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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] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [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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Kyrousi C, O’Neill AC, Brazovskaja A, He Z, Kielkowski P, Coquand L, Di Giaimo R, D’ Andrea P, Belka A, Forero Echeverry A, Mei D, Lenge M, Cruceanu C, Buchsbaum IY, Khattak S, Fabien G, Binder E, Elmslie F, Guerrini R, Baffet AD, Sieber SA, Treutlein B, Robertson SP, Cappello S. Extracellular LGALS3BP regulates neural progenitor position and relates to human cortical complexity. Nat Commun 2021; 12:6298. [PMID: 34728600 PMCID: PMC8564519 DOI: 10.1038/s41467-021-26447-w] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Accepted: 09/26/2021] [Indexed: 12/15/2022] Open
Abstract
Basal progenitors (BPs), including intermediate progenitors and basal radial glia, are generated from apical radial glia and are enriched in gyrencephalic species like humans, contributing to neuronal expansion. Shortly after generation, BPs delaminate towards the subventricular zone, where they further proliferate before differentiation. Gene expression alterations involved in BP delamination and function in humans are poorly understood. Here, we study the role of LGALS3BP, so far known as a cancer biomarker, which is a secreted protein enriched in human neural progenitors (NPCs). We show that individuals with LGALS3BP de novo variants exhibit altered local gyrification, sulcal depth, surface area and thickness in their cortex. Additionally, using cerebral organoids, human fetal tissues and mice, we show that LGALS3BP regulates the position of NPCs. Single-cell RNA-sequencing and proteomics reveal that LGALS3BP-mediated mechanisms involve the extracellular matrix in NPCs' anchoring and migration within the human brain. We propose that its temporal expression influences NPCs' delamination, corticogenesis and gyrification extrinsically.
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Affiliation(s)
- Christina Kyrousi
- grid.419548.50000 0000 9497 5095Max Planck Institute of Psychiatry, 80804 Munich, Germany ,grid.5216.00000 0001 2155 0800Present Address: First Department of Psychiatry, Medical School, National and Kapodistrian University of Athens, Greece and University Mental Health, Neurosciences and Precision Medicine Research Institute “Costas Stefanis”, Athens, Greece
| | - Adam C. O’Neill
- grid.29980.3a0000 0004 1936 7830Department of Women’s and Children’s Health, University of Otago, 9054 Dunedin, New Zealand
| | - Agnieska Brazovskaja
- grid.419518.00000 0001 2159 1813Max Planck Institute for Evolutionary Anthropology, 04103 Leipzig, Germany
| | - Zhisong He
- grid.419518.00000 0001 2159 1813Max Planck Institute for Evolutionary Anthropology, 04103 Leipzig, Germany ,grid.5801.c0000 0001 2156 2780ETH Zurich, Department of Biosystems Science and Engineering, 4058 Basel, Switzerland
| | - Pavel Kielkowski
- grid.6936.a0000000123222966Department of Chemistry, Chair of Organic Chemistry II, Center for Integrated Protein Science (CIPSM), Technische Universität München, Garching, Germany ,grid.5252.00000 0004 1936 973XPresent Address: Department Chemie Ludwig-Maximilians-Universität München Butenandtstr. 5-13, 81377 München, Germany
| | - Laure Coquand
- grid.4444.00000 0001 2112 9282Institut Curie, PSL Research University, CNRS, UMR 144, 26 rue d’Ulm, F-75005 Paris, France
| | - Rossella Di Giaimo
- grid.419548.50000 0000 9497 5095Max Planck Institute of Psychiatry, 80804 Munich, Germany ,grid.4691.a0000 0001 0790 385XDepartment of Biology, University of Naples Federico II, 80126 Naples, Italy
| | - Pierpaolo D’ Andrea
- grid.419548.50000 0000 9497 5095Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Alexander Belka
- grid.419548.50000 0000 9497 5095Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | | | - Davide Mei
- grid.413181.e0000 0004 1757 8562Neuroscience Department, Children’s Hospital A. Meyer-University of Florence, 50139 Florence, Italy
| | - Matteo Lenge
- grid.413181.e0000 0004 1757 8562Neuroscience Department, Children’s Hospital A. Meyer-University of Florence, 50139 Florence, Italy
| | - Cristiana Cruceanu
- grid.419548.50000 0000 9497 5095Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Isabel Y. Buchsbaum
- grid.419548.50000 0000 9497 5095Max Planck Institute of Psychiatry, 80804 Munich, Germany ,grid.5252.00000 0004 1936 973XGraduate School of Systemic Neurosciences, Ludwig-Maximilians-University, 82152 Munich Planegg, Germany
| | - Shahryar Khattak
- grid.4488.00000 0001 2111 7257DFG-Research Center and Cluster of Excellence for Regenerative Therapies (CRTD), School of Medicine, Technical University Dresden, 01307 Dresden, Germany ,grid.4912.e0000 0004 0488 7120Present Address: Royal College of Surgeons Ireland (RCSI) in Bahrain, Adliya, Kingdom of Bahrain
| | - Guimiot Fabien
- grid.50550.350000 0001 2175 4109Unité de Foetopathologie, Assistance Publique-Hôpitaux de Paris, CHU Robert Debré, F-75019 Paris, France
| | - Elisabeth Binder
- grid.419548.50000 0000 9497 5095Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, 80804 Munich, Germany
| | - Frances Elmslie
- grid.4464.20000 0001 2161 2573South West Thames Regional Genetics Service, St George’s, University of London, London, SW17 0RE UK
| | - Renzo Guerrini
- grid.413181.e0000 0004 1757 8562Neuroscience Department, Children’s Hospital A. Meyer-University of Florence, 50139 Florence, Italy
| | - Alexandre D. Baffet
- grid.4444.00000 0001 2112 9282Institut Curie, PSL Research University, CNRS, UMR 144, 26 rue d’Ulm, F-75005 Paris, France
| | - Stephan A. Sieber
- grid.6936.a0000000123222966Department of Chemistry, Chair of Organic Chemistry II, Center for Integrated Protein Science (CIPSM), Technische Universität München, Garching, Germany
| | - Barbara Treutlein
- grid.419518.00000 0001 2159 1813Max Planck Institute for Evolutionary Anthropology, 04103 Leipzig, Germany ,grid.5801.c0000 0001 2156 2780ETH Zurich, Department of Biosystems Science and Engineering, 4058 Basel, Switzerland
| | - Stephen P. Robertson
- grid.29980.3a0000 0004 1936 7830Department of Women’s and Children’s Health, University of Otago, 9054 Dunedin, New Zealand
| | - Silvia Cappello
- grid.419548.50000 0000 9497 5095Max Planck Institute of Psychiatry, 80804 Munich, Germany
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