Montréal, Center for Genetic and Neurological Diseases, 110 avenue des Pins Ouest, Montréal, QC H2W 1R7, Canada
| | - Mackenzie Guest
- Institut de recherches cliniques de Montréal, Center for Genetic and Neurological Diseases, 110 avenue des Pins Ouest, Montréal, QC H2W 1R7, Canada
| | - Colten Peters
- Department of Biology, Faculty of Medicine, McGill University, Montréal, QC H3A 1B1, Canada
| | - Jackie Vogel
- Department of Biology, Faculty of Medicine, McGill University, Montréal, QC H3A 1B1, Canada
| | - Marlene Oeffinger
- Institut de recherches cliniques de Montréal, Center for Genetic and Neurological Diseases, 110 avenue des Pins Ouest, Montréal, QC H2W 1R7, Canada; Division of Experimental Medicine, Faculty of Medicine, McGill University, Montréal, QC H4A 3J1, Canada; Département de biochimie et médicine moléculaire, Faculté de Médicine, Université de Montréal, Montréal, QC H3C 3J7, Canada.
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10
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Baya NA, Sur Erdem I, Venkatesh SS, Reibe S, Charles PD, Navarro-Guerrero E, Hill B, Lassen FH, Claussnitzer M, Palmer DS, Lindgren CM. Combining evidence from human genetic and functional screens to identify pathways altering obesity and fat distribution. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.09.19.24313913. [PMID: 39371160 PMCID: PMC11451655 DOI: 10.1101/2024.09.19.24313913] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/08/2024]
Abstract
Overall adiposity and body fat distribution are heritable traits associated with altered risk of cardiometabolic disease and mortality. Performing rare variant (minor allele frequency<1%) association testing using exome-sequencing data from 402,375 participants in the UK Biobank (UKB) for nine overall and tissue-specific fat distribution traits, we identified 19 genes where putatively damaging rare variation associated with at least one trait (Bonferroni-adjusted P <1.58×10 -7 ) and 52 additional genes at FDR≤1% ( P ≤4.37×10 -5 ). These 71 genes exhibited higher ( P =3.58×10 -18 ) common variant prioritisation scores than genes not significantly enriched for rare putatively damaging variation, with evidence of monotonic allelic series (dose-response relationships) among ultra-rare variants (minor allele count≤10) in 22 genes. Five of the 71 genes have cognate protein UKB Olink data available; all five associated ( P <3.80×10 -6 ) with three or more analysed traits. Combining rare and common variation evidence, allelic series and proteomics, we selected 17 genes for CRISPR knockout in human white adipose tissue cell lines. In three previously uncharacterised target genes, knockout increased (two-sided t -test P <0.05) lipid accumulation, a cellular phenotype relevant for fat mass traits, compared to Cas9-empty negative controls: COL5A3 (fold change [FC]=1.72, P =0.0028), EXOC7 (FC=1.35, P =0.0096), and TRIP10 (FC=1.39, P =0.0157); furthermore, knockout of SLTM resulted in reduced lipid accumulation (FC=0.51, P =1.91×10 -4 ). Integrating across population-based genetic and in vitro functional evidence, we highlight therapeutic avenues for altering obesity and body fat distribution by modulating lipid accumulation.
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11
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Blazanin N, Liang X, Mahmud I, Kim E, Martinez S, Tan L, Chan W, Anvar NE, Ha MJ, Qudratullah M, Minelli R, Peoples M, Lorenzi P, Hart T, Lissanu Y. Therapeutic modulation of ROCK overcomes metabolic adaptation of cancer cells to OXPHOS inhibition and drives synergistic anti-tumor activity. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.16.613317. [PMID: 39345502 PMCID: PMC11429714 DOI: 10.1101/2024.09.16.613317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/01/2024]
Abstract
Genomic studies have identified frequent mutations in subunits of the SWI/SNF chromatin remodeling complex including SMARCA4 and ARID1A in non-small cell lung cancer. Previously, we and others have identified that SMARCA4-mutant lung cancers are highly dependent on oxidative phosphorylation (OXPHOS). Despite initial excitements, therapeutics targeting metabolic pathways such as OXPHOS have largely been disappointing due to rapid adaptation of cancer cells to inhibition of single metabolic enzymes or pathways, suggesting novel combination strategies to overcome adaptive responses are urgently needed. Here, we performed a functional genomics screen using CRISPR-Cas9 library targeting genes with available FDA approved therapeutics and identified ROCK1/2 as a top hit that sensitizes cancer cells to OXPHOS inhibition. We validate these results by orthogonal genetic and pharmacologic approaches by demonstrating that KD025 (Belumosudil), an FDA approved ROCK inhibitor, has highly synergistic anti-cancer activity in vitro and in vivo in combination with OXPHOS inhibition. Mechanistically, we showed that this combination induced a rapid, profound energetic stress and cell cycle arrest that was in part due to ROCK inhibition-mediated suppression of the adaptive increase in glycolysis normally seen by OXPHOS inhibition. Furthermore, we applied global phosphoproteomics and kinase-motif enrichment analysis to uncover a dynamic regulatory kinome upon combination of OXPHOS and ROCK inhibition. Importantly, we found converging phosphorylation-dependent regulatory cross-talk by AMPK and ROCK kinases on key RHO GTPase signaling/ROCK-dependent substrates such as PPP1R12A, NUMA1 and PKMYT1 that are known regulators of cell cycle progression. Taken together, our study identified ROCK kinases as critical mediators of metabolic adaptation of cancer cells to OXPHOS inhibition and provides a strong rationale for pursuing ROCK inhibitors as novel combination partners to OXPHOS inhibitors in cancer treatment.
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Affiliation(s)
- Nicholas Blazanin
- Department of Thoracic and Cardiovascular Surgery, The University of Texas MD Anderson Cancer Center
| | - Xiaobing Liang
- Department of Thoracic and Cardiovascular Surgery, The University of Texas MD Anderson Cancer Center
| | - Iqbal Mahmud
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center
| | - Eiru Kim
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center
| | - Sara Martinez
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center
| | - Lin Tan
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center
| | - Waikin Chan
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center
| | - Nazanin Esmaeili Anvar
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center
| | - Min Jin Ha
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, USA
| | - Md Qudratullah
- Department of Thoracic and Cardiovascular Surgery, The University of Texas MD Anderson Cancer Center
| | - Rosalba Minelli
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, USA
| | - Michael Peoples
- TRACTION Platform, Therapeutics Discovery Division, The University of Texas MD Anderson Cancer Center, Houston, USA
| | - Philip Lorenzi
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center
| | - Traver Hart
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center
| | - Yonathan Lissanu
- Department of Thoracic and Cardiovascular Surgery, The University of Texas MD Anderson Cancer Center
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center
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12
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Carlson CK, Loveless TB, Milisavljevic M, Kelly PI, Mills JH, Tyo KEJ, Liu CC. A Massively Parallel In Vivo Assay of TdT Mutants Yields Variants with Altered Nucleotide Insertion Biases. ACS Synth Biol 2024. [PMID: 39302688 DOI: 10.1021/acssynbio.4c00414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/22/2024]
Abstract
Terminal deoxynucleotidyl transferase (TdT) is a unique DNA polymerase capable of template-independent extension of DNA. TdT's de novo DNA synthesis ability has found utility in DNA recording, DNA data storage, oligonucleotide synthesis, and nucleic acid labeling, but TdT's intrinsic nucleotide biases limit its versatility in such applications. Here, we describe a multiplexed assay for profiling and engineering the bias and overall activity of TdT variants with high throughput. In our assay, a library of TdTs is encoded next to a CRISPR-Cas9 target site in HEK293T cells. Upon transfection of Cas9 and sgRNA, the target site is cut, allowing TdT to intercept the double-strand break and add nucleotides. Each resulting insertion is sequenced alongside the identity of the TdT variant that generated it. Using this assay, 25,623 unique TdT variants, constructed by site-saturation mutagenesis at strategic positions, were profiled. This resulted in the isolation of several altered-bias TdTs that expanded the capabilities of our TdT-based DNA recording system, Cell HistorY Recording by Ordered InsertioN (CHYRON), by increasing the information density of recording through an unbiased TdT and achieving dual-channel recording of two distinct inducers (hypoxia and Wnt) through two differently biased TdTs. Select TdT variants were also tested in vitro, revealing concordance between each variant's in vitro bias and the in vivo bias determined from the multiplexed high throughput assay. Overall, our work and the multiplex assay it features should support the continued development of TdT-based DNA recorders, in vitro applications of TdT, and further study of the biology of TdT.
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Affiliation(s)
- Courtney K Carlson
- Department of Biomedical Engineering, University of California, Irvine, California 92697, United States
- Center for Synthetic Biology, University of California, Irvine, California 92697, United States
| | - Theresa B Loveless
- Department of Biomedical Engineering, University of California, Irvine, California 92697, United States
- Center for Synthetic Biology, University of California, Irvine, California 92697, United States
- Department of BioSciences, Rice University, Houston, Texas 77005, United States
| | - Marija Milisavljevic
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Patrick I Kelly
- Center for Molecular Design and Biomimetics, The Biodesign Institute, Arizona State University, Tempe, Arizona 82587, United States
- School of Molecular Sciences, Arizona State University, Tempe, Arizona 82587, United States
| | - Jeremy H Mills
- Center for Molecular Design and Biomimetics, The Biodesign Institute, Arizona State University, Tempe, Arizona 82587, United States
- School of Molecular Sciences, Arizona State University, Tempe, Arizona 82587, United States
| | - Keith E J Tyo
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Chang C Liu
- Department of Biomedical Engineering, University of California, Irvine, California 92697, United States
- Center for Synthetic Biology, University of California, Irvine, California 92697, United States
- Department of Molecular Biology & Biochemistry, University of California, Irvine, California 92697, United States
- Department of Chemistry, University of California, Irvine, California 92697, United States
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13
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Morgan KJ, Carley E, Coyne AN, Rothstein JD, Lusk CP, King MC. Visualizing nuclear pore complex plasticity with Pan-Expansion Microscopy. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.18.613744. [PMID: 39345637 PMCID: PMC11429769 DOI: 10.1101/2024.09.18.613744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/01/2024]
Abstract
Cell-type specific and environmentally-responsive plasticity in nuclear pore complex (NPC) composition and structure is an emerging area of investigation, but its molecular underpinnings remain ill defined. To understand the cause and consequence of NPC plasticity requires technologies to visualize differences within individual NPCs across the thousands in a given nucleus. We evaluate the utility of Pan Expansion Microscopy (Pan-ExM), which enables 16-20 fold isotropic cell enlargement while preserving the proteome, to reveal NPC plasticity. NPCs are robustly identified by deep learning-facilitated segmentation as tripartite structures corresponding to the nucleoplasmic ring, inner ring with central transport channel, and cytoplasmic ring, as confirmed by immunostaining. We demonstrate a range of NPC diameters with a bias for dilated NPCs at the basal nuclear surface, often in local clusters. These diameter biases are eliminated by disrupting linker of nucleoskeleton and cytoskeleton (LINC) complex-dependent connections between the nuclear envelope (NE) and the cytoskeleton, supporting that they reflect local variations in NE tension. Pan-ExM further reveals that the transmembrane nucleoporin/nup POM121 resides specifically at the nuclear ring in multiple model cell lines, surprising given the expectation that it would be a component of the inner ring like other transmembrane nups. Remarkably, however, POM121 shifts from the nuclear ring to the inner ring specifically in aged induced pluripotent stem cell derived neurons (iPSNs) from a patient with C9orf72 amyotrophic lateral sclerosis (ALS). Thus, Pan-ExM allows the visualization of changes in NPC architecture that may underlie early steps in an ALS pathomechanism. Taken together, Pan-ExM is a powerful and accessible tool to visualize NPC plasticity in physiological and pathological contexts at single NPC resolution.
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Affiliation(s)
- Kimberly J. Morgan
- Department of Cell Biology, Yale School of Medicine, New Haven, CT, 06520, USA
| | - Emma Carley
- Department of Cell Biology, Yale School of Medicine, New Haven, CT, 06520, USA
| | - Alyssa N. Coyne
- Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
- Department of Neurology, Johns Hopkins University, Baltimore, MD, 21205, USA
| | - Jeffrey D. Rothstein
- Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
- Department of Neurology, Johns Hopkins University, Baltimore, MD, 21205, USA
| | - C. Patrick Lusk
- Department of Cell Biology, Yale School of Medicine, New Haven, CT, 06520, USA
| | - Megan C. King
- Department of Cell Biology, Yale School of Medicine, New Haven, CT, 06520, USA
- Department of Molecular, Cell and Developmental Biology, Yale University, New Haven, CT, 06520, USA
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14
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Granata I, Maddalena L, Manzo M, Guarracino MR, Giordano M. HELP: A computational framework for labelling and predicting human common and context-specific essential genes. PLoS Comput Biol 2024; 20:e1012076. [PMID: 39331694 DOI: 10.1371/journal.pcbi.1012076] [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: 04/12/2024] [Revised: 10/09/2024] [Accepted: 08/19/2024] [Indexed: 09/29/2024] Open
Abstract
Machine learning-based approaches are particularly suitable for identifying essential genes as they allow the generation of predictive models trained on features from multi-source data. Gene essentiality is neither binary nor static but determined by the context. The databases for essential gene annotation do not permit the personalisation of the context, and their update can be slower than the publication of new experimental data. We propose HELP (Human Gene Essentiality Labelling & Prediction), a computational framework for labelling and predicting essential genes. Its double scope allows for identifying genes based on dependency or not on experimental data. The effectiveness of the labelling method was demonstrated by comparing it with other approaches in overlapping the reference sets of essential gene annotations, where HELP demonstrated the best compromise between false and true positive rates. The gene attributes, including multi-omics and network embedding features, lead to high-performance prediction of essential genes while confirming the existence of essentiality nuances.
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Affiliation(s)
- Ilaria Granata
- Institute for High-Performance Computing and Networking, National Research Council, Naples, Italy
| | - Lucia Maddalena
- Institute for High-Performance Computing and Networking, National Research Council, Naples, Italy
| | - Mario Manzo
- Information Technology Services, University of Naples "L'Orientale", Naples, Italy
| | - Mario Rosario Guarracino
- Laboratory of Algorithms and Technologies for Network Analysis, National Research University Higher School of Economics, Nizhny Novgorod, Russia
- Department of Economics and Law, University of Cassino and Southern Lazio, Cassino, Frosinone, Italy
| | - Maurizio Giordano
- Institute for High-Performance Computing and Networking, National Research Council, Naples, Italy
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15
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Zhao B, Luo J, Wang H, Li Y, Li D, Bi X. In vivo RNAi screening identifies multiple deubiquitinases required for the maintenance of intestinal homeostasis in Drosophila. INSECT BIOCHEMISTRY AND MOLECULAR BIOLOGY 2024; 172:104162. [PMID: 39067716 DOI: 10.1016/j.ibmb.2024.104162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Revised: 07/14/2024] [Accepted: 07/25/2024] [Indexed: 07/30/2024]
Abstract
Deubiquitinases (DUBs) are essential for the maintenance of protein homeostasis and assembly of proteins into functional complexes. Despite growing interest in DUBs biological functions, the roles of DUBs in regulating intestinal stem cells (ISCs) and gut homeostasis remain largely unknown. Here, we perform an in vivo RNAi screen through induced knock-down of DUBs expression in adult midgut ISCs and enteroblasts (EBs) to identify DUB regulators of intestinal homeostasis in Drosophila. We screen 43 DUBs and identify 8 DUBs that are required for ISCs homeostasis. Knocking-down of usp1, CG7857, usp5, rpn8, usp10 and csn5 decreases the number of ISCs/EBs, while knocking-down of CG4968 and usp8 increases the number of ISCs/EBs. Moreover, knock-down of usp1, CG4968, CG7857, or rpn8 in ISCs/EBs disrupts the intestinal barrier integrity and shortens the lifespan, indicating the requirement of these DUBs for the maintenance of gut homeostasis. Furthermore, we provide evidences that USP1 mediates ISC lineage differentiation via modulating the Notch signaling activity. Our study identifies, for the first time, the deubiquitinases required for the maintenance of intestinal homeostasis in Drosophila, and provide new insights into the functional links between the DUBs and intestinal homeostasis.
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Affiliation(s)
- Boyu Zhao
- School of Medicine, Nantong University, Nantong, 226001, China
| | - Jing Luo
- School of Medicine, Nantong University, Nantong, 226001, China
| | - Hui Wang
- College of Basic Medical Medicine, Dalian Medical University, Dalian, 116044, China
| | - Yuanxin Li
- College of Basic Medical Medicine, Dalian Medical University, Dalian, 116044, China
| | - Dong Li
- School of Medicine, Nantong University, Nantong, 226001, China.
| | - Xiaolin Bi
- School of Medicine, Nantong University, Nantong, 226001, China.
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16
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Zhu Y, Pei X, Novaj A, Setton J, Bronder D, Derakhshan F, Selenica P, McDermott N, Orman M, Plum S, Subramanyan S, Braverman SH, McMillan B, Sinha S, Ma J, Gazzo A, Khan A, Bakhoum S, Powell SN, Reis-Filho JS, Riaz N. Large-scale copy number alterations are enriched for synthetic viability in BRCA1/BRCA2 tumors. Genome Med 2024; 16:108. [PMID: 39198848 PMCID: PMC11351199 DOI: 10.1186/s13073-024-01371-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: 10/29/2023] [Accepted: 08/02/2024] [Indexed: 09/01/2024] Open
Abstract
BACKGROUND Pathogenic BRCA1 or BRCA2 germline mutations contribute to hereditary breast, ovarian, prostate, and pancreatic cancer. Paradoxically, bi-allelic inactivation of BRCA1 or BRCA2 (bBRCA1/2) is embryonically lethal and decreases cellular proliferation. The compensatory mechanisms that facilitate oncogenesis in bBRCA1/2 tumors remain unclear. METHODS We identified recurrent genetic alterations enriched in human bBRCA1/2 tumors and experimentally validated if these improved proliferation in cellular models. We analyzed mutations and copy number alterations (CNAs) in bBRCA1/2 breast and ovarian cancer from the TCGA and ICGC. We used Fisher's exact test to identify CNAs enriched in bBRCA1/2 tumors compared to control tumors that lacked evidence of homologous recombination deficiency. Genes located in CNA regions enriched in bBRCA1/2 tumors were further screened by gene expression and their effects on proliferation in genome-wide CRISPR/Cas9 screens. A set of candidate genes was functionally validated with in vitro clonogenic survival and functional assays to validate their influence on proliferation in the setting of bBRCA1/2 mutations. RESULTS We found that bBRCA1/2 tumors harbor recurrent large-scale genomic deletions significantly more frequently than histologically matched controls (n = 238 cytobands in breast and ovarian cancers). Within the deleted regions, we identified 277 BRCA1-related genes and 218 BRCA2-related genes that had reduced expression and increased proliferation in bBRCA1/2 but not in wild-type cells in genome-wide CRISPR screens. In vitro validation of 20 candidate genes with clonogenic proliferation assays validated 9 genes, including RIC8A and ATMIN (ATM-Interacting protein). We identified loss of RIC8A, which occurs frequently in both bBRCA1/2 tumors and is synthetically viable with loss of both BRCA1 and BRCA2. Furthermore, we found that metastatic homologous recombination deficient cancers acquire loss-of-function mutations in RIC8A. Lastly, we identified that RIC8A does not rescue homologous recombination deficiency but may influence mitosis in bBRCA1/2 tumors, potentially leading to increased micronuclei formation. CONCLUSIONS This study provides a means to solve the tumor suppressor paradox by identifying synthetic viability interactions and causal driver genes affected by large-scale CNAs in human cancers.
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Affiliation(s)
- Yingjie Zhu
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Xin Pei
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ardijana Novaj
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jeremy Setton
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Daniel Bronder
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Fatemeh Derakhshan
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Present address: Department of Pathology & Cell Biology, Columbia University Medical Center, New York, NY, USA
| | - Pier Selenica
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Niamh McDermott
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mehmet Orman
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sarina Plum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Shyamal Subramanyan
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sara H Braverman
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Biko McMillan
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sonali Sinha
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jennifer Ma
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Andrea Gazzo
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Atif Khan
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Samuel Bakhoum
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Simon N Powell
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jorge S Reis-Filho
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Nadeem Riaz
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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17
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Fournier LA, Kalantari F, Wells JP, Lee JS, Trigo-Gonzalez G, Moksa MM, Smith T, White J, Shanks A, Wang SL, Su E, Wang Y, Huntsman DG, Hirst M, Stirling PC. Genome-Wide CRISPR Screen Identifies KEAP1 Perturbation as a Vulnerability of ARID1A-Deficient Cells. Cancers (Basel) 2024; 16:2949. [PMID: 39272807 PMCID: PMC11394604 DOI: 10.3390/cancers16172949] [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: 07/22/2024] [Revised: 08/15/2024] [Accepted: 08/16/2024] [Indexed: 09/15/2024] Open
Abstract
ARID1A is the core DNA-binding subunit of the BAF chromatin remodeling complex and is mutated in about 8% of all cancers. The frequency of ARID1A loss varies between cancer subtypes, with clear cell ovarian carcinoma (CCOC) presenting the highest incidence at > 50% of cases. Despite a growing understanding of the consequences of ARID1A loss in cancer, there remains limited targeted therapeutic options for ARID1A-deficient cancers. Using a genome-wide CRISPR screening approach, we identify KEAP1 as a genetic dependency of ARID1A in CCOC. Depletion or chemical perturbation of KEAP1 results in selective growth inhibition of ARID1A-KO cell lines and edited primary endometrial epithelial cells. While we confirm that KEAP1-NRF2 signalling is dysregulated in ARID1A-KO cells, we suggest that this synthetic lethality is not due to aberrant NRF2 signalling. Rather, we find that KEAP1 perturbation exacerbates genome instability phenotypes associated with ARID1A deficiency. Together, our findings identify a potentially novel synthetic lethal interaction of ARID1A-deficient cells.
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Affiliation(s)
- Louis-Alexandre Fournier
- Terry Fox Laboratory, BC Cancer, Vancouver, BC V5L1Z3, Canada
- Interdisciplinary Oncology Program, University of British Columbia, Vancouver, BC V5L1Z3, Canada
| | - Forouh Kalantari
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T1Z4, Canada
- Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, BC V5L1Z3, Canada
| | - James P Wells
- Terry Fox Laboratory, BC Cancer, Vancouver, BC V5L1Z3, Canada
| | - Joon Seon Lee
- Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T1Z4, Canada
| | - Genny Trigo-Gonzalez
- Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, BC V5L1Z3, Canada
| | - Michelle M Moksa
- Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T1Z4, Canada
| | - Theodore Smith
- Terry Fox Laboratory, BC Cancer, Vancouver, BC V5L1Z3, Canada
| | - Justin White
- Terry Fox Laboratory, BC Cancer, Vancouver, BC V5L1Z3, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T1Z4, Canada
| | - Alynn Shanks
- Terry Fox Laboratory, BC Cancer, Vancouver, BC V5L1Z3, Canada
| | - Siyun L Wang
- Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T1Z4, Canada
| | - Edmund Su
- Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T1Z4, Canada
| | - Yemin Wang
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T1Z4, Canada
- Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, BC V5L1Z3, Canada
| | - David G Huntsman
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T1Z4, Canada
- Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, BC V5L1Z3, Canada
- Department of Obstetrics and Gynaecology, University of British Columbia, Vancouver, BC V6T1Z4, Canada
| | - Martin Hirst
- Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T1Z4, Canada
| | - Peter C Stirling
- Terry Fox Laboratory, BC Cancer, Vancouver, BC V5L1Z3, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T1Z4, Canada
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18
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Gill SK, Sugiman-Marangos SN, Beilhartz GL, Mei E, Taipale M, Melnyk RA. An enhanced intracellular delivery platform based on a distant diphtheria toxin homolog that evades pre-existing antitoxin antibodies. EMBO Mol Med 2024:10.1038/s44321-024-00116-z. [PMID: 39160301 DOI: 10.1038/s44321-024-00116-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: 05/02/2024] [Revised: 07/15/2024] [Accepted: 07/18/2024] [Indexed: 08/21/2024] Open
Abstract
Targeted intracellular delivery of therapeutic proteins remains a significant unmet challenge in biotechnology. A promising approach is to leverage the intrinsic capabilities of bacterial toxins like diphtheria toxin (DT) to deliver a potent cytotoxic enzyme into cells with an associated membrane translocation moiety. Despite showing promising clinical efficacy, widespread deployment of DT-based therapeutics is complicated by the prevalence of pre-existing antibodies in the general population arising from childhood DT toxoid vaccinations, which impact the exposure, efficacy, and safety of these potent molecules. Here, we describe the discovery and characterization of a distant DT homolog from the ancient reptile pathogen Austwickia chelonae that we have dubbed chelona toxin (ACT). We show that ACT is comparable to DT structure and function in all respects except that it is not recognized by pre-existing anti-DT antibodies circulating in human sera. Furthermore, we demonstrate that ACT delivers heterologous therapeutic cargos into target cells more efficiently than DT. Our findings highlight ACT as a promising new chassis for building next-generation immunotoxins and targeted delivery platforms with improved pharmacokinetic and pharmacodynamic properties.
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Affiliation(s)
- Shivneet K Gill
- Department of Biochemistry, University of Toronto, Toronto, ON, M5S1A8, Canada
- Molecular Medicine Program, The Hospital for Sick Children Research Institute, 686 Bay Street, Toronto, ON, M5G 0A4, Canada
| | - Seiji N Sugiman-Marangos
- Molecular Medicine Program, The Hospital for Sick Children Research Institute, 686 Bay Street, Toronto, ON, M5G 0A4, Canada
| | - Greg L Beilhartz
- Molecular Medicine Program, The Hospital for Sick Children Research Institute, 686 Bay Street, Toronto, ON, M5G 0A4, Canada
| | - Elizabeth Mei
- Department of Molecular Genetics, University of Toronto, Toronto, ON, M5S1A8, Canada
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, M5S 3E1, Canada
| | - Mikko Taipale
- Department of Molecular Genetics, University of Toronto, Toronto, ON, M5S1A8, Canada
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, M5S 3E1, Canada
| | - Roman A Melnyk
- Department of Biochemistry, University of Toronto, Toronto, ON, M5S1A8, Canada.
- Molecular Medicine Program, The Hospital for Sick Children Research Institute, 686 Bay Street, Toronto, ON, M5G 0A4, Canada.
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19
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Chokshi CR, Shaikh MV, Brakel B, Rossotti MA, Tieu D, Maich W, Anand A, Chafe SC, Zhai K, Suk Y, Kieliszek AM, Miletic P, Mikolajewicz N, Chen D, McNicol JD, Chan K, Tong AHY, Kuhlmann L, Liu L, Alizada Z, Mobilio D, Tatari N, Savage N, Aghaei N, Grewal S, Puri A, Subapanditha M, McKenna D, Ignatchenko V, Salamoun JM, Kwiecien JM, Wipf P, Sharlow ER, Provias JP, Lu JQ, Lazo JS, Kislinger T, Lu Y, Brown KR, Venugopal C, Henry KA, Moffat J, Singh SK. Targeting axonal guidance dependencies in glioblastoma with ROBO1 CAR T cells. Nat Med 2024:10.1038/s41591-024-03138-9. [PMID: 39095594 DOI: 10.1038/s41591-024-03138-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Accepted: 06/18/2024] [Indexed: 08/04/2024]
Abstract
Resistance to genotoxic therapies and tumor recurrence are hallmarks of glioblastoma (GBM), an aggressive brain tumor. In this study, we investigated functional drivers of post-treatment recurrent GBM through integrative genomic analyses, genome-wide genetic perturbation screens in patient-derived GBM models and independent lines of validation. Specific genetic dependencies were found consistent across recurrent tumor models, accompanied by increased mutational burden and differential transcript and protein expression compared to its primary GBM predecessor. Our observations suggest a multi-layered genetic response to drive tumor recurrence and implicate PTP4A2 (protein tyrosine phosphatase 4A2) as a modulator of self-renewal, proliferation and tumorigenicity in recurrent GBM. Genetic perturbation or small-molecule inhibition of PTP4A2 acts through a dephosphorylation axis with roundabout guidance receptor 1 (ROBO1) and its downstream molecular players, exploiting a functional dependency on ROBO signaling. Because a pan-PTP4A inhibitor was limited by poor penetrance across the blood-brain barrier in vivo, we engineered a second-generation chimeric antigen receptor (CAR) T cell therapy against ROBO1, a cell surface receptor enriched across recurrent GBM specimens. A single dose of ROBO1-targeted CAR T cells doubled median survival in cell-line-derived xenograft (CDX) models of recurrent GBM. Moreover, in CDX models of adult lung-to-brain metastases and pediatric relapsed medulloblastoma, ROBO1 CAR T cells eradicated tumors in 50-100% of mice. Our study identifies a promising multi-targetable PTP4A-ROBO1 signaling axis that drives tumorigenicity in recurrent GBM, with potential in other malignant brain tumors.
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Affiliation(s)
- Chirayu R Chokshi
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Muhammad Vaseem Shaikh
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
- Department of Surgery, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Benjamin Brakel
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Martin A Rossotti
- Human Health Therapeutics Research Centre, Life Sciences Division, National Research Council Canada, Ottawa, ON, Canada
| | - David Tieu
- Donnelly Centre, University of Toronto, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - William Maich
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Alisha Anand
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Shawn C Chafe
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
- Department of Surgery, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Kui Zhai
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
- Department of Surgery, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Yujin Suk
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Agata M Kieliszek
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Petar Miletic
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
- Department of Surgery, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Nicholas Mikolajewicz
- Program for Genetics and Genome Biology, The Hospital for Sick Children, Peter Gilgan Centre for Research & Learning, Toronto, ON, Canada
| | - David Chen
- Program for Genetics and Genome Biology, The Hospital for Sick Children, Peter Gilgan Centre for Research & Learning, Toronto, ON, Canada
| | - Jamie D McNicol
- McMaster Immunology Research Centre, McMaster University, Hamilton, ON, Canada
- Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Katherine Chan
- Program for Genetics and Genome Biology, The Hospital for Sick Children, Peter Gilgan Centre for Research & Learning, Toronto, ON, Canada
| | - Amy H Y Tong
- Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | - Laura Kuhlmann
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Lina Liu
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Zahra Alizada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
- Department of Surgery, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Daniel Mobilio
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Nazanin Tatari
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Neil Savage
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Nikoo Aghaei
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Shan Grewal
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Anish Puri
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | | | - Dillon McKenna
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
- Department of Surgery, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | | | - Joseph M Salamoun
- Department of Chemistry, University of Pittsburgh, Pittsburgh, PA, USA
| | - Jacek M Kwiecien
- Department of Pathology and Molecular Medicine, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Peter Wipf
- Department of Chemistry, University of Pittsburgh, Pittsburgh, PA, USA
| | - Elizabeth R Sharlow
- Department of Pharmacology, Fiske Drug Discovery Laboratory, University of Virginia, Charlottesville, VA, USA
| | - John P Provias
- Department of Pathology and Molecular Medicine, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Jian-Qiang Lu
- Department of Pathology and Molecular Medicine, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - John S Lazo
- Department of Pharmacology, Fiske Drug Discovery Laboratory, University of Virginia, Charlottesville, VA, USA
| | - Thomas Kislinger
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Yu Lu
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
| | - Kevin R Brown
- Program for Genetics and Genome Biology, The Hospital for Sick Children, Peter Gilgan Centre for Research & Learning, Toronto, ON, Canada
| | - Chitra Venugopal
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada
- Department of Surgery, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Kevin A Henry
- Human Health Therapeutics Research Centre, Life Sciences Division, National Research Council Canada, Ottawa, ON, Canada
- Department of Biochemistry, Microbiology and Immunology, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Jason Moffat
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.
- Program for Genetics and Genome Biology, The Hospital for Sick Children, Peter Gilgan Centre for Research & Learning, Toronto, ON, Canada.
- Institute for Biomaterials and Biomedical Engineering, University of Toronto, Toronto, ON, Canada.
| | - Sheila K Singh
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada.
- Centre for Discovery in Cancer Research (CDCR), McMaster University, Hamilton, ON, Canada.
- Department of Surgery, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada.
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20
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Li S, Tang M, Xiong Y, Feng X, Wang C, Nie L, Huang M, Zhang H, Yin L, Zhu D, Yang C, Ma T, Chen J. Systematic investigation of BRCA1-A, -B, and -C complexes and their functions in DNA damage response and DNA repair. Oncogene 2024; 43:2621-2634. [PMID: 39068216 DOI: 10.1038/s41388-024-03108-y] [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: 04/17/2024] [Revised: 07/14/2024] [Accepted: 07/16/2024] [Indexed: 07/30/2024]
Abstract
BRCA1, a breast cancer susceptibility gene, has emerged as a central mediator that brings together multiple signaling complexes in response to DNA damage. The A, B, and C complexes of BRCA1, which are formed based on their phosphorylation-dependent interactions with the BRCA1-C-terminal domains, contribute to the roles of BRCA1 in DNA repair and cell cycle checkpoint control. However, their functions in DNA damage response remain to be fully appreciated. Specifically, there has been no systematic investigation of the roles of BRCA1-A, -B, and -C complexes in the regulation of BRCA1 localization and functions, in part because of cellular lethality associated with loss of CtIP protein, which is an essential component in BRCA1-C complex. To systematically investigate the functions of these complexes in DNA damage response, we depleted a key component in each of these complexes. We used the degradation tag system to inducibly deplete endogenous CtIP and obtained a series of RAP80/FANCJ/CtIP single-, double-, and triple-knockout cells. We showed that loss of BRCA1-B/FANCJ and BRCA1-C/CtIP, but not BRCA1-A/RAP80, resulted in reduced cell proliferation and increased sensitivity to DNA damage. BRCA1-C/CtIP and BRCA1-A/RAP80 were involved in BRCA1 recruitment to sites of DNA damage. However, BRCA1-A/RAP80 was not essential for damage-induced BRCA1 localization. Instead, RAP80/H2AX and CtIP have redundant roles in BRCA1 recruitment. Altogether, our systematic analysis uncovers functional differences between BRCA1-A, -B, and -C complexes and provides new insights into the roles of these BRCA1-associated protein complexes in DNA damage response and DNA repair.
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Affiliation(s)
- Siting Li
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Mengfan Tang
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Department of Immunology, School of Medicine, Nanjing University of Chinese Medicine, Nanjing, China
| | - Yun Xiong
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Xu Feng
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Chao Wang
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Litong Nie
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Min Huang
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Huimin Zhang
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Ling Yin
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Dandan Zhu
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Chang Yang
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Tiantian Ma
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Junjie Chen
- Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
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21
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Möbus L, Serra A, Fratello M, Pavel A, Federico A, Greco D. A Multi-Dimensional Approach to Map Disease Relationships Challenges Classical Disease Views. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2401754. [PMID: 38840452 PMCID: PMC11321629 DOI: 10.1002/advs.202401754] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Revised: 04/05/2024] [Indexed: 06/07/2024]
Abstract
The categorization of human diseases is mainly based on the affected organ system and phenotypic characteristics. This is limiting the view to the pathological manifestations, while it neglects mechanistic relationships that are crucial to develop therapeutic strategies. This work aims to advance the understanding of diseases and their relatedness beyond traditional phenotypic views. Hence, the similarity among 502 diseases is mapped using six different data dimensions encompassing molecular, clinical, and pharmacological information retrieved from public sources. Multiple distance measures and multi-view clustering are used to assess the patterns of disease relatedness. The integration of all six dimensions into a consensus map of disease relationships reveals a divergent disease view from the International Classification of Diseases (ICD), emphasizing novel insights offered by a multi-view disease map. Disease features such as genes, pathways, and chemicals that are enriched in distinct disease groups are identified. Finally, an evaluation of the top similar diseases of three candidate diseases common in the Western population shows concordance with known epidemiological associations and reveals rare features shared between Type 2 diabetes (T2D) and Alzheimer's disease. A revision of disease relationships holds promise for facilitating the reconstruction of comorbidity patterns, repurposing drugs, and advancing drug discovery in the future.
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Affiliation(s)
- Lena Möbus
- Finnish Hub for Development and Validation of Integrated Approaches (FHAIVE)Faculty of Medicine and Health TechnologyTampere UniversityTampere33520Finland
| | - Angela Serra
- Finnish Hub for Development and Validation of Integrated Approaches (FHAIVE)Faculty of Medicine and Health TechnologyTampere UniversityTampere33520Finland
- Tampere Institute for Advanced StudyTampere UniversityTampere33520Finland
- Division of Pharmaceutical BiosciencesFaculty of PharmacyUniversity of HelsinkiHelsinki00790Finland
| | - Michele Fratello
- Finnish Hub for Development and Validation of Integrated Approaches (FHAIVE)Faculty of Medicine and Health TechnologyTampere UniversityTampere33520Finland
| | - Alisa Pavel
- Finnish Hub for Development and Validation of Integrated Approaches (FHAIVE)Faculty of Medicine and Health TechnologyTampere UniversityTampere33520Finland
- Applied Mathematics and Computer ScienceTechnical University of DenmarkKongens Lyngby2800Denmark
| | - Antonio Federico
- Finnish Hub for Development and Validation of Integrated Approaches (FHAIVE)Faculty of Medicine and Health TechnologyTampere UniversityTampere33520Finland
- Tampere Institute for Advanced StudyTampere UniversityTampere33520Finland
- Division of Pharmaceutical BiosciencesFaculty of PharmacyUniversity of HelsinkiHelsinki00790Finland
| | - Dario Greco
- Finnish Hub for Development and Validation of Integrated Approaches (FHAIVE)Faculty of Medicine and Health TechnologyTampere UniversityTampere33520Finland
- Division of Pharmaceutical BiosciencesFaculty of PharmacyUniversity of HelsinkiHelsinki00790Finland
- Institute of BiotechnologyUniversity of HelsinkiHelsinki00790Finland
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22
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Xiao YX, Lee SY, Aguilera-Uribe M, Samson R, Au A, Khanna Y, Liu Z, Cheng R, Aulakh K, Wei J, Farias AG, Reilly T, Birkadze S, Habsid A, Brown KR, Chan K, Mero P, Huang JQ, Billmann M, Rahman M, Myers C, Andrews BJ, Youn JY, Yip CM, Rotin D, Derry WB, Forman-Kay JD, Moses AM, Pritišanac I, Gingras AC, Moffat J. The TSC22D, WNK, and NRBP gene families exhibit functional buffering and evolved with Metazoa for cell volume regulation. Cell Rep 2024; 43:114417. [PMID: 38980795 DOI: 10.1016/j.celrep.2024.114417] [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: 02/22/2024] [Revised: 05/08/2024] [Accepted: 06/13/2024] [Indexed: 07/11/2024] Open
Abstract
The ability to sense and respond to osmotic fluctuations is critical for the maintenance of cellular integrity. We used gene co-essentiality analysis to identify an unappreciated relationship between TSC22D2, WNK1, and NRBP1 in regulating cell volume homeostasis. All of these genes have paralogs and are functionally buffered for osmo-sensing and cell volume control. Within seconds of hyperosmotic stress, TSC22D, WNK, and NRBP family members physically associate into biomolecular condensates, a process that is dependent on intrinsically disordered regions (IDRs). A close examination of these protein families across metazoans revealed that TSC22D genes evolved alongside a domain in NRBPs that specifically binds to TSC22D proteins, which we have termed NbrT (NRBP binding region with TSC22D), and this co-evolution is accompanied by rapid IDR length expansion in WNK-family kinases. Our study reveals that TSC22D, WNK, and NRBP genes evolved in metazoans to co-regulate rapid cell volume changes in response to osmolarity.
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Affiliation(s)
- Yu-Xi Xiao
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Seon Yong Lee
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Magali Aguilera-Uribe
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Reuben Samson
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada; The Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Sinai Health, Toronto, ON, Canada
| | - Aaron Au
- Institute for Biomedical Engineering, University of Toronto, Toronto, ON, Canada; Department of Cell and Systems Biology, University of Toronto, Toronto, ON, Canada; Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | - Yukti Khanna
- Otto-Loewi Research Center, Division of Medicinal Chemistry, Medical University of Graz, Neue Stiftingtalstrabe 6, 8010, Graz, Austria
| | - Zetao Liu
- Program in Cell Biology, The Hospital for Sick Children, Toronto, ON, Canada; Department of Biochemistry, University of Toronto, Toronto, ON, Canada
| | - Ran Cheng
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada; Program in Developmental and Stem Cell Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Kamaldeep Aulakh
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Jiarun Wei
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Adrian Granda Farias
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Taylor Reilly
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Saba Birkadze
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Andrea Habsid
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Kevin R Brown
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Katherine Chan
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Patricia Mero
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Jie Qi Huang
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada; Program in Molecular Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | - Maximilian Billmann
- Institute of Human Genetics, School of Medicine and University Hospital Bonn, University of Bonn, 53127 Bonn, Germany
| | - Mahfuzur Rahman
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, USA
| | - Chad Myers
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, USA
| | - Brenda J Andrews
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada; Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | - Ji-Young Youn
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada; Program in Molecular Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | - Christopher M Yip
- Institute for Biomedical Engineering, University of Toronto, Toronto, ON, Canada; Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | - Daniela Rotin
- Program in Cell Biology, The Hospital for Sick Children, Toronto, ON, Canada; Department of Biochemistry, University of Toronto, Toronto, ON, Canada
| | - W Brent Derry
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada; Program in Developmental and Stem Cell Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Julie D Forman-Kay
- Department of Biochemistry, University of Toronto, Toronto, ON, Canada; Program in Molecular Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | - Alan M Moses
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON, Canada
| | - Iva Pritišanac
- Otto-Loewi Research Center, Division of Medicinal Chemistry, Medical University of Graz, Neue Stiftingtalstrabe 6, 8010, Graz, Austria
| | - Anne-Claude Gingras
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada; The Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Sinai Health, Toronto, ON, Canada
| | - Jason Moffat
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada; Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada; Institute for Biomedical Engineering, University of Toronto, Toronto, ON, Canada.
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23
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Leylek O, Honeywell ME, Lee MJ, Hemann MT, Ozcan G. Functional genomics reveals an off-target dependency of drug synergy in gastric cancer therapy. Gastric Cancer 2024:10.1007/s10120-024-01537-y. [PMID: 39033209 DOI: 10.1007/s10120-024-01537-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2024] [Accepted: 07/08/2024] [Indexed: 07/23/2024]
Abstract
BACKGROUND Integrating molecular-targeted agents into combination chemotherapy is transformative for enhancing treatment outcomes in cancer. However, realizing the full potential of this approach requires a clear comprehension of the genetic dependencies underlying drug synergy. While the interactions between conventional chemotherapeutics are well-explored, the interplay of molecular-targeted agents with conventional chemotherapeutics remains a frontier in cancer treatment. Hence, we leveraged a powerful functional genomics approach to decode genomic dependencies that drive synergy in molecular-targeted agent/chemotherapeutic combinations in gastric adenocarcinoma, addressing a critical need in gastric cancer therapy. METHODS We screened pharmacological interactions between fifteen molecular-targeted agent/conventional chemotherapeutic pairs in gastric adenocarcinoma cells, and examined the genome-scale genetic dependencies of synergy integrating genome-wide CRISPR screening with the shRNA-based signature assay. We validated the synergy in cell death using fluorescence-based and lysis-dependent inference of cell death kinetics assay, and validated the genetic dependencies by single-gene knockout experiments. RESULTS Our combination screen identified SN-38/erlotinib as the drug pair with the strongest synergism. Functional genomics assays unveiled a genetic dependency signature of SN-38/erlotinib identical to SN-38. Remarkably, the enhanced cell death with improved kinetics induced by SN-38/erlotinib was attributed to erlotinib's off-target effect, inhibiting ABCG2, rather than its on-target effect on EGFR. CONCLUSION In the era of precision medicine, where emphasis on primary drug targets prevails, our research challenges this paradigm by showcasing a robust synergy underpinned by an off-target dependency. Further dissection of the intricate genetic dependencies that underlie synergy can pave the way to developing more effective combination strategies in gastric cancer therapy.
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Affiliation(s)
- Ozen Leylek
- Koç University Research Center for Translational Medicine, 34450, Istanbul, Turkey
| | - Megan E Honeywell
- Department of Systems Biology, UMass Chan Medical School, Worcester, MA, 01605, USA
| | - Michael J Lee
- Department of Systems Biology, UMass Chan Medical School, Worcester, MA, 01605, USA.
- Program in Molecular Medicine, UMass Chan Medical School, Worcester, MA, 01605, USA.
| | - Michael T Hemann
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA.
- MIT Koch Institute for Integrative Cancer Research, Cambridge, MA, 02139, USA.
- Broad Institute of MIT and Harvard, Cambridge, MA, 02139, USA.
| | - Gulnihal Ozcan
- Koç University Research Center for Translational Medicine, 34450, Istanbul, Turkey.
- Department of Medical Pharmacology, Koç University School of Medicine, 34450, Istanbul, Turkey.
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24
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Besedina E, Supek F. Copy number losses of oncogenes and gains of tumor suppressor genes generate common driver mutations. Nat Commun 2024; 15:6139. [PMID: 39033140 PMCID: PMC11271286 DOI: 10.1038/s41467-024-50552-1] [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: 08/24/2023] [Accepted: 07/11/2024] [Indexed: 07/23/2024] Open
Abstract
Cancer driver genes can undergo positive selection for various types of genetic alterations, including gain-of-function or loss-of-function mutations and copy number alterations (CNA). We investigated the landscape of different types of alterations affecting driver genes in 17,644 cancer exomes and genomes. We find that oncogenes may simultaneously exhibit signatures of positive selection and also negative selection in different gene segments, suggesting a method to identify additional tumor types where an oncogene is a driver or a vulnerability. Next, we characterize the landscape of CNA-dependent selection effects, revealing a general trend of increased positive selection on oncogene mutations not only upon CNA gains but also upon CNA deletions. Similarly, we observe a positive interaction between mutations and CNA gains in tumor suppressor genes. Thus, two-hit events involving point mutations and CNA are universally observed regardless of the type of CNA and may signal new therapeutic opportunities. An analysis with focus on the somatic CNA two-hit events can help identify additional driver genes relevant to a tumor type. By a global inference of point mutation and CNA selection signatures and interactions thereof across genes and tissues, we identify 9 evolutionary archetypes of driver genes, representing different mechanisms of (in)activation by genetic alterations.
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Affiliation(s)
- Elizaveta Besedina
- Institute for Research in Biomedicine (IRB Barcelona), 08028, Barcelona, Spain
| | - Fran Supek
- Institute for Research in Biomedicine (IRB Barcelona), 08028, Barcelona, Spain.
- Biotech Research and Innovation Centre (BRIC), University of Copenhagen, 2200, Copenhagen, Denmark.
- Catalan Institution for Research and Advanced Studies (ICREA), 08010, Barcelona, Spain.
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25
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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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26
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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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27
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Du TY, Hall SR, Chung F, Kurdyukov S, Crittenden E, Patel K, Dawson CA, Westhorpe AP, Bartlett KE, Rasmussen SA, Moreno CL, Denes CE, Albulescu LO, Marriott AE, Mackay JP, Wilkinson MC, Gutiérrez JM, Casewell NR, Neely GG. Molecular dissection of cobra venom highlights heparinoids as an antidote for spitting cobra envenoming. Sci Transl Med 2024; 16:eadk4802. [PMID: 39018365 DOI: 10.1126/scitranslmed.adk4802] [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: 08/25/2023] [Revised: 02/28/2024] [Accepted: 05/31/2024] [Indexed: 07/19/2024]
Abstract
Snakebites affect about 1.8 million people annually. The current standard of care involves antibody-based antivenoms, which can be difficult to access and are generally not effective against local tissue injury, the primary cause of morbidity. Here, we used a pooled whole-genome CRISPR knockout screen to define human genes that, when targeted, modify cell responses to spitting cobra venoms. A large portion of modifying genes that conferred resistance to venom cytotoxicity was found to control proteoglycan biosynthesis, including EXT1, B4GALT7, EXT2, EXTL3, XYLT2, NDST1, and SLC35B2, which we validated independently. This finding suggested heparinoids as possible inhibitors. Heparinoids prevented venom cytotoxicity through binding to three-finger cytotoxins, and the US Food and Drug Administration-approved heparinoid tinzaparin was found to reduce tissue damage in mice when given via a medically relevant route and dose. Overall, our systematic molecular dissection of cobra venom cytotoxicity provides insight into how we can better treat cobra snakebite envenoming.
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Affiliation(s)
- Tian Y Du
- Charles Perkins Centre, Dr. John and Anne Chong Lab for Functional Genomics, and School of Life and Environmental Sciences, University of Sydney, Camperdown, NSW 2006, Australia
| | - Steven R Hall
- Centre for Snakebite Research and Interventions, Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, L3 5QA, Liverpool, UK
| | - Felicity Chung
- Charles Perkins Centre, Dr. John and Anne Chong Lab for Functional Genomics, and School of Life and Environmental Sciences, University of Sydney, Camperdown, NSW 2006, Australia
| | - Sergey Kurdyukov
- Charles Perkins Centre, Dr. John and Anne Chong Lab for Functional Genomics, and School of Life and Environmental Sciences, University of Sydney, Camperdown, NSW 2006, Australia
| | - Edouard Crittenden
- Centre for Snakebite Research and Interventions, Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, L3 5QA, Liverpool, UK
| | - Karishma Patel
- School of Life and Environmental Sciences, University of Sydney, Sydney, NSW 2008, Australia
| | - Charlotte A Dawson
- Centre for Snakebite Research and Interventions, Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, L3 5QA, Liverpool, UK
| | - Adam P Westhorpe
- Centre for Snakebite Research and Interventions, Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, L3 5QA, Liverpool, UK
| | - Keirah E Bartlett
- Centre for Snakebite Research and Interventions, Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, L3 5QA, Liverpool, UK
| | - Sean A Rasmussen
- Department of Pathology and Laboratory Medicine, Queen Elizabeth II Health Sciences Centre and Dalhousie University, 7th Floor of MacKenzie Building, 5788 University Avenue, Halifax, NS B3H 1V8, Canada
| | - Cesar L Moreno
- Charles Perkins Centre, Dr. John and Anne Chong Lab for Functional Genomics, and School of Life and Environmental Sciences, University of Sydney, Camperdown, NSW 2006, Australia
| | - Christopher E Denes
- Charles Perkins Centre, Dr. John and Anne Chong Lab for Functional Genomics, and School of Life and Environmental Sciences, University of Sydney, Camperdown, NSW 2006, Australia
| | - Laura-Oana Albulescu
- Centre for Snakebite Research and Interventions, Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, L3 5QA, Liverpool, UK
| | - Amy E Marriott
- Centre for Snakebite Research and Interventions, Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, L3 5QA, Liverpool, UK
| | - Joel P Mackay
- School of Life and Environmental Sciences, University of Sydney, Sydney, NSW 2008, Australia
| | - Mark C Wilkinson
- Centre for Snakebite Research and Interventions, Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, L3 5QA, Liverpool, UK
| | - José María Gutiérrez
- Clodomiro Picado Institute, School of Microbiology, University of Costa Rica, P.O. Box 15501, 11501-2060 San José, Costa Rica
| | - Nicholas R Casewell
- Centre for Snakebite Research and Interventions, Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, L3 5QA, Liverpool, UK
| | - G Gregory Neely
- Charles Perkins Centre, Dr. John and Anne Chong Lab for Functional Genomics, and School of Life and Environmental Sciences, University of Sydney, Camperdown, NSW 2006, Australia
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28
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Xiao MS, Damodaran AP, Kumari B, Dickson E, Xing K, On TA, Parab N, King HE, Perez AR, Guiblet WM, Duncan G, Che A, Chari R, Andresson T, Vidigal JA, Weatheritt RJ, Aregger M, Gonatopoulos-Pournatzis T. Genome-scale exon perturbation screens uncover exons critical for cell fitness. Mol Cell 2024; 84:2553-2572.e19. [PMID: 38917794 PMCID: PMC11246229 DOI: 10.1016/j.molcel.2024.05.024] [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: 10/01/2023] [Revised: 04/04/2024] [Accepted: 05/24/2024] [Indexed: 06/27/2024]
Abstract
CRISPR-Cas technology has transformed functional genomics, yet understanding of how individual exons differentially shape cellular phenotypes remains limited. Here, we optimized and conducted massively parallel exon deletion and splice-site mutation screens in human cell lines to identify exons that regulate cellular fitness. Fitness-promoting exons are prevalent in essential and highly expressed genes and commonly overlap with protein domains and interaction interfaces. Conversely, fitness-suppressing exons are enriched in nonessential genes, exhibiting lower inclusion levels, and overlap with intrinsically disordered regions and disease-associated mutations. In-depth mechanistic investigation of the screen-hit TAF5 alternative exon-8 revealed that its inclusion is required for assembly of the TFIID general transcription initiation complex, thereby regulating global gene expression output. Collectively, our orthogonal exon perturbation screens established a comprehensive repository of phenotypically important exons and uncovered regulatory mechanisms governing cellular fitness and gene expression.
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Affiliation(s)
- Mei-Sheng Xiao
- RNA Biology Laboratory, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Frederick, MD 21702, USA
| | - Arun Prasath Damodaran
- RNA Biology Laboratory, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Frederick, MD 21702, USA.
| | - Bandana Kumari
- RNA Biology Laboratory, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Frederick, MD 21702, USA
| | - Ethan Dickson
- RNA Biology Laboratory, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Frederick, MD 21702, USA
| | - Kun Xing
- RNA Biology Laboratory, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Frederick, MD 21702, USA
| | - Tyler A On
- Molecular Targets Program, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Frederick, MD 21702, USA
| | - Nikhil Parab
- RNA Biology Laboratory, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Frederick, MD 21702, USA
| | - Helen E King
- EMBL Australia and Garvan Institute of Medical Research, Sydney, NSW 2010, Australia
| | - Alexendar R Perez
- Laboratory of Biochemistry and Molecular Biology, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA; Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Wilfried M Guiblet
- RNA Biology Laboratory, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Frederick, MD 21702, USA
| | - Gerard Duncan
- Protein Characterization Laboratory, Frederick National Laboratory for Cancer Research (FNLCR), Frederick, MD 21701, USA
| | - Anney Che
- Advanced Biomedical Computational Science, Frederick National Laboratory for Cancer Research (FNLCR), Frederick, MD 21701, USA
| | - Raj Chari
- Genome Modification Core, Frederick National Laboratory for Cancer Research (FNLCR), Frederick, MD 21702, USA
| | - Thorkell Andresson
- Protein Characterization Laboratory, Frederick National Laboratory for Cancer Research (FNLCR), Frederick, MD 21701, USA
| | - Joana A Vidigal
- Laboratory of Biochemistry and Molecular Biology, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA
| | - Robert J Weatheritt
- EMBL Australia and Garvan Institute of Medical Research, Sydney, NSW 2010, Australia; School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW 2010, Australia
| | - Michael Aregger
- Molecular Targets Program, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Frederick, MD 21702, USA.
| | - Thomas Gonatopoulos-Pournatzis
- RNA Biology Laboratory, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Frederick, MD 21702, USA.
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29
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Lassen FH, Venkatesh SS, Baya N, Hill B, Zhou W, Bloemendal A, Neale BM, Kessler BM, Whiffin N, Lindgren CM, Palmer DS. Exome-wide evidence of compound heterozygous effects across common phenotypes in the UK Biobank. CELL GENOMICS 2024; 4:100602. [PMID: 38944039 PMCID: PMC11293579 DOI: 10.1016/j.xgen.2024.100602] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 03/11/2024] [Accepted: 06/07/2024] [Indexed: 07/01/2024]
Abstract
The phenotypic impact of compound heterozygous (CH) variation has not been investigated at the population scale. We phased rare variants (MAF ∼0.001%) in the UK Biobank (UKBB) exome-sequencing data to characterize recessive effects in 175,587 individuals across 311 common diseases. A total of 6.5% of individuals carry putatively damaging CH variants, 90% of which are only identifiable upon phasing rare variants (MAF < 0.38%). We identify six recessive gene-trait associations (p < 1.68 × 10-7) after accounting for relatedness, polygenicity, nearby common variants, and rare variant burden. Of these, just one is discovered when considering homozygosity alone. Using longitudinal health records, we additionally identify and replicate a novel association between bi-allelic variation in ATP2C2 and an earlier age at onset of chronic obstructive pulmonary disease (COPD) (p < 3.58 × 10-8). Genetic phase contributes to disease risk for gene-trait pairs: ATP2C2-COPD (p = 0.000238), FLG-asthma (p = 0.00205), and USH2A-visual impairment (p = 0.0084). We demonstrate the power of phasing large-scale genetic cohorts to discover phenome-wide consequences of compound heterozygosity.
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Affiliation(s)
- Frederik H Lassen
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK; Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK.
| | - Samvida S Venkatesh
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK; Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Nikolas Baya
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK; Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Barney Hill
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Wei Zhou
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Analytical and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Alex Bloemendal
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Novo Nordisk Center for Genomic Mechanisms of Disease, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Benjamin M Neale
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Analytical and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Benedikt M Kessler
- Target Discovery Institute, Centre for Medicines Discovery, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Nicola Whiffin
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK; Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK; Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Cecilia M Lindgren
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK; Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK; Nuffield Department of Population Health, Medical Sciences Division, University of Oxford, Oxford, UK.
| | - Duncan S Palmer
- Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK; Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Nuffield Department of Population Health, Medical Sciences Division, University of Oxford, Oxford, UK.
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30
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Wu X, Yuan H, Wu Q, Gao Y, Duan T, Yang K, Huang T, Wang S, Yuan F, Lee D, Taori S, Plute T, Heissel S, Alwaseem H, Isay-Del Viscio M, Molina H, Agnihotri S, Hsu DJ, Zhang N, Rich JN. Threonine fuels glioblastoma through YRDC-mediated codon-biased translational reprogramming. NATURE CANCER 2024; 5:1024-1044. [PMID: 38519786 DOI: 10.1038/s43018-024-00748-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Accepted: 02/23/2024] [Indexed: 03/25/2024]
Abstract
Cancers commonly reprogram translation and metabolism, but little is known about how these two features coordinate in cancer stem cells. Here we show that glioblastoma stem cells (GSCs) display elevated protein translation. To dissect underlying mechanisms, we performed a CRISPR screen and identified YRDC as the top essential transfer RNA (tRNA) modification enzyme in GSCs. YRDC catalyzes the formation of N6-threonylcarbamoyladenosine (t6A) on ANN-decoding tRNA species (A denotes adenosine, and N denotes any nucleotide). Targeting YRDC reduced t6A formation, suppressed global translation and inhibited tumor growth both in vitro and in vivo. Threonine is an essential substrate of YRDC. Threonine accumulated in GSCs, which facilitated t6A formation through YRDC and shifted the proteome to support mitosis-related genes with ANN codon bias. Dietary threonine restriction (TR) reduced tumor t6A formation, slowed xenograft growth and augmented anti-tumor efficacy of chemotherapy and anti-mitotic therapy, providing a molecular basis for a dietary intervention in cancer treatment.
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Affiliation(s)
- Xujia Wu
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
- Department of Neurosurgery, the First Affiliated Hospital of Sun Yat-sen University, Guangdong Provincial Key Laboratory of Brain Function and Disease, Guangdong Translational Medicine Innovation Platform, Guangzhou, China
| | - Huairui Yuan
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Qiulian Wu
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Yixin Gao
- Department of Neurosurgery, the First Affiliated Hospital of Sun Yat-sen University, Guangdong Provincial Key Laboratory of Brain Function and Disease, Guangdong Translational Medicine Innovation Platform, Guangzhou, China
| | - Tingting Duan
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Kailin Yang
- Department of Radiation Oncology, Taussig Cancer Center, Cleveland Clinic, Cleveland, OH, USA
| | - Tengfei Huang
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Shuai Wang
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Fanen Yuan
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Derrick Lee
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Suchet Taori
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Tritan Plute
- Department of Neurological Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- John G. Rangos Sr. Research Center, Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Søren Heissel
- Proteomics Resource Center, the Rockefeller University, New York, NY, USA
| | - Hanan Alwaseem
- Proteomics Resource Center, the Rockefeller University, New York, NY, USA
| | | | - Henrik Molina
- Proteomics Resource Center, the Rockefeller University, New York, NY, USA
| | - Sameer Agnihotri
- Department of Neurological Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- John G. Rangos Sr. Research Center, Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Dennis J Hsu
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
- Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Nu Zhang
- Department of Neurosurgery, the First Affiliated Hospital of Sun Yat-sen University, Guangdong Provincial Key Laboratory of Brain Function and Disease, Guangdong Translational Medicine Innovation Platform, Guangzhou, China.
| | - Jeremy N Rich
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
- Department of Neurology, University of Pittsburgh, Pittsburgh, PA, USA.
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31
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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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32
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Krieg S, Rohde T, Rausch T, Butthof L, Wendler-Link L, Eckert C, Breuhahn K, Galy B, Korbel J, Billmann M, Breinig M, Tschaharganeh DF. Mitoferrin2 is a synthetic lethal target for chromosome 8p deleted cancers. Genome Med 2024; 16:83. [PMID: 38886830 PMCID: PMC11181659 DOI: 10.1186/s13073-024-01357-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Accepted: 06/07/2024] [Indexed: 06/20/2024] Open
Abstract
BACKGROUND Somatic copy number alterations are a hallmark of cancer that offer unique opportunities for therapeutic exploitation. Here, we focused on the identification of specific vulnerabilities for tumors harboring chromosome 8p deletions. METHODS We developed and applied an integrative analysis of The Cancer Genome Atlas (TCGA), the Cancer Dependency Map (DepMap), and the Cancer Cell Line Encyclopedia to identify chromosome 8p-specific vulnerabilities. We employ orthogonal gene targeting strategies, both in vitro and in vivo, including short hairpin RNA-mediated gene knockdown and CRISPR/Cas9-mediated gene knockout to validate vulnerabilities. RESULTS We identified SLC25A28 (also known as MFRN2), as a specific vulnerability for tumors harboring chromosome 8p deletions. We demonstrate that vulnerability towards MFRN2 loss is dictated by the expression of its paralog, SLC25A37 (also known as MFRN1), which resides on chromosome 8p. In line with their function as mitochondrial iron transporters, MFRN1/2 paralog protein deficiency profoundly impaired mitochondrial respiration, induced global depletion of iron-sulfur cluster proteins, and resulted in DNA-damage and cell death. MFRN2 depletion in MFRN1-deficient tumors led to impaired growth and even tumor eradication in preclinical mouse xenograft experiments, highlighting its therapeutic potential. CONCLUSIONS Our data reveal MFRN2 as a therapeutic target of chromosome 8p deleted cancers and nominate MFNR1 as the complimentary biomarker for MFRN2-directed therapies.
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Affiliation(s)
- Stephan Krieg
- Helmholtz-University Group "Cell Plasticity and Epigenetic Remodeling", German Cancer Research Center (DKFZ), Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - Thomas Rohde
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, Bonn, Germany
| | - Tobias Rausch
- European Molecular Biology Laboratory (EMBL), Genome Biology Unit, Heidelberg, Germany
| | - Luise Butthof
- Helmholtz-University Group "Cell Plasticity and Epigenetic Remodeling", German Cancer Research Center (DKFZ), Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - Lena Wendler-Link
- Helmholtz-University Group "Cell Plasticity and Epigenetic Remodeling", German Cancer Research Center (DKFZ), Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - Christoph Eckert
- Helmholtz-University Group "Cell Plasticity and Epigenetic Remodeling", German Cancer Research Center (DKFZ), Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - Kai Breuhahn
- Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - Bruno Galy
- Division of Virus-Associated Carcinogenesis, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Jan Korbel
- European Molecular Biology Laboratory (EMBL), Genome Biology Unit, Heidelberg, Germany
| | - Maximilian Billmann
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, Bonn, Germany.
| | - Marco Breinig
- Helmholtz-University Group "Cell Plasticity and Epigenetic Remodeling", German Cancer Research Center (DKFZ), Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.
| | - Darjus F Tschaharganeh
- Helmholtz-University Group "Cell Plasticity and Epigenetic Remodeling", German Cancer Research Center (DKFZ), Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.
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Kyrkou A, Valla R, Zhang Y, Ambrosi G, Laier S, Müller-Decker K, Boutros M, Teleman AA. G6PD and ACSL3 are synthetic lethal partners of NF2 in Schwann cells. Nat Commun 2024; 15:5115. [PMID: 38879607 PMCID: PMC11180199 DOI: 10.1038/s41467-024-49298-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Accepted: 05/24/2024] [Indexed: 06/19/2024] Open
Abstract
Neurofibromatosis Type II (NFII) is a genetic condition caused by loss of the NF2 gene, resulting in activation of the YAP/TAZ pathway and recurrent Schwann cell tumors, as well as meningiomas and ependymomas. Unfortunately, few pharmacological options are available for NFII. Here, we undertake a genome-wide CRISPR/Cas9 screen to search for synthetic-lethal genes that, when inhibited, cause death of NF2 mutant Schwann cells but not NF2 wildtype cells. We identify ACSL3 and G6PD as two synthetic-lethal partners for NF2, both involved in lipid biogenesis and cellular redox. We find that NF2 mutant Schwann cells are more oxidized than control cells, in part due to reduced expression of genes involved in NADPH generation such as ME1. Since G6PD and ME1 redundantly generate cytosolic NADPH, lack of either one is compatible with cell viability, but not down-regulation of both. Since genetic deficiency for G6PD is tolerated in the human population, G6PD could be a good pharmacological target for NFII.
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Affiliation(s)
- Athena Kyrkou
- German Cancer Research Center (DKFZ), Division B140, 69120, Heidelberg, Germany
- Heidelberg University, Institute of Human Genetics, 69120, Heidelberg, Germany
| | - Robert Valla
- German Cancer Research Center (DKFZ), Division B140, 69120, Heidelberg, Germany
- Heidelberg University, Institute of Human Genetics, 69120, Heidelberg, Germany
| | - Yao Zhang
- German Cancer Research Center (DKFZ), Division B140, 69120, Heidelberg, Germany
- Heidelberg University, Institute of Human Genetics, 69120, Heidelberg, Germany
| | - Giulia Ambrosi
- German Cancer Research Center (DKFZ), Div. Signaling and Functional Genomics, 69120, Heidelberg, Germany
| | - Stephanie Laier
- Core Facility Tumor Models, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Karin Müller-Decker
- Core Facility Tumor Models, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Michael Boutros
- Heidelberg University, Institute of Human Genetics, 69120, Heidelberg, Germany
- German Cancer Research Center (DKFZ), Div. Signaling and Functional Genomics, 69120, Heidelberg, Germany
| | - Aurelio A Teleman
- German Cancer Research Center (DKFZ), Division B140, 69120, Heidelberg, Germany.
- Heidelberg University, Institute of Human Genetics, 69120, Heidelberg, Germany.
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Carlson CK, Loveless TB, Milisavljevic M, Kelly PI, Mills JH, Tyo KEJ, Liu CC. A massively parallel in vivo assay of TdT mutants yields variants with altered nucleotide insertion biases. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.11.598561. [PMID: 38915690 PMCID: PMC11195295 DOI: 10.1101/2024.06.11.598561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/26/2024]
Abstract
Terminal deoxynucleotidyl transferase (TdT) is a unique DNA polymerase capable of template-independent extension of DNA with random nucleotides. TdT's de novo DNA synthesis ability has found utility in DNA recording, DNA data storage, oligonucleotide synthesis, and nucleic acid labeling, but TdT's intrinsic nucleotide biases limit its versatility in such applications. Here, we describe a multiplexed assay for profiling and engineering the bias and overall activity of TdT variants in high throughput. In our assay, a library of TdTs is encoded next to a CRISPR-Cas9 target site in HEK293T cells. Upon transfection of Cas9 and sgRNA, the target site is cut, allowing TdT to intercept the double strand break and add nucleotides. Each resulting insertion is sequenced alongside the identity of the TdT variant that generated it. Using this assay, 25,623 unique TdT variants, constructed by site-saturation mutagenesis at strategic positions, were profiled. This resulted in the isolation of several altered-bias TdTs that expanded the capabilities of our TdT-based DNA recording system, Cell History Recording by Ordered Insertion (CHYRON), by increasing the information density of recording through an unbiased TdT and achieving dual-channel recording of two distinct inducers (hypoxia and Wnt) through two differently biased TdTs. Select TdT variants were also tested in vitro , revealing concordance between each variant's in vitro bias and the in vivo bias determined from the multiplexed high throughput assay. Overall, our work, and the multiplex assay it features, should support the continued development of TdT-based DNA recorders, in vitro applications of TdT, and further study of the biology of TdT.
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Misek SA, Fultineer A, Kalfon J, Noorbakhsh J, Boyle I, Roy P, Dempster J, Petronio L, Huang K, Saadat A, Green T, Brown A, Doench JG, Root DE, McFarland JM, Beroukhim R, Boehm JS. Germline variation contributes to false negatives in CRISPR-based experiments with varying burden across ancestries. Nat Commun 2024; 15:4892. [PMID: 38849329 PMCID: PMC11161638 DOI: 10.1038/s41467-024-48957-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: 12/05/2023] [Accepted: 05/20/2024] [Indexed: 06/09/2024] Open
Abstract
Reducing disparities is vital for equitable access to precision treatments in cancer. Socioenvironmental factors are a major driver of disparities, but differences in genetic variation likely also contribute. The impact of genetic ancestry on prioritization of cancer targets in drug discovery pipelines has not been systematically explored due to the absence of pre-clinical data at the appropriate scale. Here, we analyze data from 611 genome-scale CRISPR/Cas9 viability experiments in human cell line models to identify ancestry-associated genetic dependencies essential for cell survival. Surprisingly, we find that most putative associations between ancestry and dependency arise from artifacts related to germline variants. Our analysis suggests that for 1.2-2.5% of guides, germline variants in sgRNA targeting sequences reduce cutting by the CRISPR/Cas9 nuclease, disproportionately affecting cell models derived from individuals of recent African descent. We propose three approaches to mitigate this experimental bias, enabling the scientific community to address these disparities.
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Affiliation(s)
- Sean A Misek
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- Departments of Cancer Biology and Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, 02215, USA
- Koch Institute, Massachusetts Institute of Technology, Cambridge, MA, 02142, USA
| | - Aaron Fultineer
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Jeremie Kalfon
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | | | - Isabella Boyle
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Priyanka Roy
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Joshua Dempster
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Lia Petronio
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Katherine Huang
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Alham Saadat
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Thomas Green
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Adam Brown
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - John G Doench
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | | | - Rameen Beroukhim
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA.
- Departments of Cancer Biology and Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, 02215, USA.
| | - Jesse S Boehm
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA.
- Koch Institute, Massachusetts Institute of Technology, Cambridge, MA, 02142, USA.
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Lang F, Cornwell JA, Kaur K, Elmogazy O, Zhang W, Zhang M, Song H, Sun Z, Wu X, Aladjem MI, Aregger M, Cappell SD, Yang C. Abrogation of the G2/M checkpoint as a chemosensitization approach for alkylating agents. Neuro Oncol 2024; 26:1083-1096. [PMID: 38134889 PMCID: PMC11145461 DOI: 10.1093/neuonc/noad252] [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: 08/17/2023] [Indexed: 12/24/2023] Open
Abstract
BACKGROUND The cell cycle is tightly regulated by checkpoints, which play a vital role in controlling its progression and timing. Cancer cells exploit the G2/M checkpoint, which serves as a resistance mechanism against genotoxic anticancer treatments, allowing for DNA repair prior to cell division. Manipulating cell cycle timing has emerged as a potential strategy to augment the effectiveness of DNA damage-based therapies. METHODS In this study, we conducted a forward genome-wide CRISPR/Cas9 screening with repeated exposure to the alkylating agent temozolomide (TMZ) to investigate the mechanisms underlying tumor cell survival under genotoxic stress. RESULTS Our findings revealed that canonical DNA repair pathways, including the Ataxia-telangiectasia mutated (ATM)/Fanconi and mismatch repair, determine cell fate under genotoxic stress. Notably, we identified the critical role of PKMYT1, in ensuring cell survival. Depletion of PKMYT1 led to overwhelming TMZ-induced cytotoxicity in cancer cells. Isobologram analysis demonstrated potent drug synergy between alkylating agents and a Myt1 kinase inhibitor, RP-6306. Mechanistically, inhibiting Myt1 forced G2/M-arrested cells into an unscheduled transition to the mitotic phase without complete resolution of DNA damage. This forced entry into mitosis, along with persistent DNA damage, resulted in severe mitotic abnormalities. Ultimately, these aberrations led to mitotic exit with substantial apoptosis. Preclinical animal studies demonstrated that the combination regimen involving TMZ and RP-6306 prolonged the overall survival of glioma-bearing mice. CONCLUSIONS Collectively, our findings highlight the potential of targeting cell cycle timing through Myt1 inhibition as an effective strategy to enhance the efficacy of current standard cancer therapies, potentially leading to improved disease outcomes.
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Affiliation(s)
- Fengchao Lang
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland, USA
| | - James A Cornwell
- Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland, USA
| | - Karambir Kaur
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland, USA
| | - Omar Elmogazy
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland, USA
| | - Wei Zhang
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland, USA
| | - Meili Zhang
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland, USA
| | - Hua Song
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland, USA
| | - Zhonghe Sun
- Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland, USA
| | - Xiaolin Wu
- Cancer Research Technology Program, Frederick National Laboratory for Cancer Research, Frederick, Maryland, USA
| | - Mirit I Aladjem
- Developmental Therapeutics Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland, USA
| | - Michael Aregger
- Molecular Targets Program, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland, USA
| | - Steven D Cappell
- Laboratory of Cancer Biology and Genetics, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland, USA
| | - Chunzhang Yang
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland, USA
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37
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Chen Y, Kincaid RP, Bastin K, Fachko DN, Skalsky RL. MicroRNA-focused CRISPR/Cas9 screen identifies miR-142 as a key regulator of Epstein-Barr virus reactivation. PLoS Pathog 2024; 20:e1011970. [PMID: 38885264 PMCID: PMC11213311 DOI: 10.1371/journal.ppat.1011970] [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] [Revised: 06/28/2024] [Accepted: 05/27/2024] [Indexed: 06/20/2024] Open
Abstract
Reactivation from latency plays a significant role in maintaining persistent lifelong Epstein-Barr virus (EBV) infection. Mechanisms governing successful activation and progression of the EBV lytic phase are not fully understood. EBV expresses multiple viral microRNAs (miRNAs) and manipulates several cellular miRNAs to support viral infection. To gain insight into the host miRNAs regulating transitions from EBV latency into the lytic stage, we conducted a CRISPR/Cas9-based screen in EBV+ Burkitt lymphoma (BL) cells using anti-Ig antibodies to crosslink the B cell receptor (BCR) and induce reactivation. Using a gRNA library against >1500 annotated human miRNAs, we identified miR-142 as a key regulator of EBV reactivation. Genetic ablation of miR-142 enhanced levels of immediate early and early lytic gene products in infected BL cells. Ago2-PAR-CLIP experiments with reactivated cells revealed miR-142 targets related to Erk/MAPK signaling, including components directly downstream of the B cell receptor (BCR). Consistent with these findings, disruption of miR-142 enhanced SOS1 levels and Mek phosphorylation in response to surface Ig cross-linking. Effects could be rescued by inhibitors of Mek (cobimetinib) or Raf (dabrafenib). Taken together, these results show that miR-142 functionally regulates SOS1/Ras/Raf/Mek/Erk signaling initiated through the BCR and consequently, restricts EBV entry into the lytic cycle.
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Affiliation(s)
- Yan Chen
- Vaccine and Gene Therapy Institute, Oregon Health & Science University, Beaverton, Oregon, United States of America
| | - Rodney P. Kincaid
- Vaccine and Gene Therapy Institute, Oregon Health & Science University, Beaverton, Oregon, United States of America
| | - Kelley Bastin
- Vaccine and Gene Therapy Institute, Oregon Health & Science University, Beaverton, Oregon, United States of America
| | - Devin N. Fachko
- Vaccine and Gene Therapy Institute, Oregon Health & Science University, Beaverton, Oregon, United States of America
| | - Rebecca L. Skalsky
- Vaccine and Gene Therapy Institute, Oregon Health & Science University, Beaverton, Oregon, United States of America
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38
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Lü Y, Cho T, Mukherjee S, Suarez CF, Gonzalez-Foutel NS, Malik A, Martinez S, Dervovic D, Oh RH, Langille E, Al-Zahrani KN, Hoeg L, Lin ZY, Tsai R, Mbamalu G, Rotter V, Ashton-Prolla P, Moffat J, Chemes LB, Gingras AC, Oren M, Durocher D, Schramek D. Genome-wide CRISPR screens identify novel regulators of wild-type and mutant p53 stability. Mol Syst Biol 2024; 20:719-740. [PMID: 38580884 PMCID: PMC11148184 DOI: 10.1038/s44320-024-00032-x] [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: 09/12/2022] [Revised: 03/06/2024] [Accepted: 03/12/2024] [Indexed: 04/07/2024] Open
Abstract
Tumor suppressor p53 (TP53) is frequently mutated in cancer, often resulting not only in loss of its tumor-suppressive function but also acquisition of dominant-negative and even oncogenic gain-of-function traits. While wild-type p53 levels are tightly regulated, mutants are typically stabilized in tumors, which is crucial for their oncogenic properties. Here, we systematically profiled the factors that regulate protein stability of wild-type and mutant p53 using marker-based genome-wide CRISPR screens. Most regulators of wild-type p53 also regulate p53 mutants, except for p53 R337H regulators, which are largely private to this mutant. Mechanistically, FBXO42 emerged as a positive regulator for a subset of p53 mutants, working with CCDC6 to control USP28-mediated mutant p53 stabilization. Additionally, C16orf72/HAPSTR1 negatively regulates both wild-type p53 and all tested mutants. C16orf72/HAPSTR1 is commonly amplified in breast cancer, and its overexpression reduces p53 levels in mouse mammary epithelium leading to accelerated breast cancer. This study offers a network perspective on p53 stability regulation, potentially guiding strategies to reinforce wild-type p53 or target mutant p53 in cancer.
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Affiliation(s)
- YiQing Lü
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, M5S 1A8, Canada
- Department of Biology, Suffolk University, Boston, MA, 02108, USA
| | - Tiffany Cho
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, M5S 1A8, Canada
| | - Saptaparna Mukherjee
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, Israel
| | - Carmen Florencia Suarez
- Instituto de Investigaciones Biotecnológicas (IIBiO-CONICET), Universidad Nacional de San Martín, Buenos Aires, Argentina
| | - Nicolas S Gonzalez-Foutel
- Instituto de Investigaciones Biotecnológicas (IIBiO-CONICET), Universidad Nacional de San Martín, Buenos Aires, Argentina
| | - Ahmad Malik
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, M5S 1A8, Canada
| | - Sebastien Martinez
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
| | - Dzana Dervovic
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
| | - Robin Hyunseo Oh
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, M5S 1A8, Canada
| | - Ellen Langille
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, M5S 1A8, Canada
| | - Khalid N Al-Zahrani
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
| | - Lisa Hoeg
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
| | - Zhen Yuan Lin
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
| | - Ricky Tsai
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
| | - Geraldine Mbamalu
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
| | - Varda Rotter
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, Israel
| | - Patricia Ashton-Prolla
- Departamento de Genética, Universidade Federal do Rio Grande do Sul and Serviço de Genetica Médica HCPA, Porto Alegre, Brasil
| | - Jason Moffat
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, M5S 1A8, Canada
- Institute of Biomedical Engineering, University of Toronto, Toronto, Ontario, M5S3G9, Canada
- Genetics and Genome Biology Program, Hospital for Sick Children, Toronto, Ontario, M5G 1X8, Canada
| | - Lucia Beatriz Chemes
- Instituto de Investigaciones Biotecnológicas (IIBiO-CONICET), Universidad Nacional de San Martín, Buenos Aires, Argentina
| | - Anne-Claude Gingras
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, M5S 1A8, Canada
| | - Moshe Oren
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, Israel
| | - Daniel Durocher
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, M5S 1A8, Canada
| | - Daniel Schramek
- Centre for Molecular and Systems Biology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, M5G 1X5, Canada.
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, M5S 1A8, Canada.
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Ferrarone JR, Thomas J, Unni AM, Zheng Y, Nagiec MJ, Gardner EE, Mashadova O, Li K, Koundouros N, Montalbano A, Mustafa M, Cantley LC, Blenis J, Sanjana NE, Varmus H. Genome-wide CRISPR screens in spheroid culture reveal that the tumor suppressor LKB1 inhibits growth via the PIKFYVE lipid kinase. Proc Natl Acad Sci U S A 2024; 121:e2403685121. [PMID: 38743625 PMCID: PMC11127050 DOI: 10.1073/pnas.2403685121] [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: 02/22/2024] [Accepted: 04/19/2024] [Indexed: 05/16/2024] Open
Abstract
The tumor suppressor LKB1 is a serine/threonine protein kinase that is frequently mutated in human lung adenocarcinoma (LUAD). LKB1 regulates a complex signaling network that is known to control cell polarity and metabolism; however, the pathways that mediate the tumor-suppressive activity of LKB1 are incompletely defined. To identify mechanisms of LKB1-mediated growth suppression, we developed a spheroid-based cell culture assay to study LKB1-dependent growth. We then performed genome-wide CRISPR screens in spheroidal culture and found that LKB1 suppresses growth, in part, by activating the PIKFYVE lipid kinase. Finally, we used chemical inhibitors and a pH-sensitive reporter to determine that LKB1 impairs growth by promoting the internalization of wild-type EGFR in a PIKFYVE-dependent manner.
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Affiliation(s)
- John R. Ferrarone
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
- Division of Hematology and Medical Oncology, Department of Medicine, Weill Cornell Medicine, New York, NY10021
| | - Jerin Thomas
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
| | - Arun M. Unni
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
| | - Yuxiang Zheng
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
| | - Michal J. Nagiec
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
- Department of Pharmacology, Weill Cornell Medicine, New York, NY10021
| | - Eric E. Gardner
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
| | | | - Kate Li
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
| | - Nikos Koundouros
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
- Department of Pharmacology, Weill Cornell Medicine, New York, NY10021
| | - Antonino Montalbano
- New York Genome Center, New York, NY10013
- Department of Biology, New York University, New York, NY10003
| | - Meer Mustafa
- New York Genome Center, New York, NY10013
- Department of Biology, New York University, New York, NY10003
| | - Lewis C. Cantley
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
- Department of Medicine, Weill Cornell Medicine, New York, NY10021
| | - John Blenis
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
- Department of Pharmacology, Weill Cornell Medicine, New York, NY10021
| | - Neville E. Sanjana
- New York Genome Center, New York, NY10013
- Department of Biology, New York University, New York, NY10003
| | - Harold Varmus
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY10021
- Department of Medicine, Weill Cornell Medicine, New York, NY10021
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40
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Cooper S, Obolenski S, Waters AJ, Bassett AR, Coelho MA. Analyzing the functional effects of DNA variants with gene editing. CELL REPORTS METHODS 2024; 4:100776. [PMID: 38744287 PMCID: PMC11133854 DOI: 10.1016/j.crmeth.2024.100776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 03/01/2024] [Accepted: 04/22/2024] [Indexed: 05/16/2024]
Abstract
Continual advancements in genomics have led to an ever-widening disparity between the rate of discovery of genetic variants and our current understanding of their functions and potential roles in disease. Systematic methods for phenotyping DNA variants are required to effectively translate genomics data into improved outcomes for patients with genetic diseases. To make the biggest impact, these approaches must be scalable and accurate, faithfully reflect disease biology, and define complex disease mechanisms. We compare current methods to analyze the function of variants in their endogenous DNA context using genome editing strategies, such as saturation genome editing, base editing and prime editing. We discuss how these technologies can be linked to high-content readouts to gain deep mechanistic insights into variant effects. Finally, we highlight key challenges that need to be addressed to bridge the genotype to phenotype gap, and ultimately improve the diagnosis and treatment of genetic diseases.
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Affiliation(s)
- Sarah Cooper
- Cellular and Gene Editing Research, Wellcome Sanger Institute, Hinxton, UK
| | - Sofia Obolenski
- Experimental Cancer Genetics, Wellcome Sanger Institute, Hinxton, UK; Department of Dermatology, Leiden University Medical Center, Leiden, the Netherlands
| | - Andrew J Waters
- Experimental Cancer Genetics, Wellcome Sanger Institute, Hinxton, UK
| | - Andrew R Bassett
- Cellular and Gene Editing Research, Wellcome Sanger Institute, Hinxton, UK.
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41
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Simwela NV, Johnston L, Pavinski Bitar P, Jaecklein E, Altier C, Sassetti CM, Russell DG. Genome-wide screen of Mycobacterium tuberculosis- infected macrophages identified the GID/CTLH complex as a determinant of intracellular bacterial growth. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.06.592714. [PMID: 38766174 PMCID: PMC11100626 DOI: 10.1101/2024.05.06.592714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2024]
Abstract
The eukaryotic GID/CTLH complex is a highly conserved E3 ubiquitin ligase involved in a broad range of biological processes. However, a role of this complex in host antimicrobial defenses has not been described. We exploited Mycobacterium tuberculosis ( Mtb ) induced cytotoxicity in macrophages in a FACS based CRISPR genetic screen to identify host determinants of intracellular Mtb growth restriction. Our screen identified 5 ( GID8 , YPEL5 , WDR26 , UBE2H , MAEA ) of the 10 predicted members of the GID/CTLH complex as determinants of intracellular growth of both Mtb and Salmonella serovar Typhimurium. We show that the antimicrobial properties of the GID/CTLH complex knockdown macrophages are mediated by enhanced GABAergic signaling, activated AMPK, increased autophagic flux and resistance to cell death. Meanwhile, Mtb isolated from GID/CTLH knockdown macrophages are nutritionally starved and oxidatively stressed. Our study identifies the GID/CTLH complex activity as broadly suppressive of host antimicrobial responses against intracellular bacterial infections. Graphical abstract
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Ni Z, Ahmed N, Nabeel-Shah S, Guo X, Pu S, Song J, Marcon E, Burke G, Tong AH, Chan K, Ha KH, Blencowe B, Moffat J, Greenblatt J. Identifying human pre-mRNA cleavage and polyadenylation factors by genome-wide CRISPR screens using a dual fluorescence readthrough reporter. Nucleic Acids Res 2024; 52:4483-4501. [PMID: 38587191 PMCID: PMC11077057 DOI: 10.1093/nar/gkae240] [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: 09/23/2023] [Revised: 01/29/2024] [Accepted: 04/02/2024] [Indexed: 04/09/2024] Open
Abstract
Messenger RNA precursors (pre-mRNA) generally undergo 3' end processing by cleavage and polyadenylation (CPA), which is specified by a polyadenylation site (PAS) and adjacent RNA sequences and regulated by a large variety of core and auxiliary CPA factors. To date, most of the human CPA factors have been discovered through biochemical and proteomic studies. However, genetic identification of the human CPA factors has been hampered by the lack of a reliable genome-wide screening method. We describe here a dual fluorescence readthrough reporter system with a PAS inserted between two fluorescent reporters. This system enables measurement of the efficiency of 3' end processing in living cells. Using this system in combination with a human genome-wide CRISPR/Cas9 library, we conducted a screen for CPA factors. The screens identified most components of the known core CPA complexes and other known CPA factors. The screens also identified CCNK/CDK12 as a potential core CPA factor, and RPRD1B as a CPA factor that binds RNA and regulates the release of RNA polymerase II at the 3' ends of genes. Thus, this dual fluorescence reporter coupled with CRISPR/Cas9 screens reliably identifies bona fide CPA factors and provides a platform for investigating the requirements for CPA in various contexts.
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Affiliation(s)
- Zuyao Ni
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
| | - Nujhat Ahmed
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5A 1A8, Canada
| | - Syed Nabeel-Shah
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5A 1A8, Canada
| | - Xinghua Guo
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
| | - Shuye Pu
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
| | - Jingwen Song
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
| | - Edyta Marcon
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
| | - Giovanni L Burke
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5A 1A8, Canada
| | - Amy Hin Yan Tong
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5A 1A8, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON Canada
| | - Katherine Chan
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5A 1A8, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON Canada
| | - Kevin C H Ha
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5A 1A8, Canada
| | - Benjamin J Blencowe
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5A 1A8, Canada
| | - Jason Moffat
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5A 1A8, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON Canada
- Institute for Biomaterials and Biomedical Engineering, University of Toronto, Toronto, ON Canada
| | - Jack F Greenblatt
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, ON M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, 1 King's College Circle, Toronto, ON M5A 1A8, Canada
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Amitzi L, Cozma E, Tong AHY, Chan K, Ross C, O'Neil N, Moffat J, Stirling P, Hieter P. Mapping of DDX11 genetic interactions defines sister chromatid cohesion as the major dependency. G3 (BETHESDA, MD.) 2024; 14:jkae052. [PMID: 38478595 PMCID: PMC11075568 DOI: 10.1093/g3journal/jkae052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 03/04/2024] [Indexed: 05/08/2024]
Abstract
DDX11/Chl1R is a conserved DNA helicase with roles in genome maintenance, DNA replication, and chromatid cohesion. Loss of DDX11 in humans leads to the rare cohesinopathy Warsaw breakage syndrome. DDX11 has also been implicated in human cancer where it has been proposed to have an oncogenic role and possibly to constitute a therapeutic target. Given the multiple roles of DDX11 in genome stability and its potential as an anticancer target, we set out to define a complete genetic interaction profile of DDX11 loss in human cell lines. Screening the human genome with clustered regularly interspaced short palindromic repeats (CRISPR) guide RNA drop out screens in DDX11-wildtype (WT) or DDX11-deficient cells revealed a strong enrichment of genes with functions related to sister chromatid cohesion. We confirm synthetic lethal relationships between DDX11 and the tumor suppressor cohesin subunit STAG2, which is frequently mutated in several cancer types and the kinase HASPIN. This screen highlights the importance of cohesion in cells lacking DDX11 and suggests DDX11 may be a therapeutic target for tumors with mutations in STAG2.
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Affiliation(s)
- Leanne Amitzi
- Michael Smith Laboratories, University of British Columbia, 2185 East Mall, Vancouver, British Columbia, V6T 1Z4, Canada
| | - Ecaterina Cozma
- Terry Fox Laboratory, BC Cancer Research Institute, 675 West 10th Avenue, Vancouver, British Columbia, V5Z 1L3, Canada
| | - Amy Hin Yan Tong
- Donnelly Centre, University of Toronto, Toronto, Ontario, M5S 3E1, Canada
| | - Katherine Chan
- Donnelly Centre, University of Toronto, Toronto, Ontario, M5S 3E1, Canada
| | - Catherine Ross
- Donnelly Centre, University of Toronto, Toronto, Ontario, M5S 3E1, Canada
| | - Nigel O'Neil
- Michael Smith Laboratories, University of British Columbia, 2185 East Mall, Vancouver, British Columbia, V6T 1Z4, Canada
| | - Jason Moffat
- Donnelly Centre, University of Toronto, Toronto, Ontario, M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, M5S1A8, Canada
- Institute of Biomedical Engineering, University of Toronto, Toronto, Ontario, M5S3E1, Canada
| | - Peter Stirling
- Terry Fox Laboratory, BC Cancer Research Institute, 675 West 10th Avenue, Vancouver, British Columbia, V5Z 1L3, Canada
| | - Philip Hieter
- Michael Smith Laboratories, University of British Columbia, 2185 East Mall, Vancouver, British Columbia, V6T 1Z4, Canada
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44
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Esmaeili Anvar N, Lin C, Ma X, Wilson LL, Steger R, Sangree AK, Colic M, Wang SH, Doench JG, Hart T. Efficient gene knockout and genetic interaction screening using the in4mer CRISPR/Cas12a multiplex knockout platform. Nat Commun 2024; 15:3577. [PMID: 38678031 PMCID: PMC11055879 DOI: 10.1038/s41467-024-47795-3] [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: 09/22/2023] [Accepted: 04/12/2024] [Indexed: 04/29/2024] Open
Abstract
Genetic interactions mediate the emergence of phenotype from genotype, but technologies for combinatorial genetic perturbation in mammalian cells are challenging to scale. Here, we identify background-independent paralog synthetic lethals from previous CRISPR genetic interaction screens, and find that the Cas12a platform provides superior sensitivity and assay replicability. We develop the in4mer Cas12a platform that uses arrays of four independent guide RNAs targeting the same or different genes. We construct a genome-scale library, Inzolia, that is ~30% smaller than a typical CRISPR/Cas9 library while also targeting ~4000 paralog pairs. Screens in cancer cells demonstrate discrimination of core and context-dependent essential genes similar to that of CRISPR/Cas9 libraries, as well as detection of synthetic lethal and masking/buffering genetic interactions between paralogs of various family sizes. Importantly, the in4mer platform offers a fivefold reduction in library size compared to other genetic interaction methods, substantially reducing the cost and effort required for these assays.
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Affiliation(s)
- Nazanin Esmaeili Anvar
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Graduate School of Biomedical Sciences, The University of Texas MD Anderson Cancer Center UTHealth, Houston, TX, USA
| | - Chenchu Lin
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Xingdi Ma
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Graduate School of Biomedical Sciences, The University of Texas MD Anderson Cancer Center UTHealth, Houston, TX, USA
| | - Lori L Wilson
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Ryan Steger
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Annabel K Sangree
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Medina Colic
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Sidney H Wang
- Center for Human Genetics, The Brown foundation Institute of Molecular Medicine, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - John G Doench
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Traver Hart
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
- Department of Cancer Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
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45
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Kuzmin E, Baker TM, Lesluyes T, Monlong J, Abe KT, Coelho PP, Schwartz M, Del Corpo J, Zou D, Morin G, Pacis A, Yang Y, Martinez C, Barber J, Kuasne H, Li R, Bourgey M, Fortier AM, Davison PG, Omeroglu A, Guiot MC, Morris Q, Kleinman CL, Huang S, Gingras AC, Ragoussis J, Bourque G, Van Loo P, Park M. Evolution of chromosome-arm aberrations in breast cancer through genetic network rewiring. Cell Rep 2024; 43:113988. [PMID: 38517886 PMCID: PMC11063629 DOI: 10.1016/j.celrep.2024.113988] [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: 09/01/2023] [Revised: 02/02/2024] [Accepted: 03/07/2024] [Indexed: 03/24/2024] Open
Abstract
The basal breast cancer subtype is enriched for triple-negative breast cancer (TNBC) and displays consistent large chromosomal deletions. Here, we characterize evolution and maintenance of chromosome 4p (chr4p) loss in basal breast cancer. Analysis of The Cancer Genome Atlas data shows recurrent deletion of chr4p in basal breast cancer. Phylogenetic analysis of a panel of 23 primary tumor/patient-derived xenograft basal breast cancers reveals early evolution of chr4p deletion. Mechanistically we show that chr4p loss is associated with enhanced proliferation. Gene function studies identify an unknown gene, C4orf19, within chr4p, which suppresses proliferation when overexpressed-a member of the PDCD10-GCKIII kinase module we name PGCKA1. Genome-wide pooled overexpression screens using a barcoded library of human open reading frames identify chromosomal regions, including chr4p, that suppress proliferation when overexpressed in a context-dependent manner, implicating network interactions. Together, these results shed light on the early emergence of complex aneuploid karyotypes involving chr4p and adaptive landscapes shaping breast cancer genomes.
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Affiliation(s)
- Elena Kuzmin
- Rosalind and Morris Goodman Cancer Institute, Montreal, QC H3A 1A3, Canada; Department of Biochemistry, McGill University, Montreal, QC H3G 1Y6, Canada.
| | | | | | - Jean Monlong
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada; McGill Genome Centre, Montreal, QC H3A 0G1, Canada
| | - Kento T Abe
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Sinai Health, Toronto, ON M5G 1X5, Canada
| | - Paula P Coelho
- Rosalind and Morris Goodman Cancer Institute, Montreal, QC H3A 1A3, Canada; Department of Biochemistry, McGill University, Montreal, QC H3G 1Y6, Canada
| | - Michael Schwartz
- Rosalind and Morris Goodman Cancer Institute, Montreal, QC H3A 1A3, Canada; Department of Biochemistry, McGill University, Montreal, QC H3G 1Y6, Canada
| | - Joseph Del Corpo
- Department of Biology, Concordia University, Montreal, QC H4B 1R6, Canada
| | - Dongmei Zou
- Rosalind and Morris Goodman Cancer Institute, Montreal, QC H3A 1A3, Canada
| | - Genevieve Morin
- Rosalind and Morris Goodman Cancer Institute, Montreal, QC H3A 1A3, Canada; Department of Biochemistry, McGill University, Montreal, QC H3G 1Y6, Canada
| | - Alain Pacis
- McGill Genome Centre, Montreal, QC H3A 0G1, Canada; Canadian Centre for Computational Genomics (C3G), McGill University, Montreal, QC H3A 0G1, Canada
| | - Yang Yang
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
| | - Constanza Martinez
- Rosalind and Morris Goodman Cancer Institute, Montreal, QC H3A 1A3, Canada; Department of Pathology, McGill University, Montreal, QC H3A 2B4, Canada; Gerald Bronfman Department of Oncology, McGill University, Montreal, QC H4A 3T2, Canada
| | - Jarrett Barber
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Vector Institute, Toronto, ON M5G 1M1, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada; Computational and Systems Biology, Sloan Kettering Institute, New York City, NY 10065, USA
| | - Hellen Kuasne
- Rosalind and Morris Goodman Cancer Institute, Montreal, QC H3A 1A3, Canada
| | - Rui Li
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada; McGill Genome Centre, Montreal, QC H3A 0G1, Canada
| | - Mathieu Bourgey
- McGill Genome Centre, Montreal, QC H3A 0G1, Canada; Canadian Centre for Computational Genomics (C3G), McGill University, Montreal, QC H3A 0G1, Canada
| | - Anne-Marie Fortier
- Rosalind and Morris Goodman Cancer Institute, Montreal, QC H3A 1A3, Canada
| | - Peter G Davison
- Department of Surgery, McGill University, Montreal, QC H3G 1A4, Canada; McGill University Health Centre, Montreal, QC H4A 3J1, Canada
| | - Atilla Omeroglu
- Department of Pathology, McGill University, Montreal, QC H3A 2B4, Canada
| | | | - Quaid Morris
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Vector Institute, Toronto, ON M5G 1M1, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada; Computational and Systems Biology, Sloan Kettering Institute, New York City, NY 10065, USA; Gerstner Sloan Kettering Graduate School of Biomedical Sciences, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Claudia L Kleinman
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada; Lady Davis Institute for Medical Research, Montreal, QC H3T 1E2, Canada
| | - Sidong Huang
- Rosalind and Morris Goodman Cancer Institute, Montreal, QC H3A 1A3, Canada; Department of Biochemistry, McGill University, Montreal, QC H3G 1Y6, Canada; Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
| | - Anne-Claude Gingras
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada; Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Sinai Health, Toronto, ON M5G 1X5, Canada
| | - Jiannis Ragoussis
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada; McGill Genome Centre, Montreal, QC H3A 0G1, Canada
| | - Guillaume Bourque
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada; McGill Genome Centre, Montreal, QC H3A 0G1, Canada; Canadian Centre for Computational Genomics (C3G), McGill University, Montreal, QC H3A 0G1, Canada
| | - Peter Van Loo
- The Francis Crick Institute, NW1 1AT London, UK; Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Morag Park
- Rosalind and Morris Goodman Cancer Institute, Montreal, QC H3A 1A3, Canada; Department of Biochemistry, McGill University, Montreal, QC H3G 1Y6, Canada; Gerald Bronfman Department of Oncology, McGill University, Montreal, QC H4A 3T2, Canada.
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46
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Cho T, Hoeg L, Setiaputra D, Durocher D. NFATC2IP is a mediator of SUMO-dependent genome integrity. Genes Dev 2024; 38:233-252. [PMID: 38503515 PMCID: PMC11065178 DOI: 10.1101/gad.350914.123] [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: 07/05/2023] [Accepted: 03/04/2024] [Indexed: 03/21/2024]
Abstract
The post-translational modification of proteins by SUMO is crucial for cellular viability and mammalian development in part due to the contribution of SUMOylation to genome duplication and repair. To investigate the mechanisms underpinning the essential function of SUMO, we undertook a genome-scale CRISPR/Cas9 screen probing the response to SUMOylation inhibition. This effort identified 130 genes whose disruption reduces or enhances the toxicity of TAK-981, a clinical-stage inhibitor of the SUMO E1-activating enzyme. Among the strongest hits, we validated and characterized NFATC2IP, an evolutionarily conserved protein related to the fungal Esc2 and Rad60 proteins that harbors tandem SUMO-like domains. Cells lacking NFATC2IP are viable but are hypersensitive to SUMO E1 inhibition, likely due to the accumulation of mitotic chromosome bridges and micronuclei. NFATC2IP primarily acts in interphase and associates with nascent DNA, suggesting a role in the postreplicative resolution of replication or recombination intermediates. Mechanistically, NFATC2IP interacts with the SMC5/6 complex and UBC9, the SUMO E2, via its first and second SUMO-like domains, respectively. AlphaFold-Multimer modeling suggests that NFATC2IP positions and activates the UBC9-NSMCE2 complex, the SUMO E3 ligase associated with SMC5/SMC6. We conclude that NFATC2IP is a key mediator of SUMO-dependent genomic integrity that collaborates with the SMC5/6 complex.
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Affiliation(s)
- Tiffany Cho
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario M5S 1A8, Canada
| | - Lisa Hoeg
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario M5G 1X5, Canada
| | - Dheva Setiaputra
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario M5G 1X5, Canada
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Daniel Durocher
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario M5G 1X5, Canada;
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario M5S 1A8, Canada
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47
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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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48
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Yin L, Hu X, Pei G, Tang M, Zhou Y, Zhang H, Huang M, Li S, Zhang J, Citu C, Zhao Z, Debeb BG, Feng X, Chen J. Genome-wide CRISPR screen reveals the synthetic lethality between BCL2L1 inhibition and radiotherapy. Life Sci Alliance 2024; 7:e202302353. [PMID: 38316463 PMCID: PMC10844523 DOI: 10.26508/lsa.202302353] [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: 01/21/2024] [Accepted: 01/22/2024] [Indexed: 02/07/2024] Open
Abstract
Radiation therapy (RT) is one of the most commonly used anticancer therapies. However, the landscape of cellular response to irradiation, especially to a single high-dose irradiation, remains largely unknown. In this study, we performed a whole-genome CRISPR loss-of-function screen and revealed temporal inherent and acquired responses to RT. Specifically, we found that loss of the IL1R1 pathway led to cellular resistance to RT. This is in part because of the involvement of radiation-induced IL1R1-dependent transcriptional regulation, which relies on the NF-κB pathway. Moreover, the mitochondrial anti-apoptotic pathway, particularly the BCL2L1 gene, is crucially important for cell survival after radiation. BCL2L1 inhibition combined with RT dramatically impeded tumor growth in several breast cancer cell lines and syngeneic models. Taken together, our results suggest that the combination of an apoptosis inhibitor such as a BCL2L1 inhibitor with RT may represent a promising anticancer strategy for solid cancers including breast cancer.
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Affiliation(s)
- Ling Yin
- https://ror.org/04twxam07 Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Xiaoding Hu
- https://ror.org/04twxam07 Department of Breast Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- https://ror.org/04twxam07 Morgan Welch Inflammatory Breast Cancer Clinic and Research Program, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Guangsheng Pei
- Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
- Center for Precision Health, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Mengfan Tang
- https://ror.org/04twxam07 Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - You Zhou
- https://ror.org/04twxam07 Department of Pediatrics Research, Division of Pediatrics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Huimin Zhang
- https://ror.org/04twxam07 Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Min Huang
- https://ror.org/04twxam07 Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Siting Li
- https://ror.org/04twxam07 Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Jie Zhang
- https://ror.org/04twxam07 Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Citu Citu
- Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
- Center for Precision Health, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Zhongming Zhao
- Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
- Center for Precision Health, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Bisrat G Debeb
- https://ror.org/04twxam07 Department of Breast Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- https://ror.org/04twxam07 Morgan Welch Inflammatory Breast Cancer Clinic and Research Program, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Xu Feng
- https://ror.org/04twxam07 Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Pancreas Center, First Affiliated Hospital of Nanjing Medical University, Nanjing, China
- Pancreas Institute, Nanjing Medical University, Nanjing, China
| | - Junjie Chen
- https://ror.org/04twxam07 Department of Experimental Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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49
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Kumarasamy V, Wang J, Frangou C, Wan Y, Dynka A, Rosenheck H, Dey P, Abel EV, Knudsen ES, Witkiewicz AK. The Extracellular Niche and Tumor Microenvironment Enhance KRAS Inhibitor Efficacy in Pancreatic Cancer. Cancer Res 2024; 84:1115-1132. [PMID: 38294344 PMCID: PMC10982648 DOI: 10.1158/0008-5472.can-23-2504] [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: 08/20/2023] [Revised: 11/28/2023] [Accepted: 01/25/2024] [Indexed: 02/01/2024]
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is an aggressive disease that lacks effective treatment options, highlighting the need for developing new therapeutic interventions. Here, we assessed the response to pharmacologic inhibition of KRAS, the central oncogenic driver of PDAC. In a panel of PDAC cell lines, inhibition of KRASG12D with MRTX1133 yielded variable efficacy in suppressing cell growth and downstream gene expression programs in 2D cultures. On the basis of CRISPR-Cas9 loss-of-function screens, ITGB1 was identified as a target to enhance the therapeutic response to MRTX1133 by regulating mechanotransduction signaling and YAP/TAZ expression, which was confirmed by gene-specific knockdown and combinatorial drug synergy. Interestingly, MRTX1133 was considerably more efficacious in 3D cell cultures. Moreover, MRTX1133 elicited a pronounced cytostatic effect in vivo and controlled tumor growth in PDAC patient-derived xenografts. In syngeneic models, KRASG12D inhibition led to tumor regression that did not occur in immune-deficient hosts. Digital spatial profiling on tumor tissues indicated that MRTX1133-mediated KRAS inhibition enhanced IFNγ signaling and induced antigen presentation that modulated the tumor microenvironment. Further investigation of the immunologic response using single-cell sequencing and multispectral imaging revealed that tumor regression was associated with suppression of neutrophils and influx of effector CD8+ T cells. Together, these findings demonstrate that both tumor cell-intrinsic and -extrinsic events contribute to response to MRTX1133 and credential KRASG12D inhibition as a promising therapeutic strategy for a large percentage of patients with PDAC. SIGNIFICANCE Pharmacologic inhibition of KRAS elicits varied responses in pancreatic cancer 2D cell lines, 3D organoid cultures, and xenografts, underscoring the importance of mechanotransduction and the tumor microenvironment in regulating therapeutic responses.
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Affiliation(s)
- Vishnu Kumarasamy
- Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Jianxin Wang
- Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Costakis Frangou
- Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Yin Wan
- Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Andrew Dynka
- Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Hanna Rosenheck
- Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Prasenjit Dey
- Department of Immunology, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Ethan V. Abel
- Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Erik S. Knudsen
- Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Agnieszka K. Witkiewicz
- Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, New York
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50
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Montero JJ, Trozzo R, Sugden M, Öllinger R, Belka A, Zhigalova E, Waetzig P, Engleitner T, Schmidt-Supprian M, Saur D, Rad R. Genome-scale pan-cancer interrogation of lncRNA dependencies using CasRx. Nat Methods 2024; 21:584-596. [PMID: 38409225 PMCID: PMC11009108 DOI: 10.1038/s41592-024-02190-0] [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: 03/06/2023] [Accepted: 01/19/2024] [Indexed: 02/28/2024]
Abstract
Although long noncoding RNAs (lncRNAs) dominate the transcriptome, their functions are largely unexplored. The extensive overlap of lncRNAs with coding and regulatory sequences restricts their systematic interrogation by DNA-directed perturbation. Here we developed genome-scale lncRNA transcriptome screening using Cas13d/CasRx. We show that RNA targeting overcomes limitations inherent to other screening methods, thereby considerably expanding the explorable space of the lncRNAome. By evolving the screening system toward pan-cancer applicability, it supports molecular and phenotypic data integration to contextualize screening hits or infer lncRNA function. We thereby addressed challenges posed by the enormous transcriptome size and tissue specificity through a size-reduced multiplexed gRNA library termed Albarossa, targeting 24,171 lncRNA genes. Its rational design incorporates target prioritization based on expression, evolutionary conservation and tissue specificity, thereby reconciling high discovery power and pan-cancer representation with scalable experimental throughput. Applied across entities, the screening platform identified numerous context-specific and common essential lncRNAs. Our work sets the stage for systematic exploration of lncRNA biology in health and disease.
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Affiliation(s)
- Juan J Montero
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technische Universität München, Munich, Germany.
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technische Universität München, Munich, Germany.
| | - Riccardo Trozzo
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technische Universität München, Munich, Germany
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technische Universität München, Munich, Germany
| | - Maya Sugden
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technische Universität München, Munich, Germany
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technische Universität München, Munich, Germany
| | - Rupert Öllinger
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technische Universität München, Munich, Germany
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technische Universität München, Munich, Germany
| | - Alexander Belka
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technische Universität München, Munich, Germany
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technische Universität München, Munich, Germany
| | - Ekaterina Zhigalova
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technische Universität München, Munich, Germany
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technische Universität München, Munich, Germany
| | - Paul Waetzig
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technische Universität München, Munich, Germany
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technische Universität München, Munich, Germany
| | - Thomas Engleitner
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technische Universität München, Munich, Germany
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technische Universität München, Munich, Germany
| | - Marc Schmidt-Supprian
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technische Universität München, Munich, Germany
- German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Institute of Experimental Hematology, School of Medicine, Technical University of Munich, Munich, Germany
| | - Dieter Saur
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technische Universität München, Munich, Germany
- German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Medicine II, Klinikum rechts der Isar, School of Medicine, Technische Universität München, Munich, Germany
- Institute for Experimental Cancer Therapy, School of Medicine, Technische Universität München, Munich, Germany
| | - Roland Rad
- Institute of Molecular Oncology and Functional Genomics, School of Medicine, Technische Universität München, Munich, Germany.
- Center for Translational Cancer Research (TranslaTUM), School of Medicine, Technische Universität München, Munich, Germany.
- German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany.
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