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Koch P, Zhang Z, Genuth NR, Susanto TT, Haimann M, Khmelinskaia A, Byeon GW, Dey S, Barna M, Leppek K. A versatile toolbox for determining IRES activity in cells and embryonic tissues. EMBO J 2025; 44:2695-2724. [PMID: 40082722 PMCID: PMC12048685 DOI: 10.1038/s44318-025-00404-5] [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: 05/26/2024] [Revised: 01/26/2025] [Accepted: 02/18/2025] [Indexed: 03/16/2025] Open
Abstract
Widespread control of gene expression through translation has emerged as a key level of spatiotemporal regulation of protein expression. A prominent mechanism by which ribosomes can confer gene regulation is via internal ribosomal entry sites (IRESes), whose functions have however, remained difficult to rigorously characterize. Here we present a set of technologies in embryos and cells, including IRES-mediated translation of circular RNA (circRNA) reporters, single-molecule messenger (m)RNA isoform imaging, PacBio long-read sequencing, and isoform-sensitive mRNA quantification along polysome profiles as a new toolbox for understanding IRES regulation. Using these techniques, we investigate a broad range of cellular IRES RNA elements including Hox IRESes. We show IRES-dependent translation in circRNAs, as well as the relative expression, localization, and translation of an IRES-containing mRNA isoform in specific embryonic tissues. We thereby provide a new resource of technologies to elucidate the roles of versatile IRES elements in gene regulation and embryonic development.
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Affiliation(s)
- Philipp Koch
- Institute of Clinical Chemistry and Clinical Pharmacology, Biomedical Center II (BMZ II), Venusberg-Campus 1, University Hospital Bonn, University of Bonn, Bonn, 53127, Germany
| | - Zijian Zhang
- Department of Genetics, Stanford University, Stanford, CA, 94305, USA
| | - Naomi R Genuth
- Department of Genetics, Stanford University, Stanford, CA, 94305, USA
- Department of Molecular and Cell Biology, Howard Hughes Medical Institute, University of California, Berkeley, Berkeley, CA, 94720, USA
| | - Teodorus Theo Susanto
- Department of Genetics, Stanford University, Stanford, CA, 94305, USA
- Epigenetic and Epitranscriptomic Systems, Genome Institute of Singapore, A*STAR, Singapore, 138672, Singapore
| | - Martin Haimann
- Institute of Clinical Chemistry and Clinical Pharmacology, Biomedical Center II (BMZ II), Venusberg-Campus 1, University Hospital Bonn, University of Bonn, Bonn, 53127, Germany
| | - Alena Khmelinskaia
- Transdisciplinary Research Area "Building Blocks of Matter and Fundamental Interactions", University of Bonn, Bonn, 53113, Germany
- Life and Medical Sciences Institute, University of Bonn, Bonn, 53121, Germany
- Department of Chemistry, Ludwig-Maximilians-Universität München, München, 81377, Germany
| | - Gun Woo Byeon
- Department of Genetics, Stanford University, Stanford, CA, 94305, USA
- Department of Electrical and Computer Engineering, University of Washington, Seattle, WA, 98195, USA
| | - Saurabh Dey
- Institute of Clinical Chemistry and Clinical Pharmacology, Biomedical Center II (BMZ II), Venusberg-Campus 1, University Hospital Bonn, University of Bonn, Bonn, 53127, Germany
| | - Maria Barna
- Department of Genetics, Stanford University, Stanford, CA, 94305, USA.
| | - Kathrin Leppek
- Institute of Clinical Chemistry and Clinical Pharmacology, Biomedical Center II (BMZ II), Venusberg-Campus 1, University Hospital Bonn, University of Bonn, Bonn, 53127, Germany.
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Liu X, Wang S, Sun Y, Liao Y, Jiang G, Sun BY, Yu J, Zhao D. Unlocking the potential of circular RNA vaccines: a bioinformatics and computational biology perspective. EBioMedicine 2025; 114:105638. [PMID: 40112741 PMCID: PMC11979485 DOI: 10.1016/j.ebiom.2025.105638] [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: 10/22/2024] [Revised: 02/23/2025] [Accepted: 02/24/2025] [Indexed: 03/22/2025] Open
Abstract
Bioinformatics has significantly advanced RNA-based therapeutics, particularly circular RNAs (circRNAs), which outperform mRNA vaccines, by offering superior stability, sustained expression, and enhanced immunogenicity due to their covalently closed structure. This review highlights how bioinformatics and computational biology optimise circRNA vaccine design, elucidates internal ribosome entry sites (IRES) selection, open reading frame (ORF) optimisation, codon usage, RNA secondary structure prediction, and delivery system development. While circRNA vaccines may not always surpass traditional vaccines in stability, their production efficiency and therapeutic efficacy can be enhanced through computational strategies. The discussion also addresses challenges and future prospects, emphasizing the need for innovative solutions to overcome current limitations and advance circRNA vaccine applications.
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Affiliation(s)
- Xuyuan Liu
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China
| | - Siqi Wang
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China
| | - Yunan Sun
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China
| | - Yunxi Liao
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China
| | - Guangzhen Jiang
- Division of Life Sciences and Medicine, School of Life Sciences, University of Science and Technology of China, Hefei, Anhui 230027, China; Guangzhou National Laboratory, Bio-Island, Guangzhou, Guangdong 510005, China
| | - Bryan-Yu Sun
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China
| | - Jingyou Yu
- Guangzhou National Laboratory, Bio-Island, Guangzhou, Guangdong 510005, China; State Key Laboratory of Respiratory Disease, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, Guangdong, China.
| | - Dongyu Zhao
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China.
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3
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Beavan AJS, Thuburn V, Fatkhullin B, Cunningham J, Hopes TS, Dimascio E, Chan T, Zhao N, Norris K, Chau C, Vasconcelos EJR, Wood A, Whitehouse A, Actis P, Davies B, Fontana J, O'Connell MJ, Thomson E, Aspden JL. Specialized ribosomes: integrating new insights and current challenges. Philos Trans R Soc Lond B Biol Sci 2025; 380:20230377. [PMID: 40045788 PMCID: PMC11883436 DOI: 10.1098/rstb.2023.0377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Revised: 11/25/2024] [Accepted: 12/11/2024] [Indexed: 03/09/2025] Open
Abstract
Variation in the composition of different ribosomes, termed ribosome heterogeneity, is a now well established phenomenon. However, the functional implications of this heterogeneity on the regulation of protein synthesis are only now beginning to be revealed. While there are numerous examples of heterogeneous ribosomes, there are comparatively few bona fide specialized ribosomes described. Specialization requires that compositionally distinct ribosomes, through their subtly altered structure, have a functional consequence to the translational output. Even for those examples of ribosome specialization that have been characterized, the precise mechanistic details of how changes in protein and rRNA composition enable the ribosome to regulate translation are still missing. Here, we suggest looking at the evolution of specialization across the tree of life may help reveal central principles of translation regulation. We consider functional and structural studies that have provided insight into the potential mechanisms through which ribosome heterogeneity could affect translation, including through mRNA and open reading frame selectivity, elongation dynamics and post-translational folding. Further, we highlight some of the challenges that must be addressed to show specialization and review the contribution of various models. Several studies are discussed, including recent studies that show how structural insight is starting to shed light on the molecular details of specialization. Finally, we discuss the future of ribosome specialization studies, where advances in technology will likely enable the next wave of research questions. Recent work has helped provide a more comprehensive understanding of how ribosome heterogeneity affects translational control.This article is part of the discussion meeting issue 'Ribosome diversity and its impact on protein synthesis, development and disease'.
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Affiliation(s)
- Alan J. S. Beavan
- Computational and Molecular Evolutionary Biology Group, School of Life Sciences, Faculty of Medicine and Health Sciences, University of NottinghamNG7 2RD, UK
| | - Veronica Thuburn
- School of Biosciences, Faculty of Science, University of Sheffield, SheffieldS10 2TN, UK
| | - Bulat Fatkhullin
- Faculty of Biological Sciences, University of Leeds, LeedsLS2 9JT, UK
- Astbury Centre for Structural Molecular Biology, University of Leeds, LeedsLS2 9JT, UK
| | - Joanne Cunningham
- School of Biosciences, Faculty of Science, University of Sheffield, SheffieldS10 2TN, UK
| | - Tayah S. Hopes
- Faculty of Biological Sciences, University of Leeds, LeedsLS2 9JT, UK
- Astbury Centre for Structural Molecular Biology, University of Leeds, LeedsLS2 9JT, UK
- LeedsOmics, University of Leeds, LeedsLS2 9JT, UK
| | - Ella Dimascio
- Faculty of Biological Sciences, University of Leeds, LeedsLS2 9JT, UK
| | - Tessa Chan
- School of Biosciences, Faculty of Science, University of Sheffield, SheffieldS10 2TN, UK
| | - Nan Zhao
- Faculty of Biological Sciences, University of Leeds, LeedsLS2 9JT, UK
- Astbury Centre for Structural Molecular Biology, University of Leeds, LeedsLS2 9JT, UK
- LeedsOmics, University of Leeds, LeedsLS2 9JT, UK
| | - Karl Norris
- Faculty of Biological Sciences, University of Leeds, LeedsLS2 9JT, UK
- Astbury Centre for Structural Molecular Biology, University of Leeds, LeedsLS2 9JT, UK
- LeedsOmics, University of Leeds, LeedsLS2 9JT, UK
| | - Chalmers Chau
- School of Electronic and Electrical Engineering, University of Leeds, LeedsLS2 9JT, UK
- Bragg Centre for Materials Research, University of Leeds, LeedsLS2 9JT, UK
| | | | - Alison Wood
- School of Biosciences, Faculty of Science, University of Sheffield, SheffieldS10 2TN, UK
| | - Adrian Whitehouse
- Faculty of Biological Sciences, University of Leeds, LeedsLS2 9JT, UK
- Astbury Centre for Structural Molecular Biology, University of Leeds, LeedsLS2 9JT, UK
- LeedsOmics, University of Leeds, LeedsLS2 9JT, UK
| | - Paolo Actis
- LeedsOmics, University of Leeds, LeedsLS2 9JT, UK
- School of Electronic and Electrical Engineering, University of Leeds, LeedsLS2 9JT, UK
- Bragg Centre for Materials Research, University of Leeds, LeedsLS2 9JT, UK
| | - Brendan Davies
- Faculty of Biological Sciences, University of Leeds, LeedsLS2 9JT, UK
| | - Juan Fontana
- Faculty of Biological Sciences, University of Leeds, LeedsLS2 9JT, UK
- Astbury Centre for Structural Molecular Biology, University of Leeds, LeedsLS2 9JT, UK
| | - Mary J. O'Connell
- Computational and Molecular Evolutionary Biology Group, School of Life Sciences, Faculty of Medicine and Health Sciences, University of NottinghamNG7 2RD, UK
| | - Emma Thomson
- School of Biosciences, Faculty of Science, University of Sheffield, SheffieldS10 2TN, UK
| | - Julie L. Aspden
- Faculty of Biological Sciences, University of Leeds, LeedsLS2 9JT, UK
- Astbury Centre for Structural Molecular Biology, University of Leeds, LeedsLS2 9JT, UK
- LeedsOmics, University of Leeds, LeedsLS2 9JT, UK
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Loughran G, Andreev DE, Terenin IM, Namy O, Mikl M, Yordanova MM, McManus CJ, Firth AE, Atkins JF, Fraser CS, Ignatova Z, Iwasaki S, Kufel J, Larsson O, Leidel SA, Mankin AS, Mariotti M, Tanenbaum ME, Topisirovic I, Vázquez-Laslop N, Viero G, Caliskan N, Chen Y, Clark PL, Dinman JD, Farabaugh PJ, Gilbert WV, Ivanov P, Kieft JS, Mühlemann O, Sachs MS, Shatsky IN, Sonenberg N, Steckelberg AL, Willis AE, Woodside MT, Valasek LS, Dmitriev SE, Baranov PV. Guidelines for minimal reporting requirements, design and interpretation of experiments involving the use of eukaryotic dual gene expression reporters (MINDR). Nat Struct Mol Biol 2025; 32:418-430. [PMID: 40033152 DOI: 10.1038/s41594-025-01492-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Accepted: 01/20/2025] [Indexed: 03/05/2025]
Abstract
Dual reporters encoding two distinct proteins within the same mRNA have had a crucial role in identifying and characterizing unconventional mechanisms of eukaryotic translation. These mechanisms include initiation via internal ribosomal entry sites (IRESs), ribosomal frameshifting, stop codon readthrough and reinitiation. This design enables the expression of one reporter to be influenced by the specific mechanism under investigation, while the other reporter serves as an internal control. However, challenges arise when intervening test sequences are placed between these two reporters. Such sequences can inadvertently impact the expression or function of either reporter, independent of translation-related changes, potentially biasing the results. These effects may occur due to cryptic regulatory elements inducing or affecting transcription initiation, splicing, polyadenylation and antisense transcription as well as unpredictable effects of the translated test sequences on the stability and activity of the reporters. Unfortunately, these unintended effects may lead to misinterpretation of data and the publication of incorrect conclusions in the scientific literature. To address this issue and to assist the scientific community in accurately interpreting dual-reporter experiments, we have developed comprehensive guidelines. These guidelines cover experimental design, interpretation and the minimal requirements for reporting results. They are designed to aid researchers conducting these experiments as well as reviewers, editors and other investigators who seek to evaluate published data.
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Affiliation(s)
- Gary Loughran
- School of Biochemistry and Cell Biology, University College Cork, Cork, Ireland.
- EIRNA Bio, Bioinnovation Hub, Cork, Ireland.
| | - Dmitry E Andreev
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow, Russia
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, RAS, Moscow, Russia
| | - Ilya M Terenin
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow, Russia
| | - Olivier Namy
- Institute for Integrative Biology of the Cell, CEA, Université Paris-Saclay, CNRS, Gif-sur-Yvette, France
| | - Martin Mikl
- Department of Human Biology, University of Haifa, Haifa, Israel
| | - Martina M Yordanova
- School of Biochemistry and Cell Biology, University College Cork, Cork, Ireland
| | - C Joel McManus
- Department of Biological Sciences, Carnegie Mellon University, Pittsburgh, PA, USA
| | - Andrew E Firth
- Division of Virology, Department of Pathology, Addenbrookes Hospital, University of Cambridge, Cambridge, UK
| | - John F Atkins
- School of Biochemistry and Cell Biology, University College Cork, Cork, Ireland
| | - Christopher S Fraser
- Department of Molecular and Cellular Biology, College of Biological Sciences, University of California, Davis, Davis, CA, USA
| | - Zoya Ignatova
- Institute of Biochemistry and Molecular Biology, University of Hamburg, Hamburg, Germany
| | - Shintaro Iwasaki
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, the University of Tokyo, Kashiwa, Japan
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Japan
| | - Joanna Kufel
- Institute of Genetics and Biotechnology, Faculty of Biology, University of Warsaw, Warsaw, Poland
| | - Ola Larsson
- Department of Oncology-Pathology, Science for Life Laboratory, Karolinska Institute, Stockholm, Sweden
| | - Sebastian A Leidel
- Department of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Bern, Switzerland
| | - Alexander S Mankin
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Illinois Chicago, Chicago, IL, USA
- Center for Biomolecular Sciences, University of Illinois Chicago, Chicago, IL, USA
| | - Marco Mariotti
- Departament de Genètica, Microbiologia i Estadística, Facultat de Biologia, Universitat de Barcelona, Barcelona, Spain
| | - Marvin E Tanenbaum
- Oncode Institute, Hubrecht Institute-KNAW and University Medical Center Utrecht, Utrecht, the Netherlands
- Department of Bionanoscience, Delft University of Technology, Delft, the Netherlands
| | - Ivan Topisirovic
- Lady Davis Institute, McGill University, Montréal, Quebec, Canada
- Gerald Bronfman Department of Oncology, McGill University, Montréal, Quebec, Canada
- Department of Biochemistry, McGill University, Montréal, Quebec, Canada
- Division of Experimental Medicine, McGill University, Montréal, Quebec, Canada
| | - Nora Vázquez-Laslop
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Illinois Chicago, Chicago, IL, USA
| | - Gabriela Viero
- Institute of Biophysics, National Research Council (CNR) Unit, Povo, Italy
| | - Neva Caliskan
- Helmholtz Institute for RNA-based Infection Research, Helmholtz Centre for Infection Research (HZI), Würzburg, Germany
- Faculty of Biology and Preclinical Medicine, University of Regensburg, Regensburg, Germany
| | - Yiwen Chen
- Department of Bioinformatics and Computational Biology, Division of Quantitative Sciences, the University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Patricia L Clark
- Department of Chemistry and Biochemistry, University of Notre Dame, Notre Dame, IN, USA
| | - Jonathan D Dinman
- Department of Cell Biology and Molecular Genetics, University of Maryland, College Park, MD, USA
- Institute for Bioscience & Biotechnology Research, Rockville, MD, USA
| | - Philip J Farabaugh
- Department of Biological Sciences, University of Maryland Baltimore County, Baltimore, MD, USA
| | - Wendy V Gilbert
- Department of Molecular Biophysics and Biochemistry, Yale School of Medicine, New Haven, CT, USA
| | - Pavel Ivanov
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Jeffrey S Kieft
- Department of Biochemistry and Molecular Genetics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- RNA Bioscience Initiative, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- New York Structural Biology Center, New York, NY, USA
| | - Oliver Mühlemann
- Department of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Bern, Switzerland
| | - Matthew S Sachs
- Department of Biology, Texas A&M University, College Station, TX, USA
| | - Ivan N Shatsky
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow, Russia
| | - Nahum Sonenberg
- Department of Biochemistry, McGill University, Montréal, Quebec, Canada
| | - Anna-Lena Steckelberg
- Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY, USA
| | - Anne E Willis
- MRC Toxicology Unit, University of Cambridge, Cambridge, UK
| | - Michael T Woodside
- Department of Physics, Li Ka Shing Institute of Virology and Centre for Prions and Protein Folding Diseases, University of Alberta, Edmonton, Alberta, Canada
| | - Leos Shivaya Valasek
- Laboratory of Regulation of Gene Expression, Institute of Microbiology of the Czech Academy of Sciences, Prague, Czech Republic.
| | - Sergey E Dmitriev
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow, Russia.
| | - Pavel V Baranov
- School of Biochemistry and Cell Biology, University College Cork, Cork, Ireland.
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Berney M, Ferguson S, McGouran JF. Function and inhibition of the DNA repair enzyme SNM1A. Bioorg Chem 2025; 156:108225. [PMID: 39914034 DOI: 10.1016/j.bioorg.2025.108225] [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: 09/30/2024] [Revised: 01/09/2025] [Accepted: 01/28/2025] [Indexed: 03/28/2025]
Abstract
SNM1A is an enzyme involved in several important biological pathways. To date, most investigations have focused on its role in repairing interstrand crosslinks, a highly cytotoxic form of DNA damage. SNM1A acts as a 5'-3' exonuclease, displaying an unusual capability to digest DNA past the site of a crosslink lesion. Recently, additional functions of this enzyme in the repair of DNA double-strand breaks and critically shortened telomeres have been uncovered. Furthermore, SNM1A is involved in two cell cycle checkpoints that arrest cell division in response to DNA damage. Inhibition of both DNA repair enzymes and cell cycle checkpoint proteins are effective strategies for cancer treatment, and SNM1A is therefore of significant interest as a potential therapeutic target. As a member of the metallo-β-lactamase superfamily, SNM1A is postulated to contain two metal ions in the active site that catalyse hydrolysis of the phosphodiester backbone of DNA. Substrate-mimic probes based on a nucleoside or oligonucleotide scaffold appended with a metal-binding group have proven effective in vitro. High-throughput screening campaigns have identified potent inhibitors, some of which were successful in sensitising cells to DNA-damaging cancer drugs. This review discusses the biological role, structure, and mechanism of action of SNM1A, and the development of SNM1A inhibitors for cancer therapy.
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Affiliation(s)
- Mark Berney
- National Institute for Bioprocess Research and Training, Foster Avenue, Mount Merrion, Dublin, Ireland; School of Chemical and Bioprocess Engineering, University College Dublin, Belfield, Dublin 4, Ireland
| | - Steven Ferguson
- National Institute for Bioprocess Research and Training, Foster Avenue, Mount Merrion, Dublin, Ireland; School of Chemical and Bioprocess Engineering, University College Dublin, Belfield, Dublin 4, Ireland; SSPC, The SFI Research Centre for Pharmaceuticals, Ireland
| | - Joanna F McGouran
- School of Chemistry, and Trinity Biomedical Sciences Institute, Trinity College Dublin, The University of Dublin, Dublin 2, Ireland; SSPC, The SFI Research Centre for Pharmaceuticals, Ireland.
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6
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Huang L, Zhao B, Wan Y. Disruption of RNA-binding proteins in neurological disorders. Exp Neurol 2025; 385:115119. [PMID: 39709152 DOI: 10.1016/j.expneurol.2024.115119] [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: 09/09/2024] [Revised: 11/30/2024] [Accepted: 12/15/2024] [Indexed: 12/23/2024]
Abstract
RNA-binding proteins (RBPs) are multifunctional proteins essential for the regulation of RNA processing and metabolism, contributing to the maintenance of cell homeostasis by modulating the expression of target genes. Many RBPs have been associated with neuron-specific processes vital for neuronal development and survival. RBP dysfunction may result in aberrations in RNA processing, which subsequently initiate a cascade of effects. Notably, RBPs are involved in the onset and progression of neurological disorders via diverse mechanisms. Disruption of RBPs not only affects RNA processing, but also promotes the abnormal aggregation of proteins into toxic inclusion bodies, and contributes to immune responses that drive the progression of neurological diseases. In this review, we summarize recent discoveries relating to the roles of RBPs in neurological diseases, discuss their contributions to such conditions, and highlight the unique functions of these RBPs within the nervous system.
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Affiliation(s)
- Luyang Huang
- Cancer Biology Laboratory, China-Japan Union Hospital of Jilin University, Changchun 130062, Jilin, China
| | - Bo Zhao
- Cancer Biology Laboratory, China-Japan Union Hospital of Jilin University, Changchun 130062, Jilin, China
| | - Youzhong Wan
- Cancer Biology Laboratory, China-Japan Union Hospital of Jilin University, Changchun 130062, Jilin, China.
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7
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Chen W, Chen X, Chen C, She S, Li X, Shan L, Zhang X, Dan S, Wang Y, Zhou YW, Cao Q, Wang W, Hu J, Wei Y, Xue Y, Zhang Y, Zhang S, Wang YJ, Kang B. OCT4 translationally promotes AKT signaling as an RNA-binding protein in stressed pluripotent stem cells. Stem Cell Res Ther 2025; 16:84. [PMID: 39988663 PMCID: PMC11849194 DOI: 10.1186/s13287-025-04229-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Accepted: 02/11/2025] [Indexed: 02/25/2025] Open
Abstract
BACKGROUND Despite numerous studies addressing the molecular mechanisms by which pluripotent stem cells (PSCs) maintain self-renewal and pluripotency under normal culture conditions, the fundamental question of how PSCs manage to survive stressful conditions remains largely unresolved. Post-transcriptional/translational regulation emerges to be vital for PSCs, but how PSCs coordinate and balance their survival and differentiation at translational level under extrinsic and intrinsic stress conditions is unclear. METHODS The high-throughput sequencing of cross-linking immunoprecipitation cDNA library (HITS-CLIP) was employed to decipher the genome-wide OCT4-RNA interactome in human PSCs, a combined RNC-seq/RNA-seq analysis to assess the role of OCT4 in translational regulation of hypoxic PSCs, and an OCT4-protein interactome to search for OCT4 binding partners that regulate cap-independent translation initiation. By taking the Heterozygous Knocking In N-terminal Tags (HKINT) approach that specifically disrupts the 5'-UTR secondary structure and tagging its protein product of the mRNA from one allele while leaving that from the other allele intact, we examined the effect of disrupting the OCT4/5'-UTR interaction on translation of AKT1 mRNA. RESULTS We revealed OCT4 as a bona fide RNA-binding protein (RBP) in human PSCs that bound to the 5'-UTR, 3'-UTR and CDS regions of mRNAs. Multiple known proteins participating in IRES-mediated translation initiation were detected in the OCT4-protein interactome, and a combined RNC-seq/RNA-seq analysis further confirmed a crucial role of OCT4 in translational regulation of PSCs in response to hypoxic stress. Remarkably, OCT4 bound to the GC-rich elements in the 5'-UTR of AKT1 and multiple PI3K/AKT-pathway-gene mRNAs, and promoted their translation initiation via IRES-mediated pathways under stress conditions. Specifically disrupting the AKT1 mRNA 5'-UTR structure and the OCT4/5'-UTR interaction by the HKINT approach significantly reduced the translation level of AKT1 that led to a higher susceptibility of PSCs to oxidative stress-induced apoptotic death and prioritized differentiation toward ectoderm and endoderm. CONCLUSIONS Our results reveal OCT4 as an anti-stress RBP for translational regulation that critically coordinates the survival and differentiation of PSCs in response to various stressors.
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Affiliation(s)
- Wenjie Chen
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310003, Zhejiang, China
- Department of Obstetrics and Gynecology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, Zhejiang, China
| | - Xinyu Chen
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310003, Zhejiang, China
| | - Cheng Chen
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310003, Zhejiang, China
- Shaoxing People's Hospital, Shaoxing Hospital, Zhejiang University School of Medicine, Shaoxing, 312000, Zhejiang, China
| | - Shiqi She
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310003, Zhejiang, China
- Zhejiang Museum of Natural History, Hangzhou, 310014, Zhejiang, China
| | - Xia Li
- Department of Obstetrics and Gynecology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, Zhejiang, China
| | - Lina Shan
- Department of Colorectal SurgerySir Run Run Shaw Hospital,, School of Medicine, Zhejiang University, Hangzhou, 310016, Zhejiang, China
| | - Xiaobing Zhang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310003, Zhejiang, China
| | - Songsong Dan
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310003, Zhejiang, China
| | - Yisha Wang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310003, Zhejiang, China
| | - Yan-Wen Zhou
- Department of Infectious Diseases, the Second Xiangya Hospital, Central South University, Changsha, 410011, Hunan, China
| | - Qingyi Cao
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310003, Zhejiang, China
| | - Wenxin Wang
- School of Medicine, Zhejiang University, Hangzhou, 310058, Zhejiang, China
| | - Jianwen Hu
- Shanghai Bioprofile Technology Co., Ltd., Shanghai, 200241, China
| | - Yaxun Wei
- Center for Genome Analysis, ABLife Inc., Wuhan, 430075, Hubei, China
| | - Yaqiang Xue
- Center for Genome Analysis, ABLife Inc., Wuhan, 430075, Hubei, China
| | - Yi Zhang
- Center for Genome Analysis, ABLife Inc., Wuhan, 430075, Hubei, China
| | - Songying Zhang
- Department of Obstetrics and Gynecology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310016, Zhejiang, China.
| | - Ying-Jie Wang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310003, Zhejiang, China.
- Cancer Center, Zhejiang University, Hangzhou, 310058, Zhejiang, China.
| | - Bo Kang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310003, Zhejiang, China.
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8
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Gugnoni M, Kashyap MK, Wary KK, Ciarrocchi A. lncRNAs: the unexpected link between protein synthesis and cancer adaptation. Mol Cancer 2025; 24:38. [PMID: 39891197 PMCID: PMC11783725 DOI: 10.1186/s12943-025-02236-7] [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: 11/19/2024] [Accepted: 01/15/2025] [Indexed: 02/03/2025] Open
Abstract
Cancer progression relies on the ability of cells to adapt to challenging environments overcoming stresses and growth constraints. Such adaptation is a multifactorial process that depends on the rapid reorganization of many basic cellular mechanisms. Protein synthesis is often dysregulated in cancer, and translational reprogramming is emerging as a driving force of cancer adaptive plasticity. Long non-coding RNAs (lncRNAs) represent the main product of genome transcription. They outnumber mRNAs by an order of magnitude and their expression is regulated in an extremely specific manner depending on context, space and time. This heterogeneity is functional and allows lncRNAs to act as context-specific, fine-tuning controllers of gene expression. Multiple recent evidence underlines how, besides their consolidated role in transcription, lncRNAs are major players in translation control. Their capacity to establish multiple and highly dynamic interactions with proteins and other transcripts makes these molecules able to play a central role across all phases of protein synthesis. Even if through a myriad of different mechanisms, the action of these transcripts is dual. On one hand, by modulating the overall translation speed, lncRNAs participate in the process of metabolic adaptation of cancer cells under stress conditions. On the other hand, by prioritizing the synthesis of specific transcripts they help cancer cells to maintain high levels of essential oncogenes. In this review, we aim to discuss the most relevant evidence regarding the involvement of lncRNAs in translation regulation and to discuss how this specific function may affect cancer plasticity and resistance to stress. We also expect to provide one of the first collective perspectives on the way these transcripts modulate gene expression beyond transcription.
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Affiliation(s)
- Mila Gugnoni
- Laboratory of Translational Research, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Reggio Emilia, Italy
| | - Manoj Kumar Kashyap
- Molecular Oncology Laboratory, Amity Stem Cell Institute, Amity Medical School, Amity University Haryana, Panchgaon (Manesar), Gurugram, Haryana, India.
| | - Kishore K Wary
- Department of Pharmacology and Regenerative Medicine, University of Illinois, Chicago, IL, USA.
| | - Alessia Ciarrocchi
- Laboratory of Translational Research, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Reggio Emilia, Italy.
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9
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Margvelani G, Maquera K, Welden J, Rodgers D, Stamm S. Translation of circular RNAs. Nucleic Acids Res 2025; 53:gkae1167. [PMID: 39660652 PMCID: PMC11724312 DOI: 10.1093/nar/gkae1167] [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: 07/02/2024] [Revised: 11/04/2024] [Accepted: 11/08/2024] [Indexed: 12/12/2024] Open
Abstract
Circular RNAs (circRNAs) are covalently closed RNAs that are present in all eukaryotes tested. Recent RNA sequencing (RNA-seq) analyses indicate that although generally less abundant than messenger RNAs (mRNAs), over 1.8 million circRNA isoforms exist in humans, much more than the number of currently known mRNA isoforms. Most circRNAs are generated through backsplicing that depends on pre-mRNA structures, which are influenced by intronic elements, for example, primate-specific Alu elements, leading to species-specific circRNAs. CircRNAs are mostly cytosolic, stable and some were shown to influence cells by sequestering miRNAs and RNA-binding proteins. We review the increasing evidence that circRNAs are translated into proteins using several cap-independent translational mechanisms, that include internal ribosomal entry sites, N6-methyladenosine RNA modification, adenosine to inosine RNA editing and interaction with the eIF4A3 component of the exon junction complex. CircRNAs are translated under conditions that favor cap-independent translation, notably in cancer and generate proteins that are shorter than mRNA-encoded proteins, which can acquire new functions relevant in diseases.
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Affiliation(s)
- Giorgi Margvelani
- University of Kentucky, Molecular and Cellular Biochemistry, 741 South Limestone, Lexington, KY 40503, USA
| | | | - Justin Ralph Welden
- University of Kentucky, Molecular and Cellular Biochemistry, 741 South Limestone, Lexington, KY 40503, USA
| | - David W Rodgers
- University of Kentucky, Molecular and Cellular Biochemistry, 741 South Limestone, Lexington, KY 40503, USA
| | - Stefan Stamm
- University of Kentucky, Molecular and Cellular Biochemistry, 741 South Limestone, Lexington, KY 40503, USA
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10
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Tong M, Palmer N, Dailamy A, Kumar A, Khaliq H, Han S, Finburgh E, Wing M, Hong C, Xiang Y, Miyasaki K, Portell A, Rainaldi J, Suhardjo A, Nourreddine S, Chew WL, Kwon EJ, Mali P. Robust genome and cell engineering via in vitro and in situ circularized RNAs. Nat Biomed Eng 2025; 9:109-126. [PMID: 39187662 DOI: 10.1038/s41551-024-01245-z] [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: 01/29/2023] [Accepted: 07/24/2024] [Indexed: 08/28/2024]
Abstract
Circularization can improve RNA persistence, yet simple and scalable approaches to achieve this are lacking. Here we report two methods that facilitate the pursuit of circular RNAs (cRNAs): cRNAs developed via in vitro circularization using group II introns, and cRNAs developed via in-cell circularization by the ubiquitously expressed RtcB protein. We also report simple purification protocols that enable high cRNA yields (40-75%) while maintaining low immune responses. These methods and protocols facilitate a broad range of applications in stem cell engineering as well as robust genome and epigenome targeting via zinc finger proteins and CRISPR-Cas9. Notably, cRNAs bearing the encephalomyocarditis internal ribosome entry enabled robust expression and persistence compared with linear capped RNAs in cardiomyocytes and neurons, which highlights the utility of cRNAs in these non-dividing cells. We also describe genome targeting via deimmunized Cas9 delivered as cRNA and a long-range multiplexed protein engineering methodology for the combinatorial screening of deimmunized protein variants that enables compatibility between persistence of expression and immunogenicity in cRNA-delivered proteins. The cRNA toolset will aid research and the development of therapeutics.
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Affiliation(s)
- Michael Tong
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Nathan Palmer
- Biological Sciences Graduate Program, University of California San Diego, La Jolla, CA, USA
| | - Amir Dailamy
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Aditya Kumar
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Hammza Khaliq
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Sangwoo Han
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Emma Finburgh
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Madeleine Wing
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, CA, USA
| | - Camilla Hong
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Yichen Xiang
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Katelyn Miyasaki
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Andrew Portell
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Joseph Rainaldi
- Biomedical Sciences Graduate Program, University of California San Diego, La Jolla, CA, USA
| | - Amanda Suhardjo
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Sami Nourreddine
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Wei Leong Chew
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Republic of Singapore
| | - Ester J Kwon
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| | - Prashant Mali
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA.
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11
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Wei HY, Fan XJ, Mao MW. A Review on Circular RNA Translation and Its Implications in Disease. Methods Mol Biol 2025; 2883:109-137. [PMID: 39702706 DOI: 10.1007/978-1-0716-4290-0_5] [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] [Indexed: 12/21/2024]
Abstract
The mRNA vaccine has emerged as a powerful tool against viral infection during the coronavirus disease 2019 (COVID-19) pandemic. In the post-COVID-19 era, the applications of mRNA-based therapy continue to expand and evolve. Circular RNA (circRNA), long assumed to be a noncoding RNA, has been proven to be translatable and subsequently developed as a next-generation mRNA modality due to its higher stability and wider therapeutic window. Nonetheless, the studies of circRNA translation and its application in diseases still present numerous technical features and challenges. In this chapter, we provide a summary and discussion on the mechanisms of circRNA translation and its applications in medicine development, aiming to serve as a reference and inspiration for readers interested in circRNA-based therapy.
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Affiliation(s)
- Huanhuan Y Wei
- Bio-med Big Data Center, CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, Shanghai, China.
- University of Chinese Academy of Sciences, Chinese Academy of Sciences, Beijing, China.
| | - Xiao-Juan Fan
- Bio-med Big Data Center, CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, Shanghai, China
- University of Chinese Academy of Sciences, Chinese Academy of Sciences, Beijing, China
| | - Miao-Wei Mao
- University of Chinese Academy of Sciences, Chinese Academy of Sciences, Beijing, China
- Shanghai Institute of Immunity and Infection, Chinese Academy of Sciences, Shanghai, China
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12
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Strayer EC, Krishna S, Lee H, Vejnar C, Neuenkirchen N, Gupta A, Beaudoin JD, Giraldez AJ. NaP-TRAP reveals the regulatory grammar in 5'UTR-mediated translation regulation during zebrafish development. Nat Commun 2024; 15:10898. [PMID: 39738051 PMCID: PMC11685710 DOI: 10.1038/s41467-024-55274-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Accepted: 12/06/2024] [Indexed: 01/01/2025] Open
Abstract
The cis-regulatory elements encoded in an mRNA determine its stability and translational output. While there has been a considerable effort to understand the factors driving mRNA stability, the regulatory frameworks governing translational control remain more elusive. We have developed a novel massively parallel reporter assay (MPRA) to measure mRNA translation, named Nascent Peptide Translating Ribosome Affinity Purification (NaP-TRAP). NaP-TRAP measures translation in a frame-specific manner through the immunocapture of epitope tagged nascent peptides of reporter mRNAs. We benchmark NaP-TRAP to polysome profiling and use it to quantify Kozak strength and the regulatory landscapes of 5' UTRs in the developing zebrafish embryo and in human cells. Through this approach we identified general and developmentally dynamic cis-regulatory elements, as well as potential trans-acting proteins. We find that U-rich motifs are general enhancers, and upstream ORFs and GC-rich motifs are global repressors of translation. We also observe a translational switch during the maternal-to-zygotic transition, where C-rich motifs shift from repressors to prominent activators of translation. Conversely, we show that microRNA sites in the 5' UTR repress translation following the zygotic expression of miR-430. Together these results demonstrate that NaP-TRAP is a versatile, accessible, and powerful method to decode the regulatory functions of UTRs across different systems.
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Affiliation(s)
- Ethan C Strayer
- Department of Genetics, Yale University, Yale School of Medicine, New Haven, 06510, CT, USA
| | - Srikar Krishna
- Department of Genetics, Yale University, Yale School of Medicine, New Haven, 06510, CT, USA
| | - Haejeong Lee
- Department of Genetics, Yale University, Yale School of Medicine, New Haven, 06510, CT, USA
| | - Charles Vejnar
- Department of Genetics, Yale University, Yale School of Medicine, New Haven, 06510, CT, USA
| | - Nils Neuenkirchen
- Department of Cell Biology, Yale University, Yale School of Medicine, New Haven, 06510, CT, USA
| | - Amit Gupta
- Department of Genetics and Genome Sciences, Institute for Systems Genomics, University of Connecticut Health Center, Farmington, CT, USA
| | - Jean-Denis Beaudoin
- Department of Genetics and Genome Sciences, Institute for Systems Genomics, University of Connecticut Health Center, Farmington, CT, USA.
- Yale Center for RNA Science and Medicine, Yale University, New Haven, 06510, CT, USA.
| | - Antonio J Giraldez
- Department of Genetics, Yale University, Yale School of Medicine, New Haven, 06510, CT, USA.
- Yale Center for RNA Science and Medicine, Yale University, New Haven, 06510, CT, USA.
- Yale Stem Cell Center, Yale University, Yale School of Medicine, New Haven, 06510, CT, USA.
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13
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Leprêtre F, Meneboo JP, Villenet C, Delestré L, Quesnel B, Shelley CS, Figeac M, Galiègue-Zouitina S. Full-length RNA-Seq of the RHOH gene in human B cells reveals new exons and splicing patterns. Sci Rep 2024; 14:28297. [PMID: 39550462 PMCID: PMC11569159 DOI: 10.1038/s41598-024-79307-0] [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: 03/19/2024] [Accepted: 11/07/2024] [Indexed: 11/18/2024] Open
Abstract
The RhoH protein is a member of the Ras superfamily of guanosine triphosphate-binding proteins. RhoH is an atypical Rho family member that is always GTP-bound and thus always activated. It is restrictively expressed in normal hematopoietic cells, where it is a negative regulator of cell growth and survival. We previously analyzed the RHOH gene structure and demonstrated that this gene is composed of 7 exons, one single encoding exon located at the 3' extremity of the gene, preceded by 6 noncoding exons. To further understand the transcription events associated with this gene, we performed full-length RNA-Seq on 12 B-cell lines. We identified new exons, new splice events and new splice sites, leading to the discovery of 38 RHOH mRNA molecules, 27 of which have never been described before. Here, we also describe new fusion transcripts. Moreover, our method allowed quantitative measurements of the different mRNA species relative to each other in relation to B-cell differentiation.
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Affiliation(s)
- Frédéric Leprêtre
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, US 41-UAR 2014-PLBS, 59000, Lille, France.
| | - Jean-Pascal Meneboo
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, US 41-UAR 2014-PLBS, 59000, Lille, France
| | - Céline Villenet
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, US 41-UAR 2014-PLBS, 59000, Lille, France
| | | | - Bruno Quesnel
- CHU Lille, UMR-S 1277-Canther-Cancer Heterogeneity, Plasticity and Resistance to Therapies, Université de Lille, 59000, Lille, France
| | | | - Martin Figeac
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, US 41-UAR 2014-PLBS, 59000, Lille, France
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14
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Guo FX, Yang RX, Yang X, Liu J, Wang YZ. Application of an Efficient Enhancer in Gene Function Research. PLANTS (BASEL, SWITZERLAND) 2024; 13:3120. [PMID: 39599329 PMCID: PMC11597595 DOI: 10.3390/plants13223120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2024] [Revised: 10/25/2024] [Accepted: 11/02/2024] [Indexed: 11/29/2024]
Abstract
Although great progress has been made in transgenic technology, increasing the expression level and thus promising the expected phenotypes of exogenous genes in transgenic plants is still a crucial task for genetic transformation and crop engineering. Here, we conducted a comparative study of the enhancing efficiency of three putative translational enhancers, including Ω (natural leader from a plant virus), OsADH 5' (natural leader from a plant gene), and ARC (active ribosomal RNA complementary), using the transient gene expression systems of Nicotiana benthamiana and Chirita pumila. We demonstrate that three tandem repeats of ARC (3 × ARC) are more efficient than other enhancers in expression. The enhancing efficiency of 6 × ARC is further increased, up to 130 times the expression level without the insertion of enhancers. We further evaluated the enhancing efficiency of 6 × ARC under agrobacterium-mediated transformation systems. In C. pumila, 6 × ARC significantly amplifies the phenotypic effect of CpCYC1 and CpCYC2 in repressing stamen development and yellow pigmentation. In Arabidopsis thaliana, 6 × ARC and the AtAP1 promoter work together to promote the accumulation of anthocyanin pigments in vegetative and reproductive organs. Most significantly, the fusion of 6 × ARC in a CpCYC1/2 transgenic system in C. pumila fully reveals that these genes have the complete function of repressing the yellow spots, displaying an advantage in manifesting the function of exogenous genes. This study highlights the application potential of the enhancer 6 × ARC in gene function research in plants.
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Affiliation(s)
- Feng-Xian Guo
- State Key Laboratory of Plant Diversity and Specialty Crops and Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing 100093, China; (F.-X.G.); (R.-X.Y.); (X.Y.); (J.L.)
- China National Botanical Garden, Beijing 100093, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Rui-Xue Yang
- State Key Laboratory of Plant Diversity and Specialty Crops and Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing 100093, China; (F.-X.G.); (R.-X.Y.); (X.Y.); (J.L.)
- China National Botanical Garden, Beijing 100093, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Xia Yang
- State Key Laboratory of Plant Diversity and Specialty Crops and Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing 100093, China; (F.-X.G.); (R.-X.Y.); (X.Y.); (J.L.)
- China National Botanical Garden, Beijing 100093, China
| | - Jing Liu
- State Key Laboratory of Plant Diversity and Specialty Crops and Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing 100093, China; (F.-X.G.); (R.-X.Y.); (X.Y.); (J.L.)
- China National Botanical Garden, Beijing 100093, China
| | - Yin-Zheng Wang
- State Key Laboratory of Plant Diversity and Specialty Crops and Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing 100093, China; (F.-X.G.); (R.-X.Y.); (X.Y.); (J.L.)
- China National Botanical Garden, Beijing 100093, China
- University of Chinese Academy of Sciences, Beijing 100049, China
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15
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Unti MJ, Doetsch L, Jaffrey SR. A circular split nanoluciferase reporter for validating and screening putative internal ribosomal entry site elements. RNA (NEW YORK, N.Y.) 2024; 30:1529-1540. [PMID: 39103230 PMCID: PMC11482608 DOI: 10.1261/rna.080008.124] [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: 02/26/2024] [Accepted: 07/14/2024] [Indexed: 08/07/2024]
Abstract
Internal ribosomal entry sites (IRESs) recruit the ribosome to promote translation, typically in an m7G cap-independent manner. Although IRESs are well-documented in viral genomes, they have also been reported in mammalian transcriptomes, where they have been proposed to mediate cap-independent translation of mRNAs. However, subsequent studies have challenged the idea of these "cellular" IRESs. Current methods for screening and discovering IRES activity rely on a bicistronic reporter assay, which is prone to producing false positive signals if the putative IRES sequence has a cryptic promoter or cryptic splicing sites. Here, we report an assay for screening IRES activity using a genetically encoded circular RNA comprising a split nanoluciferase (nLuc) reporter. The circular split nLuc reporter is less susceptible to the various sources of false positives that adversely affect the bicistronic IRES reporter assay and provides a streamlined method for screening IRES activity. Using the circular split nLuc reporter, we find that nine reported cellular IRESs have minimal IRES activity. Overall, the circular split nLuc reporter offers a simplified approach for identifying and validating IRESs and exhibits reduced propensity for producing the types of false positives that can occur with the bicistronic reporter assay.
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Affiliation(s)
- Mildred J Unti
- Department of Pharmacology, Weill Cornell Medicine, Cornell University, New York, New York 10065, USA
| | - Lisa Doetsch
- Department of Pharmacology, Weill Cornell Medicine, Cornell University, New York, New York 10065, USA
- Imperial College Centre for Synthetic Biology, Imperial College London, London SW7 2AZ, United Kingdom
- Department of Bioengineering, Imperial College London, London SW7 2AZ, United Kingdom
| | - Samie R Jaffrey
- Department of Pharmacology, Weill Cornell Medicine, Cornell University, New York, New York 10065, USA
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16
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Cao X, Zhang Y, Ding Y, Wan Y. Identification of RNA structures and their roles in RNA functions. Nat Rev Mol Cell Biol 2024; 25:784-801. [PMID: 38926530 DOI: 10.1038/s41580-024-00748-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/28/2024] [Indexed: 06/28/2024]
Abstract
The development of high-throughput RNA structure profiling methods in the past decade has greatly facilitated our ability to map and characterize different aspects of RNA structures transcriptome-wide in cell populations, single cells and single molecules. The resulting high-resolution data have provided insights into the static and dynamic nature of RNA structures, revealing their complexity as they perform their respective functions in the cell. In this Review, we discuss recent technical advances in the determination of RNA structures, and the roles of RNA structures in RNA biogenesis and functions, including in transcription, processing, translation, degradation, localization and RNA structure-dependent condensates. We also discuss the current understanding of how RNA structures could guide drug design for treating genetic diseases and battling pathogenic viruses, and highlight existing challenges and future directions in RNA structure research.
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Affiliation(s)
- Xinang Cao
- Stem Cell and Regenerative Biology, Genome Institute of Singapore, Singapore, Singapore
| | - Yueying Zhang
- Department of Cell and Developmental Biology, John Innes Centre, Norwich, UK
| | - Yiliang Ding
- Department of Cell and Developmental Biology, John Innes Centre, Norwich, UK.
| | - Yue Wan
- Stem Cell and Regenerative Biology, Genome Institute of Singapore, Singapore, Singapore.
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
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17
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Werner A, Kanhere A, Wahlestedt C, Mattick JS. Natural antisense transcripts as versatile regulators of gene expression. Nat Rev Genet 2024; 25:730-744. [PMID: 38632496 DOI: 10.1038/s41576-024-00723-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/07/2024] [Indexed: 04/19/2024]
Abstract
Long non-coding RNAs (lncRNAs) are emerging as a major class of gene products that have central roles in cell and developmental biology. Natural antisense transcripts (NATs) are an important subset of lncRNAs that are expressed from the opposite strand of protein-coding and non-coding genes and are a genome-wide phenomenon in both eukaryotes and prokaryotes. In eukaryotes, a myriad of NATs participate in regulatory pathways that affect expression of their cognate sense genes. Recent developments in the study of NATs and lncRNAs and large-scale sequencing and bioinformatics projects suggest that whether NATs regulate expression, splicing, stability or translation of the sense transcript is influenced by the pattern and degrees of overlap between the sense-antisense pair. Moreover, epigenetic gene regulatory mechanisms prevail in somatic cells whereas mechanisms dependent on the formation of double-stranded RNA intermediates are prevalent in germ cells. The modulating effects of NATs on sense transcript expression make NATs rational targets for therapeutic interventions.
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Affiliation(s)
| | | | | | - John S Mattick
- University of New South Wales, Sydney, New South Wales, Australia
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18
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Deng X, Yu YV, Jin YN. Non-canonical translation in cancer: significance and therapeutic potential of non-canonical ORFs, m 6A-modification, and circular RNAs. Cell Death Discov 2024; 10:412. [PMID: 39333489 PMCID: PMC11437038 DOI: 10.1038/s41420-024-02185-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2024] [Revised: 09/13/2024] [Accepted: 09/18/2024] [Indexed: 09/29/2024] Open
Abstract
Translation is a decoding process that synthesizes proteins from RNA, typically mRNA. The conventional translation process consists of four stages: initiation, elongation, termination, and ribosome recycling. Precise control over the translation mechanism is crucial, as dysregulation in this process is often linked to human diseases such as cancer. Recent discoveries have unveiled translation mechanisms that extend beyond typical well-characterized components like the m7G cap, poly(A)-tail, or translation factors like eIFs. These mechanisms instead utilize atypical elements, such as non-canonical ORF, m6A-modification, and circular RNA, as key components for protein synthesis. Collectively, these mechanisms are classified as non-canonical translations. It is increasingly clear that non-canonical translation mechanisms significantly impact the various regulatory pathways of cancer, including proliferation, tumorigenicity, and the behavior of cancer stem cells. This review explores the involvement of a variety of non-canonical translation mechanisms in cancer biology and provides insights into potential therapeutic strategies for cancer treatment.
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Affiliation(s)
- Xiaoyi Deng
- Department of Neurology, Medical Research Institute, Zhongnan Hospital of Wuhan University, Wuhan University, Wuhan, Hubei, China
| | - Yanxun V Yu
- Department of Neurology, Medical Research Institute, Zhongnan Hospital of Wuhan University, Wuhan University, Wuhan, Hubei, China
- Frontier Science Center for Immunology and Metabolism, Wuhan University, Wuhan, Hubei, China
| | - Youngnam N Jin
- Department of Neurology, Medical Research Institute, Zhongnan Hospital of Wuhan University, Wuhan University, Wuhan, Hubei, China.
- Frontier Science Center for Immunology and Metabolism, Wuhan University, Wuhan, Hubei, China.
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19
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Hickson SE, Hyde JL. RNA structures within Venezuelan equine encephalitis virus E1 alter macrophage replication fitness and contribute to viral emergence. PLoS Pathog 2024; 20:e1012179. [PMID: 39331659 PMCID: PMC11463830 DOI: 10.1371/journal.ppat.1012179] [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: 04/05/2024] [Revised: 10/09/2024] [Accepted: 09/03/2024] [Indexed: 09/29/2024] Open
Abstract
Venezuelan equine encephalitis virus (VEEV) is a mosquito-borne +ssRNA virus belonging to the Togaviridae. VEEV is found throughout Central and South America and is responsible for periodic epidemic/epizootic outbreaks of febrile and encephalitic disease in equines and humans. Endemic/enzootic VEEV is transmitted between Culex mosquitoes and sylvatic rodents, whereas epidemic/epizootic VEEV is transmitted between mosquitoes and equids, which serve as amplification hosts during outbreaks. Epizootic VEEV emergence has been shown to arise from mutation of enzootic VEEV strains. Specifically, epizootic VEEV has been shown to acquire amino acid mutations in the E2 viral glycoprotein that facilitate viral entry and equine amplification. However, the abundance of synonymous mutations which accumulate across the epizootic VEEV genome suggests that other viral determinants such as RNA secondary structure may also play a role in VEEV emergence. In this study we identify novel RNA structures in the E1 gene which specifically alter replication fitness of epizootic VEEV in macrophages but not other cell types. We show that SNPs are conserved within epizootic lineages and that RNA structures are conserved across different lineages. We also identified several novel RNA-binding proteins that are necessary for altered macrophage replication. These results suggest that emergence of VEEV in nature requires multiple mutations across the viral genome, some of which alter cell-type specific replication fitness in an RNA structure-dependent manner.
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Affiliation(s)
- Sarah E. Hickson
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
| | - Jennifer L. Hyde
- Department of Microbiology, University of Washington School of Medicine, Seattle, Washington, United States of America
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20
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Zhao J, Chen Z, Zhang M, Zou L, He S, Liu J, Wang Q, Song X, Wu J. DeepIRES: a hybrid deep learning model for accurate identification of internal ribosome entry sites in cellular and viral mRNAs. Brief Bioinform 2024; 25:bbae439. [PMID: 39234953 PMCID: PMC11375421 DOI: 10.1093/bib/bbae439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Revised: 08/03/2024] [Accepted: 08/21/2024] [Indexed: 09/06/2024] Open
Abstract
The internal ribosome entry site (IRES) is a cis-regulatory element that can initiate translation in a cap-independent manner. It is often related to cellular processes and many diseases. Thus, identifying the IRES is important for understanding its mechanism and finding potential therapeutic strategies for relevant diseases since identifying IRES elements by experimental method is time-consuming and laborious. Many bioinformatics tools have been developed to predict IRES, but all these tools are based on structure similarity or machine learning algorithms. Here, we introduced a deep learning model named DeepIRES for precisely identifying IRES elements in messenger RNA (mRNA) sequences. DeepIRES is a hybrid model incorporating dilated 1D convolutional neural network blocks, bidirectional gated recurrent units, and self-attention module. Tenfold cross-validation results suggest that DeepIRES can capture deeper relationships between sequence features and prediction results than other baseline models. Further comparison on independent test sets illustrates that DeepIRES has superior and robust prediction capability than other existing methods. Moreover, DeepIRES achieves high accuracy in predicting experimental validated IRESs that are collected in recent studies. With the application of a deep learning interpretable analysis, we discover some potential consensus motifs that are related to IRES activities. In summary, DeepIRES is a reliable tool for IRES prediction and gives insights into the mechanism of IRES elements.
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Affiliation(s)
- Jian Zhao
- Department of Biomedical Engineering, Nanjing University of Aeronautics and Astronautics, No. 29 Jiangjun Road, Jiangning District, Nanjing 211106, China
| | - Zhewei Chen
- Department of Biomedical Engineering, Nanjing University of Aeronautics and Astronautics, No. 29 Jiangjun Road, Jiangning District, Nanjing 211106, China
| | - Meng Zhang
- Department of Biomedical Engineering, Nanjing University of Aeronautics and Astronautics, No. 29 Jiangjun Road, Jiangning District, Nanjing 211106, China
| | - Lingxiao Zou
- Department of Biomedical Engineering, Nanjing University of Aeronautics and Astronautics, No. 29 Jiangjun Road, Jiangning District, Nanjing 211106, China
| | - Shan He
- Department of Biomedical Engineering, Nanjing University of Aeronautics and Astronautics, No. 29 Jiangjun Road, Jiangning District, Nanjing 211106, China
| | - Jingjing Liu
- Department of Biomedical Engineering, Nanjing University of Aeronautics and Astronautics, No. 29 Jiangjun Road, Jiangning District, Nanjing 211106, China
| | - Quan Wang
- Department of Biomedical Engineering, Nanjing University of Aeronautics and Astronautics, No. 29 Jiangjun Road, Jiangning District, Nanjing 211106, China
| | - Xiaofeng Song
- Department of Biomedical Engineering, Nanjing University of Aeronautics and Astronautics, No. 29 Jiangjun Road, Jiangning District, Nanjing 211106, China
| | - Jing Wu
- School of Biomedical Engineering and Informatics, Nanjing Medical University, No. 101 Longmian Avenue, Jiangning District, Nanjing 211166, China
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21
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Lee YH, Hass EP, Campodonico W, Lee YK, Lasda E, Shah J, Rinn J, Hwang T. Massively parallel dissection of RNA in RNA-protein interactions in vivo. Nucleic Acids Res 2024; 52:e48. [PMID: 38726866 PMCID: PMC11162807 DOI: 10.1093/nar/gkae334] [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: 03/09/2023] [Revised: 04/10/2024] [Accepted: 04/16/2024] [Indexed: 06/11/2024] Open
Abstract
Many of the biological functions performed by RNA are mediated by RNA-binding proteins (RBPs), and understanding the molecular basis of these interactions is fundamental to biology. Here, we present massively parallel RNA assay combined with immunoprecipitation (MPRNA-IP) for in vivo high-throughput dissection of RNA-protein interactions and describe statistical models for identifying RNA domains and parsing the structural contributions of RNA. By using custom pools of tens of thousands of RNA sequences containing systematically designed truncations and mutations, MPRNA-IP is able to identify RNA domains, sequences, and secondary structures necessary and sufficient for protein binding in a single experiment. We show that this approach is successful for multiple RNAs of interest, including the long noncoding RNA NORAD, bacteriophage MS2 RNA, and human telomerase RNA, and we use it to interrogate the hitherto unknown sequence or structural RNA-binding preferences of the DNA-looping factor CTCF. By integrating systematic mutation analysis with crosslinking immunoprecipitation, MPRNA-IP provides a novel high-throughput way to elucidate RNA-based mechanisms behind RNA-protein interactions in vivo.
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Affiliation(s)
- Yu Hsuan Lee
- Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD 21205, USA
| | - Evan P Hass
- Department of Biochemistry and BioFrontiers Institute, University of Colorado, Boulder, CO 80309, USA
| | - Will Campodonico
- Department of Biochemistry and BioFrontiers Institute, University of Colorado, Boulder, CO 80309, USA
| | - Yong Kyu Lee
- Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD 21205, USA
| | - Erika Lasda
- Department of Biochemistry and BioFrontiers Institute, University of Colorado, Boulder, CO 80309, USA
| | - Jaynish S Shah
- Department of Biochemistry and BioFrontiers Institute, University of Colorado, Boulder, CO 80309, USA
| | - John L Rinn
- Department of Biochemistry and BioFrontiers Institute, University of Colorado, Boulder, CO 80309, USA
| | - Taeyoung Hwang
- Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD 21205, USA
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Solomon H. Snyder Department of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
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22
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Hwang HJ, Kim YK. Molecular mechanisms of circular RNA translation. Exp Mol Med 2024; 56:1272-1280. [PMID: 38871818 PMCID: PMC11263353 DOI: 10.1038/s12276-024-01220-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Revised: 02/22/2024] [Accepted: 02/23/2024] [Indexed: 06/15/2024] Open
Abstract
Circular RNAs (circRNAs) are covalently closed single-stranded RNAs without a 5' cap structure and a 3' poly(A) tail typically present in linear mRNAs of eukaryotic cells. CircRNAs are predominantly generated through a back-splicing process within the nucleus. CircRNAs have long been considered non-coding RNAs seemingly devoid of protein-coding potential. However, many recent studies have challenged this idea and have provided substantial evidence that a subset of circRNAs can associate with polysomes and indeed be translated. Therefore, in this review, we primarily highlight the 5' cap-independent internal initiation of translation that occurs on circular RNAs. Several molecular features of circRNAs, including the internal ribosome entry site, N6-methyladenosine modification, and the exon junction complex deposited around the back-splicing junction after back-splicing event, play pivotal roles in their efficient internal translation. We also propose a possible relationship between the translatability of circRNAs and their stability, with a focus on nonsense-mediated mRNA decay and nonstop decay, both of which are well-characterized mRNA surveillance mechanisms. An in-depth understanding of circRNA translation will reshape and expand our current knowledge of proteomics.
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Affiliation(s)
- Hyun Jung Hwang
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology, Daejeon, 34141, Republic of Korea
| | - Yoon Ki Kim
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology, Daejeon, 34141, Republic of Korea.
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23
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Li G, Wu J, Wang X. Predicting functional UTR variants by integrating region-specific features. Brief Bioinform 2024; 25:bbae248. [PMID: 38783704 PMCID: PMC11116830 DOI: 10.1093/bib/bbae248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 03/30/2024] [Accepted: 05/08/2024] [Indexed: 05/25/2024] Open
Abstract
The untranslated region (UTR) of messenger ribonucleic acid (mRNA), including the 5'UTR and 3'UTR, plays a critical role in regulating gene expression and translation. Variants within the UTR can lead to changes associated with human traits and diseases; however, computational prediction of UTR variant effect is challenging. Current noncoding variant prediction mainly focuses on the promoters and enhancers, neglecting the unique sequence of the UTR and thereby limiting their predictive accuracy. In this study, using consolidated datasets of UTR variants from disease databases and large-scale experimental data, we systematically analyzed more than 50 region-specific features of UTR, including functional elements, secondary structure, sequence composition and site conservation. Our analysis reveals that certain features, such as C/G-related sequence composition in 5'UTR and A/T-related sequence composition in 3'UTR, effectively differentiate between nonfunctional and functional variant sets, unveiling potential sequence determinants of functional UTR variants. Leveraging these insights, we developed two classification models to predict functional UTR variants using machine learning, achieving an area under the curve (AUC) value of 0.94 for 5'UTR and 0.85 for 3'UTR, outperforming all existing methods. Our models will be valuable for enhancing clinical interpretation of genetic variants, facilitating the prediction and management of disease risk.
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Affiliation(s)
- Guangyu Li
- State Key Laboratory of Common Mechanism Research for Major Diseases; Center for bioinformatics, National Infrastructures for Translational Medicine, Institute of Clinical Medicine and Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1 Shuai Fu Yuan, Dongcheng District, Beijing 100005, China
| | - Jiayu Wu
- State Key Laboratory of Common Mechanism Research for Major Diseases; Center for bioinformatics, National Infrastructures for Translational Medicine, Institute of Clinical Medicine and Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1 Shuai Fu Yuan, Dongcheng District, Beijing 100005, China
| | - Xiaoyue Wang
- State Key Laboratory of Common Mechanism Research for Major Diseases; Center for bioinformatics, National Infrastructures for Translational Medicine, Institute of Clinical Medicine and Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1 Shuai Fu Yuan, Dongcheng District, Beijing 100005, China
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24
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Chu Y, Yu D, Li Y, Huang K, Shen Y, Cong L, Zhang J, Wang M. A 5' UTR Language Model for Decoding Untranslated Regions of mRNA and Function Predictions. NAT MACH INTELL 2024; 6:449-460. [PMID: 38855263 PMCID: PMC11155392 DOI: 10.1038/s42256-024-00823-9] [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: 09/04/2023] [Accepted: 03/07/2024] [Indexed: 06/11/2024]
Abstract
The 5' UTR, a regulatory region at the beginning of an mRNA molecule, plays a crucial role in regulating the translation process and impacts the protein expression level. Language models have showcased their effectiveness in decoding the functions of protein and genome sequences. Here, we introduced a language model for 5' UTR, which we refer to as the UTR-LM. The UTR-LM is pre-trained on endogenous 5' UTRs from multiple species and is further augmented with supervised information including secondary structure and minimum free energy. We fine-tuned the UTR-LM in a variety of downstream tasks. The model outperformed the best known benchmark by up to 5% for predicting the Mean Ribosome Loading, and by up to 8% for predicting the Translation Efficiency and the mRNA Expression Level. The model also applies to identifying unannotated Internal Ribosome Entry Sites within the untranslated region and improves the AUPR from 0.37 to 0.52 compared to the best baseline. Further, we designed a library of 211 novel 5' UTRs with high predicted values of translation efficiency and evaluated them via a wet-lab assay. Experiment results confirmed that our top designs achieved a 32.5% increase in protein production level relative to well-established 5' UTR optimized for therapeutics.
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Affiliation(s)
- Yanyi Chu
- Center for Statistics and Machine Learning and Department of Electrical and Computer Engineering, Princeton University, Princeton, NJ 08544, USA
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Dan Yu
- RVAC Medicines, Waltham, MA 02451, USA
| | - Yupeng Li
- RVAC Medicines, Waltham, MA 02451, USA
| | - Kaixuan Huang
- Center for Statistics and Machine Learning and Department of Electrical and Computer Engineering, Princeton University, Princeton, NJ 08544, USA
| | - Yue Shen
- RVAC Medicines, Waltham, MA 02451, USA
| | - Le Cong
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | | | - Mengdi Wang
- Center for Statistics and Machine Learning and Department of Electrical and Computer Engineering, Princeton University, Princeton, NJ 08544, USA
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25
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Khan D, Fox PL. Host-like RNA Elements Regulate Virus Translation. Viruses 2024; 16:468. [PMID: 38543832 PMCID: PMC10976276 DOI: 10.3390/v16030468] [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: 02/07/2024] [Revised: 03/14/2024] [Accepted: 03/17/2024] [Indexed: 04/01/2024] Open
Abstract
Viruses are obligate, intracellular parasites that co-opt host cell machineries for propagation. Critical among these machineries are those that translate RNA into protein and their mechanisms of control. Most regulatory mechanisms effectuate their activity by targeting sequence or structural features at the RNA termini, i.e., at the 5' or 3' ends, including the untranslated regions (UTRs). Translation of most eukaryotic mRNAs is initiated by 5' cap-dependent scanning. In contrast, many viruses initiate translation at internal RNA regions at internal ribosome entry sites (IRESs). Eukaryotic mRNAs often contain upstream open reading frames (uORFs) that permit condition-dependent control of downstream major ORFs. To offset genome compression and increase coding capacity, some viruses take advantage of out-of-frame overlapping uORFs (oORFs). Lacking the essential machinery of protein synthesis, for example, ribosomes and other translation factors, all viruses utilize the host apparatus to generate virus protein. In addition, some viruses exhibit RNA elements that bind host regulatory factors that are not essential components of the translation machinery. SARS-CoV-2 is a paradigm example of a virus taking advantage of multiple features of eukaryotic host translation control: the virus mimics the established human GAIT regulatory element and co-opts four host aminoacyl tRNA synthetases to form a stimulatory binding complex. Utilizing discontinuous transcription, the elements are present and identical in all SARS-CoV-2 subgenomic RNAs (and the genomic RNA). Thus, the virus exhibits a post-transcriptional regulon that improves upon analogous eukaryotic regulons, in which a family of functionally related mRNA targets contain elements that are structurally similar but lacking sequence identity. This "thrifty" virus strategy can be exploited against the virus since targeting the element can suppress the expression of all subgenomic RNAs as well as the genomic RNA. Other 3' end viral elements include 3'-cap-independent translation elements (3'-CITEs) and 3'-tRNA-like structures. Elucidation of virus translation control elements, their binding proteins, and their mechanisms can lead to novel therapeutic approaches to reduce virus replication and pathogenicity.
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Affiliation(s)
- Debjit Khan
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Paul L. Fox
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
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26
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Wu TY, Li YR, Chang KJ, Fang JC, Urano D, Liu MJ. Modeling alternative translation initiation sites in plants reveals evolutionarily conserved cis-regulatory codes in eukaryotes. Genome Res 2024; 34:272-285. [PMID: 38479836 PMCID: PMC10984385 DOI: 10.1101/gr.278100.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 02/15/2024] [Indexed: 03/22/2024]
Abstract
mRNA translation relies on identifying translation initiation sites (TISs) in mRNAs. Alternative TISs are prevalent across plant transcriptomes, but the mechanisms for their recognition are unclear. Using ribosome profiling and machine learning, we developed models for predicting alternative TISs in the tomato (Solanum lycopersicum). Distinct feature sets were predictive of AUG and nonAUG TISs in 5' untranslated regions and coding sequences, including a novel CU-rich sequence that promoted plant TIS activity, a translational enhancer found across dicots and monocots, and humans and viruses. Our results elucidate the mechanistic and evolutionary basis of TIS recognition, whereby cis-regulatory RNA signatures affect start site selection. The TIS prediction model provides global estimates of TISs to discover neglected protein-coding genes across plant genomes. The prevalence of cis-regulatory signatures across plant species, humans, and viruses suggests their broad and critical roles in reprogramming the translational landscape.
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Affiliation(s)
- Ting-Ying Wu
- Institute of Plant and Microbial Biology, Academia Sinica, Taipei 11529, Taiwan;
| | - Ya-Ru Li
- Biotechnology Center in Southern Taiwan, Academia Sinica, Tainan 711, Taiwan
| | - Kai-Jyun Chang
- Biotechnology Center in Southern Taiwan, Academia Sinica, Tainan 711, Taiwan
- Institute of Tropical Plant Sciences, National Cheng Kung University, Tainan 701, Taiwan
| | - Jhen-Cheng Fang
- Biotechnology Center in Southern Taiwan, Academia Sinica, Tainan 711, Taiwan
| | - Daisuke Urano
- Temasek Life Sciences Laboratory, Singapore 117604, Singapore
- Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - Ming-Jung Liu
- Biotechnology Center in Southern Taiwan, Academia Sinica, Tainan 711, Taiwan;
- Institute of Tropical Plant Sciences, National Cheng Kung University, Tainan 701, Taiwan
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei 115, Taiwan
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27
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Apostolopoulos A, Kawamoto N, Chow SYA, Tsuiji H, Ikeuchi Y, Shichino Y, Iwasaki S. dCas13-mediated translational repression for accurate gene silencing in mammalian cells. Nat Commun 2024; 15:2205. [PMID: 38467613 PMCID: PMC10928199 DOI: 10.1038/s41467-024-46412-7] [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: 05/19/2023] [Accepted: 02/27/2024] [Indexed: 03/13/2024] Open
Abstract
Current gene silencing tools based on RNA interference (RNAi) or, more recently, clustered regularly interspaced short palindromic repeats (CRISPR)‒Cas13 systems have critical drawbacks, such as off-target effects (RNAi) or collateral mRNA cleavage (CRISPR‒Cas13). Thus, a more specific method of gene knockdown is needed. Here, we develop CRISPRδ, an approach for translational silencing, harnessing catalytically inactive Cas13 proteins (dCas13). Owing to its tight association with mRNA, dCas13 serves as a physical roadblock for scanning ribosomes during translation initiation and does not affect mRNA stability. Guide RNAs covering the start codon lead to the highest efficacy regardless of the translation initiation mechanism: cap-dependent, internal ribosome entry site (IRES)-dependent, or repeat-associated non-AUG (RAN) translation. Strikingly, genome-wide ribosome profiling reveals the ultrahigh gene silencing specificity of CRISPRδ. Moreover, the fusion of a translational repressor to dCas13 further improves the performance. Our method provides a framework for translational repression-based gene silencing in eukaryotes.
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Grants
- JP20H05784 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP21H05278 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP21H05734 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP23H04268 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP20H05786 Ministry of Education, Culture, Sports, Science and Technology (MEXT)
- JP23H02415 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP20K07016 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP23K05648 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP21K15023 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP23KJ2175 MEXT | Japan Society for the Promotion of Science (JSPS)
- JP20gm1410001 Japan Agency for Medical Research and Development (AMED)
- JP20gm1410001 Japan Agency for Medical Research and Development (AMED)
- JP23gm6910005h0001 Japan Agency for Medical Research and Development (AMED)
- JP23gm6910005 Japan Agency for Medical Research and Development (AMED)
- JP20gm1410001 Japan Agency for Medical Research and Development (AMED)
- Pioneering Projects MEXT | RIKEN
- Pioneering Projects MEXT | RIKEN
- Exploratory Research Center on Life and Living Systems (ExCELLS), 23EX601
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Affiliation(s)
- Antonios Apostolopoulos
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba, 277-8561, Japan
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Saitama, 351-0198, Japan
| | - Naohiro Kawamoto
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Saitama, 351-0198, Japan
| | - Siu Yu A Chow
- Institute of Industrial Science, The University of Tokyo, Meguro-ku, Tokyo, 153-8505, Japan
| | - Hitomi Tsuiji
- Education and Research Division of Pharmacy, School of Pharmacy, Aichi Gakuin University, Nagoya, Aichi, 464-8650, Japan
| | - Yoshiho Ikeuchi
- Institute of Industrial Science, The University of Tokyo, Meguro-ku, Tokyo, 153-8505, Japan
- Department of Chemistry and Biotechnology, School of Engineering, The University of Tokyo, Bunkyo-ku, Tokyo, 113-0033, Japan
- Institute for AI and Beyond, The University of Tokyo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Yuichi Shichino
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Saitama, 351-0198, Japan.
| | - Shintaro Iwasaki
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba, 277-8561, Japan.
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Wako, Saitama, 351-0198, Japan.
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28
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Nemeth K, Bayraktar R, Ferracin M, Calin GA. Non-coding RNAs in disease: from mechanisms to therapeutics. Nat Rev Genet 2024; 25:211-232. [PMID: 37968332 DOI: 10.1038/s41576-023-00662-1] [Citation(s) in RCA: 281] [Impact Index Per Article: 281.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/19/2023] [Indexed: 11/17/2023]
Abstract
Non-coding RNAs (ncRNAs) are a heterogeneous group of transcripts that, by definition, are not translated into proteins. Since their discovery, ncRNAs have emerged as important regulators of multiple biological functions across a range of cell types and tissues, and their dysregulation has been implicated in disease. Notably, much research has focused on the link between microRNAs (miRNAs) and human cancers, although other ncRNAs, such as long non-coding RNAs (lncRNAs) and circular RNAs (circRNAs), are also emerging as relevant contributors to human disease. In this Review, we summarize our current understanding of the roles of miRNAs, lncRNAs and circRNAs in cancer and other major human diseases, notably cardiovascular, neurological and infectious diseases. Further, we discuss the potential use of ncRNAs as biomarkers of disease and as therapeutic targets.
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Affiliation(s)
- Kinga Nemeth
- Translational Molecular Pathology Department, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Recep Bayraktar
- Translational Molecular Pathology Department, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Manuela Ferracin
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, Bologna, Italy.
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.
| | - George A Calin
- Translational Molecular Pathology Department, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
- The RNA Interference and Non-coding RNA Center, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
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29
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Mao Y, Qian SB. Making sense of mRNA translational "noise". Semin Cell Dev Biol 2024; 154:114-122. [PMID: 36925447 PMCID: PMC10500040 DOI: 10.1016/j.semcdb.2023.03.004] [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: 03/16/2022] [Revised: 03/09/2023] [Accepted: 03/09/2023] [Indexed: 03/15/2023]
Abstract
The importance of translation fidelity has been apparent since the discovery of genetic code. It is commonly believed that translation deviating from the main coding region is to be avoided at all times inside cells. However, ribosome profiling and mass spectrometry have revealed pervasive noncanonical translation. Both the scope and origin of translational "noise" are just beginning to be appreciated. Although largely overlooked, those translational "noises" are associated with a wide range of cellular functions, such as producing unannotated protein products. Furthermore, the dynamic nature of translational "noise" is responsive to stress conditions, highlighting the beneficial effect of translational "noise" in stress adaptation. Mechanistic investigation of translational "noise" will provide better insight into the mechanisms of translational regulation. Ultimately, they are not "noise" at all but represent a signature of cellular activities under pathophysiological conditions. Deciphering translational "noise" holds the therapeutic and diagnostic potential in a wide spectrum of human diseases.
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Affiliation(s)
- Yuanhui Mao
- Division of Nutritional Sciences, Cornell University, Ithaca, NY 14853, USA
| | - Shu-Bing Qian
- Division of Nutritional Sciences, Cornell University, Ithaca, NY 14853, USA.
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30
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Geng G, Yu C, Yuan X. Variable eIF4E-binding sites and their synergistic effect on cap-independent translation in a novel IRES of wheat yellow mosaic virus RNA2 isolates. Int J Biol Macromol 2024; 254:128062. [PMID: 37967597 DOI: 10.1016/j.ijbiomac.2023.128062] [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: 08/10/2023] [Revised: 11/07/2023] [Accepted: 11/10/2023] [Indexed: 11/17/2023]
Abstract
Some viral proteins are translated cap-independently via the internal ribosome entry site (IRES), which maintains conservative characteristic among different isolates of the same virus species. However, IRES activity showed a 7-fold variance in RNA2 of wheat yellow mosaic virus (WYMV) HC and LYJN isolates in this study. Based on RNA structure probing and mutagenesis assay, the loosened middle stem of H1 and the hepta-nucleotide top loop of H2 in the LYJN isolate synergistically ensured higher IRES activity than that in the HC isolate. In addition, the conserved top loop of H1 ensured basic IRES activity in HC and LYJN isolates. WYMV RNA2 5'-UTR specifically interacted with the wheat eIF4E, accomplished by the top loop of H1 in the HC isolate or the top loop of H1 and H2 in the LYJN isolate. The high IRES activity of the WYMV RNA2 LYJN isolate was regulated by two eIF4E-binding sites, which showed a synergistic effect mediated by the proximity of the H1 and H2 top loops owing to the flexibility of the middle stem in H1. This report presents a novel evolution pattern of IRES, which altered the number of eIF4E-binding sites to regulate IRES activity.
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Affiliation(s)
- Guowei Geng
- Department of Plant Pathology, College of Plant Protection, Shandong Agricultural University, Shandong Province Key Laboratory of Agricultural Microbiology, Tai'an 271018, PR China
| | - Chengming Yu
- Department of Plant Pathology, College of Plant Protection, Shandong Agricultural University, Shandong Province Key Laboratory of Agricultural Microbiology, Tai'an 271018, PR China
| | - Xuefeng Yuan
- Department of Plant Pathology, College of Plant Protection, Shandong Agricultural University, Shandong Province Key Laboratory of Agricultural Microbiology, Tai'an 271018, PR China.
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Metkar M, Pepin CS, Moore MJ. Tailor made: the art of therapeutic mRNA design. Nat Rev Drug Discov 2024; 23:67-83. [PMID: 38030688 DOI: 10.1038/s41573-023-00827-x] [Citation(s) in RCA: 20] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/09/2023] [Indexed: 12/01/2023]
Abstract
mRNA medicine is a new and rapidly developing field in which the delivery of genetic information in the form of mRNA is used to direct therapeutic protein production in humans. This approach, which allows for the quick and efficient identification and optimization of drug candidates for both large populations and individual patients, has the potential to revolutionize the way we prevent and treat disease. A key feature of mRNA medicines is their high degree of designability, although the design choices involved are complex. Maximizing the production of therapeutic proteins from mRNA medicines requires a thorough understanding of how nucleotide sequence, nucleotide modification and RNA structure interplay to affect translational efficiency and mRNA stability. In this Review, we describe the principles that underlie the physical stability and biological activity of mRNA and emphasize their relevance to the myriad considerations that factor into therapeutic mRNA design.
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Wen J, Liu J, Wan L, Wang F. Long noncoding RNA/circular RNA regulates competitive endogenous RNA networks in rheumatoid arthritis: molecular mechanisms and traditional Chinese medicine therapeutic significances. Ann Med 2023; 55:973-989. [PMID: 36905646 PMCID: PMC10795602 DOI: 10.1080/07853890.2023.2172605] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Accepted: 01/20/2023] [Indexed: 03/13/2023] Open
Abstract
Rheumatoid arthritis (RA) is a systemic and autoimmune disease that is mainly featured abnormal fibroblast-like synoviocyte (FLS) proliferation and inflammatory cell infiltration. Abnormal expression or function of long noncoding RNAs (lncRNAs) and circular RNAs (circRNAs) are closely related to human diseases, including RA. There has been increasing evidence showing that in the competitive endogenous RNA (ceRNA) networks, both lncRNA and circRNA are vital in the biological functions of cells. Nevertheless, the exact mechanism of ceRNA in RA remains to be investigated. Herein, we summarized the molecular potencies of lncRNA/circRNA-mediated ceRNA networks in RA, with emphasis on the phenotypic regulation of ceRNA in the progression of RA, including regulation of proliferation, invasion, inflammation and apoptosis, as well as the role of ceRNA in traditional Chinese medicine (TCM) in the treatment of RA. In addition, we also discussed the future direction and potential clinical value of ceRNA in the treatment of RA, which may provide potential reference value for clinical trials of TCM therapy for the treatment of RA.Key messagesLong noncoding RNA/circular RNA can work as the competitive endogenous RNA sponge and participate in the pathogenesis of rheumatoid arthritis.Traditional Chinese medicine and its agents have shown potential roles in the prevention and treatment of rheumatoid arthritis via competitive endogenous RNA.
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Affiliation(s)
- Jianting Wen
- Department of Rheumatology and Immunology, First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei, Anhui, China
- Institute of Rheumatology, Anhui Academy of Chinese Medicine, Hefei, Anhui, China
- Key Laboratory of Xin’an Medicine of the Ministry of Education, Anhui University of Chinese Medicine, Hefei, Anhui, China
| | - Jian Liu
- Department of Rheumatology and Immunology, First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei, Anhui, China
- Institute of Rheumatology, Anhui Academy of Chinese Medicine, Hefei, Anhui, China
- Department of Internal Medicine Application Foundation Research and Development, Anhui Province—Key Laboratory of Modern Chinese Medicine, Hefei, Anhui, China
| | - Lei Wan
- Department of Rheumatology and Immunology, First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei, Anhui, China
- Institute of Rheumatology, Anhui Academy of Chinese Medicine, Hefei, Anhui, China
- Department of Internal Medicine Application Foundation Research and Development, Anhui Province—Key Laboratory of Modern Chinese Medicine, Hefei, Anhui, China
| | - Fanfan Wang
- Department of Rheumatology and Immunology, First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei, Anhui, China
- Institute of Rheumatology, Anhui Academy of Chinese Medicine, Hefei, Anhui, China
- Department of Internal Medicine Application Foundation Research and Development, Anhui Province—Key Laboratory of Modern Chinese Medicine, Hefei, Anhui, China
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Sherwood DR, Kenny-Ganzert IW, Balachandar Thendral S. Translational regulation of cell invasion through extracellular matrix-an emerging role for ribosomes. F1000Res 2023; 12:1528. [PMID: 38628976 PMCID: PMC11019292 DOI: 10.12688/f1000research.143519.1] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/22/2023] [Indexed: 04/19/2024] Open
Abstract
Many developmental and physiological processes require cells to invade and migrate through extracellular matrix barriers. This specialized cellular behavior is also misregulated in many diseases, such as immune disorders and cancer. Cell invasive activity is driven by pro-invasive transcriptional networks that activate the expression of genes encoding numerous different proteins that expand and regulate the cytoskeleton, endomembrane system, cell adhesion, signaling pathways, and metabolic networks. While detailed mechanistic studies have uncovered crucial insights into pro-invasive transcriptional networks and the distinct cell biological attributes of invasive cells, less is known about how invasive cells modulate mRNA translation to meet the robust, dynamic, and unique protein production needs of cell invasion. In this review we outline known modes of translation regulation promoting cell invasion and focus on recent studies revealing elegant mechanisms that expand ribosome biogenesis within invasive cells to meet the increased protein production requirements to invade and migrate through extracellular matrix barriers.
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Lin HH, Chang CY, Huang YR, Shen CH, Wu YC, Chang KL, Lee YC, Lin YC, Ting WC, Chien HJ, Zheng YF, Lai CC, Hsiao KY. Exon Junction Complex Mediates the Cap-Independent Translation of Circular RNA. Mol Cancer Res 2023; 21:1220-1233. [PMID: 37527157 DOI: 10.1158/1541-7786.mcr-22-0877] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 06/22/2023] [Accepted: 07/25/2023] [Indexed: 08/03/2023]
Abstract
Evidence that circular RNAs (circRNA) serve as protein template is accumulating. However, how the cap-independent translation is controlled remains largely uncharacterized. Here, we show that the presence of intron and thus splicing promote cap-independent translation. By acquiring the exon junction complex (EJC) after splicing, the interaction between circRNA and ribosomes was promoted, thereby facilitating translation. Prevention of splicing by treatment with spliceosome inhibitor or mutating splicing signal hindered cap-independent translation of circRNA. Moreover, EJC-tethering using Cas13 technology reconstituted EJC-dependent circRNA translation. Finally, the level of a coding circRNA from succinate dehydrogenase assembly factor 2 (circSDHAF2) was found to be elevated in the tumorous tissues from patients with colorectal cancer, and shown to be critical in tumorigenesis of colorectal cancer in both cell and murine models. These findings reveal that EJC-dependent control of circSDHAF2 translation is involved in the regulation of oncogenic pathways. IMPLICATIONS EJC-mediated cap-independent translation of circRNA is implicated in the tumorigenesis of colorectal cancer.
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Affiliation(s)
- Hui-Hsuan Lin
- Doctoral Program in Tissue Engineering and Regenerative Medicine, National Chung Hsing University, Taichung, Taiwan
- Institute of Biochemistry, College of Life Sciences, National Chung Hsing University, Taichung, Taiwan
| | - Chiu-Yuan Chang
- Institute of Biochemistry, College of Life Sciences, National Chung Hsing University, Taichung, Taiwan
| | - Yi-Ren Huang
- Institute of Biochemistry, College of Life Sciences, National Chung Hsing University, Taichung, Taiwan
| | - Che-Hung Shen
- Doctoral Program in Tissue Engineering and Regenerative Medicine, National Chung Hsing University, Taichung, Taiwan
- National Institute of Cancer Research, National Health Research Institutes, Tainan, Taiwan
| | - Yu-Chen Wu
- Institute of Biochemistry, College of Life Sciences, National Chung Hsing University, Taichung, Taiwan
| | - Kai-Li Chang
- Department of Physiology, National Cheng Kung University, Tainan, Taiwan
| | - Yueh-Chun Lee
- Department of Radiation Oncology, Chung Shan Medical University Hospital, Taichung, Taiwan
- School of Medicine, Chung Shan Medical University, Taichung, Taiwan
| | - Ya-Chi Lin
- Department of Plant Pathology, College of Agriculture and Natural Resources, National Chung Hsing University, Taichung, Taiwan
- Department of Medical Laboratory Science and Biotechnology, Asia University, Taichung, Taiwan
| | - Wen-Chien Ting
- Division of Colorectal Surgery, Department of Surgery, Chung Shan Medical University Hospital, Taichung, Taiwan
| | - Han-Ju Chien
- Department of Biochemical Science and Technology, National Chiayi University, Chiayi, Taiwan
| | - Yi-Feng Zheng
- Institute of Molecular Biology, College of Life Sciences, National Chung Hsing University, Taichung, Taiwan
| | - Chien-Chen Lai
- Institute of Molecular Biology, College of Life Sciences, National Chung Hsing University, Taichung, Taiwan
| | - Kuei-Yang Hsiao
- Doctoral Program in Tissue Engineering and Regenerative Medicine, National Chung Hsing University, Taichung, Taiwan
- Institute of Biochemistry, College of Life Sciences, National Chung Hsing University, Taichung, Taiwan
- Doctoral Program in Translational Medicine, College of Life Sciences, National Chung Hsing University, Taichung
- Rong Hsing Research Center for Translational Medicine, College of Life Sciences, National Chung Hsing University, Taichung
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Harris MT, Marr MT. The intrinsically disordered region of eIF5B stimulates IRES usage and nucleates biological granule formation. Cell Rep 2023; 42:113283. [PMID: 37862172 PMCID: PMC10680144 DOI: 10.1016/j.celrep.2023.113283] [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: 08/27/2022] [Revised: 03/22/2023] [Accepted: 09/29/2023] [Indexed: 10/22/2023] Open
Abstract
Cells activate stress response pathways to survive adverse conditions. Such responses involve the inhibition of global cap-dependent translation. This inhibition is a block that essential transcripts must escape via alternative methods of translation initiation, e.g., an internal ribosome entry site (IRES). IRESs have distinct structures and generally require a limited repertoire of translation factors. Cellular IRESs have been identified in many critical cellular stress response transcripts. We previously identified cellular IRESs in the murine insulin receptor (Insr) and insulin-like growth factor 1 receptor (Igf1r) transcripts and demonstrated their resistance to eukaryotic initiation factor 4F (eIF4F) inhibition. Here, we find that eIF5B preferentially promotes Insr, Igf1r, and hepatitis C virus IRES activity through a non-canonical mechanism that requires its highly charged and disordered N terminus. We find that the N-terminal region of eIF5B can drive cytoplasmic granule formation. This eIF5B granule is triggered by cellular stress and is sufficient to specifically promote IRES activity.
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Affiliation(s)
- Meghan T Harris
- Department of Biology and Rosenstiel Basic Medical Sciences Research Center, Brandeis University, Waltham, MA 02453, USA
| | - Michael T Marr
- Department of Biology and Rosenstiel Basic Medical Sciences Research Center, Brandeis University, Waltham, MA 02453, USA.
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Lindner G, Takenaka K, Santucci K, Gao Y, Janitz M. Protein-coding circular RNAs - mechanism, detection, and their role in cancer and neurodegenerative diseases. Biochem Biophys Res Commun 2023; 678:68-77. [PMID: 37619313 DOI: 10.1016/j.bbrc.2023.08.037] [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: 06/07/2023] [Revised: 08/04/2023] [Accepted: 08/16/2023] [Indexed: 08/26/2023]
Abstract
Circular RNAs (circRNAs) are a unique class of non-coding RNAs and were originally thought to have no protein-coding potential due to their lack of a 5' cap and 3' poly(A) tail. However, recent studies have challenged this notion and revealed that some circRNAs have protein-coding potential. They have emerged as a key area of interest in cancer and neurodegeneration research as recent studies have identified several circRNAs that can produce functional proteins with important roles in cancer progression. The protein-coding potential of circRNAs is determined by the presence of an open reading frame (ORF) within the circular structure that can encode a protein. In some cases, the ORF can be translated into a functional protein despite the lack of traditional mRNA features. While the protein-coding potential of most circRNAs remains unclear, several studies have identified specific circRNAs that can produce functional proteins. Understanding the protein-coding potential of circRNAs is important for unravelling their biological functions and potential roles in disease. Our review provides comprehensive coverage of recent advances in the field of circRNA protein-coding capacity and its impact on cancer and neurodegenerative diseases pathogenesis and progression.
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Affiliation(s)
- Grace Lindner
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Konii Takenaka
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Kristina Santucci
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Yulan Gao
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Michael Janitz
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, NSW, Australia.
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Perenkov AD, Sergeeva AD, Vedunova MV, Krysko DV. In Vitro Transcribed RNA-Based Platform Vaccines: Past, Present, and Future. Vaccines (Basel) 2023; 11:1600. [PMID: 37897003 PMCID: PMC10610676 DOI: 10.3390/vaccines11101600] [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: 09/17/2023] [Revised: 10/07/2023] [Accepted: 10/10/2023] [Indexed: 10/29/2023] Open
Abstract
mRNA was discovered in 1961, but it was not used as a vaccine until after three decades. Recently, the development of mRNA vaccine technology gained great impetus from the pursuit of vaccines against COVID-19. To improve the properties of RNA vaccines, and primarily their circulation time, self-amplifying mRNA and trans-amplifying mRNA were developed. A separate branch of mRNA technology is circular RNA vaccines, which were developed with the discovery of the possibility of translation on their protein matrix. Circular RNA has several advantages over mRNA vaccines and is considered a fairly promising platform, as is trans-amplifying mRNA. This review presents an overview of the mRNA platform and a critical discussion of the more modern self-amplifying mRNA, trans-amplifying mRNA, and circular RNA platforms created on its basis. Finally, the main features, advantages, and disadvantages of each of the presented mRNA platforms are discussed. This discussion will facilitate the decision-making process in selecting the most appropriate platform for creating RNA vaccines against cancer or viral diseases.
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Affiliation(s)
- Alexey D. Perenkov
- Institute of Biology and Biomedicine, National Research Lobachevsky State University of Nizhny Novgorod, 603022 Nizhny Novgorod, Russia
| | - Alena D. Sergeeva
- Institute of Biology and Biomedicine, National Research Lobachevsky State University of Nizhny Novgorod, 603022 Nizhny Novgorod, Russia
| | - Maria V. Vedunova
- Institute of Biology and Biomedicine, National Research Lobachevsky State University of Nizhny Novgorod, 603022 Nizhny Novgorod, Russia
| | - Dmitri V. Krysko
- Institute of Biology and Biomedicine, National Research Lobachevsky State University of Nizhny Novgorod, 603022 Nizhny Novgorod, Russia
- Cell Death Investigation and Therapy (CDIT) Laboratory, Anatomy and Embryology Unit, Department of Human Structure and Repair, Faculty of Medicine and Health Science, Ghent University, 9000 Ghent, Belgium
- Cancer Research Institute Ghent, 9000 Ghent, Belgium
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38
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Fang JC, Liu MJ. Translation initiation at AUG and non-AUG triplets in plants. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2023; 335:111822. [PMID: 37574140 DOI: 10.1016/j.plantsci.2023.111822] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Revised: 07/22/2023] [Accepted: 08/07/2023] [Indexed: 08/15/2023]
Abstract
In plants and other eukaryotes, precise selection of translation initiation site (TIS) on mRNAs shapes the proteome in response to cellular events or environmental cues. The canonical translation of mRNAs initiates at a 5' proximal AUG codon in a favorable context. However, the coding and non-coding regions of plant genomes contain numerous unannotated alternative AUG and non-AUG TISs. Determining how and why these unexpected and prevalent TISs are activated in plants has emerged as an exciting research area. In this review, we focus on the selection of plant TISs and highlight studies that revealed previously unannotated TISs used in vivo via comparative genomics and genome-wide profiling of ribosome positioning and protein N-terminal ends. The biological signatures of non-AUG TIS-initiated open reading frames (ORFs) in plants are also discussed. We describe what is understood about cis-regulatory RNA elements and trans-acting eukaryotic initiation factors (eIFs) in the site selection for translation initiation by featuring the findings in plants along with supporting findings in non-plant species. The prevalent, unannotated TISs provide a hidden reservoir of ORFs that likely help reshape plant proteomes in response to developmental or environmental cues. These findings underscore the importance of understanding the mechanistic basis of TIS selection to functionally annotate plant genomes, especially for crops with large genomes.
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Affiliation(s)
- Jhen-Cheng Fang
- Biotechnology Center in Southern Taiwan, Academia Sinica, Tainan 711, Taiwan
| | - Ming-Jung Liu
- Biotechnology Center in Southern Taiwan, Academia Sinica, Tainan 711, Taiwan; Agricultural Biotechnology Research Center, Academia Sinica, Taipei 115, Taiwan.
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Weingarten-Gabbay S, Bauer MR, Stanton AC, Klaeger S, Verzani EK, López D, Clauser KR, Carr SA, Abelin JG, Rice CM, Sabeti PC. Pan-viral ORFs discovery using Massively Parallel Ribosome Profiling. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.09.26.559641. [PMID: 37808651 PMCID: PMC10557741 DOI: 10.1101/2023.09.26.559641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/10/2023]
Abstract
Unveiling the complete proteome of viruses is crucial to our understanding of the viral life cycle and interaction with the host. We developed Massively Parallel Ribosome Profiling (MPRP) to experimentally determine open reading frames (ORFs) in 20,170 designed oligonucleotides across 679 human-associated viral genomes. We identified 5,381 ORFs, including 4,208 non-canonical ORFs, and show successful detection of both annotated coding sequences (CDSs) and reported non-canonical ORFs. By examining immunopeptidome datasets of infected cells, we found class I human leukocyte antigen (HLA-I) peptides originating from non-canonical ORFs identified through MPRP. By inspecting ribosome occupancies on the 5'UTR and CDS regions of annotated viral genes, we identified hundreds of upstream ORFs (uORFs) that negatively regulate the synthesis of canonical viral proteins. The unprecedented source of viral ORFs across a wide range of viral families, including highly pathogenic viruses, expands the repertoire of vaccine targets and exposes new cis-regulatory sequences in viral genomes.
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40
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Niu D, Wu Y, Lian J. Circular RNA vaccine in disease prevention and treatment. Signal Transduct Target Ther 2023; 8:341. [PMID: 37691066 PMCID: PMC10493228 DOI: 10.1038/s41392-023-01561-x] [Citation(s) in RCA: 66] [Impact Index Per Article: 33.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2023] [Revised: 06/02/2023] [Accepted: 07/09/2023] [Indexed: 09/12/2023] Open
Abstract
CircRNAs are a class of single-stranded RNAs with covalently linked head-to-tail topology. In the decades since its initial discovery, their biogenesis, regulation, and function have rapidly disclosed, permitting a better understanding and adoption of them as new tools for medical applications. With the development of biotechnology and molecular medicine, artificial circRNAs have been engineered as a novel class of vaccines for disease treatment and prevention. Unlike the linear mRNA vaccine which applications were limited by its instability, inefficiency, and innate immunogenicity, circRNA vaccine which incorporate internal ribosome entry sites (IRESs) and open reading frame (ORF) provides an improved approach to RNA-based vaccination with safety, stability, simplicity of manufacture, and scalability. However, circRNA vaccines are at an early stage, and their optimization, delivery and applications require further development and evaluation. In this review, we comprehensively describe circRNA vaccine, including their history and superiority. We also summarize and discuss the current methodological research for circRNA vaccine preparation, including their design, synthesis, and purification. Finally, we highlight the delivery options of circRNA vaccine and its potential applications in diseases treatment and prevention. Considering their unique high stability, low immunogenicity, protein/peptide-coding capacity and special closed-loop construction, circRNA vaccine, and circRNA-based therapeutic platforms may have superior application prospects in a broad range of diseases.
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Affiliation(s)
- Dun Niu
- Department of Clinical Laboratory Medicine, Southwest Hospital, Army Medical University (Third Military Medical University), 400038, Chongqing, China
- Department of Clinical Biochemistry, Army Medical University (Third Military Medical University), 400038, Chongqing, China
| | - Yaran Wu
- Department of Clinical Laboratory Medicine, Southwest Hospital, Army Medical University (Third Military Medical University), 400038, Chongqing, China
- Department of Clinical Biochemistry, Army Medical University (Third Military Medical University), 400038, Chongqing, China
| | - Jiqin Lian
- Department of Clinical Laboratory Medicine, Southwest Hospital, Army Medical University (Third Military Medical University), 400038, Chongqing, China.
- Department of Clinical Biochemistry, Army Medical University (Third Military Medical University), 400038, Chongqing, China.
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41
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Lewicka A, Roman C, Jones S, Disare M, Rice P, Piccirilli J. Crystal structure of a cap-independent translation enhancer RNA. Nucleic Acids Res 2023; 51:8891-8907. [PMID: 37548413 PMCID: PMC10484670 DOI: 10.1093/nar/gkad649] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 07/14/2023] [Accepted: 07/28/2023] [Indexed: 08/08/2023] Open
Abstract
In eukaryotic messenger RNAs, the 5' cap structure binds to the translation initiation factor 4E to facilitate early stages of translation. Although many plant viruses lack the 5' cap structure, some contain cap-independent translation elements (CITEs) in their 3' untranslated region. The PTE (Panicum mosaic virus translation element) class of CITEs contains a G-rich asymmetric bulge and a C-rich helical junction that were proposed to interact via formation of a pseudoknot. SHAPE analysis of PTE homologs reveals a highly reactive guanosine residue within the G-rich region proposed to mediate eukaryotic initiation factor 4E (eIF4E) recognition. Here we have obtained the crystal structure of the PTE from Pea enation mosaic virus 2 (PEMV2) RNA in complex with our structural chaperone, Fab BL3-6. The structure reveals that the G-rich and C-rich regions interact through a complex network of interactions distinct from those expected for a pseudoknot. The motif, which contains a short parallel duplex, provides a structural mechanism for how the guanosine is extruded from the core stack to enable eIF4E recognition. Homologous PTE elements harbor a G-rich bulge and a three-way junction and exhibit covariation at crucial positions, suggesting that the PEMV2 tertiary architecture is conserved among these homologs.
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Affiliation(s)
- Anna Lewicka
- Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, IL 60637, USA
| | - Christina Roman
- Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, IL 60637, USA
| | - Stacey Jones
- Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, IL 60637, USA
| | - Michael Disare
- Department of Chemistry, The University of Chicago, Chicago, IL 60637, USA
| | - Phoebe A Rice
- Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, IL 60637, USA
| | - Joseph A Piccirilli
- Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, IL 60637, USA
- Department of Chemistry, The University of Chicago, Chicago, IL 60637, USA
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Guo Y, Shao J, Zhang R, Han M, Kong L, Liu Z, Li H, Wei D, Lu M, Zhang S, Zhang C, Wei H, Chen Z, Bian H. Large HBV Surface Protein-Induced Unfolded Protein Response Dynamically Regulates p27 Degradation in Hepatocellular Carcinoma Progression. Int J Mol Sci 2023; 24:13825. [PMID: 37762128 PMCID: PMC10530851 DOI: 10.3390/ijms241813825] [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: 07/20/2023] [Revised: 09/01/2023] [Accepted: 09/04/2023] [Indexed: 09/29/2023] Open
Abstract
Up to 50% of hepatocellular carcinoma (HCC) is caused by hepatitis B virus (HBV) infection, and the surface protein of HBV is essential for the progression of HBV-related HCC. The expression of large HBV surface antigen (LHB) is presented in HBV-associated HCC tissues and is significantly associated with the development of HCC. Gene set enrichment analysis revealed that LHB overexpression regulates the cell cycle process. Excess LHB in HCC cells induced chronic endoplasmic reticulum (ER) stress and was significantly correlated with tumor growth in vivo. Cell cycle analysis showed that cell cycle progression from G1 to S phase was greatly enhanced in vitro. We identified intensive crosstalk between ER stress and cell cycle progression in HCC. As an important regulator of the G1/S checkpoint, p27 was transcriptionally upregulated by transcription factors ATF4 and XBP1s, downstream of the unfolded protein response pathway. Moreover, LHB-induced ER stress promoted internal ribosome-entry-site-mediated selective translation of p27, and E3 ubiquitin ligase HRD1-mediated p27 ubiquitination and degradation. Ultimately, the decrease in p27 protein levels reduced G1/S arrest and promoted the progress of HCC by regulating the cell cycle.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | - Zhinan Chen
- National Translational Science Center for Molecular Medicine and Department of Cell Biology, Fourth Military Medical University, Xi’an 710032, China; (Y.G.)
| | - Huijie Bian
- National Translational Science Center for Molecular Medicine and Department of Cell Biology, Fourth Military Medical University, Xi’an 710032, China; (Y.G.)
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Kleinschmidt H, Xu C, Bai L. Using Synthetic DNA Libraries to Investigate Chromatin and Gene Regulation. Chromosoma 2023; 132:167-189. [PMID: 37184694 PMCID: PMC10542970 DOI: 10.1007/s00412-023-00796-5] [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: 02/05/2023] [Revised: 04/25/2023] [Accepted: 04/26/2023] [Indexed: 05/16/2023]
Abstract
Despite the recent explosion in genome-wide studies in chromatin and gene regulation, we are still far from extracting a set of genetic rules that can predict the function of the regulatory genome. One major reason for this deficiency is that gene regulation is a multi-layered process that involves an enormous variable space, which cannot be fully explored using native genomes. This problem can be partially solved by introducing synthetic DNA libraries into cells, a method that can test the regulatory roles of thousands to millions of sequences with limited variables. Here, we review recent applications of this method to study transcription factor (TF) binding, nucleosome positioning, and transcriptional activity. We discuss the design principles, experimental procedures, and major findings from these studies and compare the pros and cons of different approaches.
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Affiliation(s)
- Holly Kleinschmidt
- Department of Biochemistry and Molecular Biology, The Pennsylvania State University, University Park, PA, 16802, USA
- Center for Eukaryotic Gene Regulation, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Cheng Xu
- Department of Biochemistry and Molecular Biology, The Pennsylvania State University, University Park, PA, 16802, USA
- Center for Eukaryotic Gene Regulation, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Lu Bai
- Department of Biochemistry and Molecular Biology, The Pennsylvania State University, University Park, PA, 16802, USA.
- Center for Eukaryotic Gene Regulation, The Pennsylvania State University, University Park, PA, 16802, USA.
- Department of Physics, The Pennsylvania State University, University Park, PA, 16802, USA.
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44
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Zhou Y, Wu J, Yao S, Xu Y, Zhao W, Tong Y, Zhou Z. DeepCIP: A multimodal deep learning method for the prediction of internal ribosome entry sites of circRNAs. Comput Biol Med 2023; 164:107288. [PMID: 37542919 DOI: 10.1016/j.compbiomed.2023.107288] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Revised: 07/05/2023] [Accepted: 07/28/2023] [Indexed: 08/07/2023]
Abstract
Circular RNAs (circRNAs) have been found to have the ability to encode proteins through internal ribosome entry sites (IRESs), which are essential RNA regulatory elements for cap-independent translation. Identification of IRES elements in circRNA is crucial for understanding its function. Previous studies have presented IRES predictors based on machine learning techniques, but they were mainly designed for linear RNA IRES. In this study, we proposed DeepCIP (Deep learning method for CircRNA IRES Prediction), a multimodal deep learning approach that employs both sequence and structural information for circRNA IRES prediction. Our results demonstrate the effectiveness of the sequence and structure models used by DeepCIP in feature extraction and suggest that integrating sequence and structural information efficiently improves the accuracy of prediction. The comparison studies indicate that DeepCIP outperforms other comparative methods on the test set and real circRNA IRES dataset. Furthermore, through the integration of an interpretable analysis mechanism, we elucidate the sequence patterns learned by our model, which align with the previous discovery of motifs that facilitate circRNA translation. Thus, DeepCIP has the potential to enhance the study of the coding potential of circRNAs and contribute to the design of circRNA-based drugs. DeepCIP as a standalone program is freely available at https://github.org/zjupgx/DeepCIP.
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Affiliation(s)
- Yuxuan Zhou
- Innovation Institute for Artificial Intelligence in Medicine and Zhejiang Provincial Key Laboratory of Anti-Cancer Drug Research, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, 310058, China; Zhejiang University Innovation Institute for Artificial Intelligence in Medicine - Aoming (Hangzhou) Biomedical Co., Ltd. Joint Laboratory, Hangzhou, 310018, China
| | - Jingcheng Wu
- Innovation Institute for Artificial Intelligence in Medicine and Zhejiang Provincial Key Laboratory of Anti-Cancer Drug Research, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, 310058, China
| | - Shihao Yao
- College of Life Sciences, China Jiliang University, Hangzhou, 310018, China; China Jiliang University - Aoming (Hangzhou) Biomedical Co., Ltd. Joint Laboratory, Hangzhou, 310018, China
| | - Yulian Xu
- College of Life Sciences, China Jiliang University, Hangzhou, 310018, China; China Jiliang University - Aoming (Hangzhou) Biomedical Co., Ltd. Joint Laboratory, Hangzhou, 310018, China
| | - Wenbin Zhao
- Innovation Institute for Artificial Intelligence in Medicine and Zhejiang Provincial Key Laboratory of Anti-Cancer Drug Research, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, 310058, China; Zhejiang University Innovation Institute for Artificial Intelligence in Medicine - Aoming (Hangzhou) Biomedical Co., Ltd. Joint Laboratory, Hangzhou, 310018, China
| | - Yunguang Tong
- Innovation Institute for Artificial Intelligence in Medicine and Zhejiang Provincial Key Laboratory of Anti-Cancer Drug Research, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, 310058, China; College of Life Sciences, China Jiliang University, Hangzhou, 310018, China; Aoming (Hangzhou) Biomedical Co., Ltd., Hangzhou, 310018, China; Zhejiang University Innovation Institute for Artificial Intelligence in Medicine - Aoming (Hangzhou) Biomedical Co., Ltd. Joint Laboratory, Hangzhou, 310018, China; China Jiliang University - Aoming (Hangzhou) Biomedical Co., Ltd. Joint Laboratory, Hangzhou, 310018, China.
| | - Zhan Zhou
- Innovation Institute for Artificial Intelligence in Medicine and Zhejiang Provincial Key Laboratory of Anti-Cancer Drug Research, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, 310058, China; The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, 322000, China.
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45
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Imai S, Suzuki H, Fujiyoshi Y, Shimada I. Dynamically regulated two-site interaction of viral RNA to capture host translation initiation factor. Nat Commun 2023; 14:4977. [PMID: 37640715 PMCID: PMC10462655 DOI: 10.1038/s41467-023-40582-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 07/27/2023] [Indexed: 08/31/2023] Open
Abstract
Many RNA viruses employ internal ribosome entry sites (IRESs) in their genomic RNA to commandeer the host's translational machinery for replication. The IRES from encephalomyocarditis virus (EMCV) interacts with eukaryotic translation initiation factor 4 G (eIF4G), recruiting the ribosomal subunit for translation. Here, we analyze the three-dimensional structure of the complex composed of EMCV IRES, the HEAT1 domain fragment of eIF4G, and eIF4A, by cryo-electron microscopy. Two distinct eIF4G-interacting domains on the IRES are identified, and complex formation changes the angle therebetween. Further, we explore the dynamics of these domains by using solution NMR spectroscopy, revealing conformational equilibria in the microsecond to millisecond timescale. In the lowly-populated conformations, the base-pairing register of one domain is shifted with the structural transition of the three-way junction, as in the complex structure. Our study provides insights into the viral RNA's sophisticated strategy for optimal docking to hijack the host protein.
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Affiliation(s)
- Shunsuke Imai
- RIKEN Center for Biosystems Dynamics Research, Tsurumi-ku, Yokohama, 230-0045, Japan.
| | - Hiroshi Suzuki
- Cellular and Structural Physiology Laboratory (CeSPL), Tokyo Medical and Dental University, Bunkyo-ku, Tokyo, 113-8510, Japan
| | - Yoshinori Fujiyoshi
- Cellular and Structural Physiology Laboratory (CeSPL), Tokyo Medical and Dental University, Bunkyo-ku, Tokyo, 113-8510, Japan
| | - Ichio Shimada
- RIKEN Center for Biosystems Dynamics Research, Tsurumi-ku, Yokohama, 230-0045, Japan.
- Graduate School of Integrated Sciences for Life, Hiroshima University, Higashi-Hiroshima, 739-8528, Japan.
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46
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Trendel J, Boileau E, Jochem M, Dieterich C, Krijgsveld J. PEPseq quantifies transcriptome-wide changes in protein occupancy and reveals selective translational repression after translational stress. Nucleic Acids Res 2023; 51:e79. [PMID: 37395449 PMCID: PMC10415142 DOI: 10.1093/nar/gkad557] [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: 12/29/2022] [Revised: 05/24/2023] [Accepted: 06/30/2023] [Indexed: 07/04/2023] Open
Abstract
Post-transcriptional gene regulation is accomplished by the interplay of the transcriptome with RNA-binding proteins, which occurs in a dynamic manner in response to altered cellular conditions. Recording the combined occupancy of all proteins binding to the transcriptome offers the opportunity to interrogate if a particular treatment leads to any interaction changes, pointing to sites in RNA that undergo post-transcriptional regulation. Here, we establish a method to monitor protein occupancy in a transcriptome-wide fashion by RNA sequencing. To this end, peptide-enhanced pull-down for RNA sequencing (or PEPseq) uses metabolic RNA labelling with 4-thiouridine (4SU) for light-induced protein-RNA crosslinking, and N-hydroxysuccinimide (NHS) chemistry to isolate protein-crosslinked RNA fragments across all long RNA biotypes. We use PEPseq to investigate changes in protein occupancy during the onset of arsenite-induced translational stress in human cells and reveal an increase of protein interactions in the coding region of a distinct set of mRNAs, including mRNAs coding for the majority of cytosolic ribosomal proteins. We use quantitative proteomics to demonstrate that translation of these mRNAs remains repressed during the initial hours of recovery after arsenite stress. Thus, we present PEPseq as a discovery platform for the unbiased investigation of post-transcriptional regulation.
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Affiliation(s)
- Jakob Trendel
- European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Etienne Boileau
- Klaus Tschira Institute for Integrative Computational Cardiology, Heidelberg, Germany
- DZHK (German Centre for Cardiovascular Research) Partner Site Heidelberg/Mannheim, Germany
| | - Marco Jochem
- German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Christoph Dieterich
- Klaus Tschira Institute for Integrative Computational Cardiology, Heidelberg, Germany
- DZHK (German Centre for Cardiovascular Research) Partner Site Heidelberg/Mannheim, Germany
| | - Jeroen Krijgsveld
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- Heidelberg University, Medical Faculty, Heidelberg, Germany
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47
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Cheng J, Li G, Wang W, Stovall DB, Sui G, Li D. Circular RNAs with protein-coding ability in oncogenesis. Biochim Biophys Acta Rev Cancer 2023; 1878:188909. [PMID: 37172651 DOI: 10.1016/j.bbcan.2023.188909] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2023] [Revised: 05/08/2023] [Accepted: 05/08/2023] [Indexed: 05/15/2023]
Abstract
As ubiquitously expressed transcripts in eukaryotes, circular RNAs (circRNAs) are covalently closed and lack a 5'-cap and 3'-polyadenylation (poly (A)) tail. Initially, circRNAs were considered non-coding RNA (ncRNA), and their roles as sponging molecules to adsorb microRNAs have been extensively reported. However, in recent years, accumulating evidence has demonstrated that circRNAs could encode functional polypeptides through the initiation of translation mediated by internal ribosomal entry sites (IRESs) or N6-methyladenosine (m6A). In this review, we collectively discuss the biogenesis, cognate mRNA products, regulatory mechanisms, aberrant expression and biological phenotypes or clinical relevance of all currently reported, cancer-relevant protein-coding circRNAs. Overall, we provide a comprehensive overview of circRNA-encoded proteins and their physiological and pathological functions.
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Affiliation(s)
- Jiahui Cheng
- College of Life Science, Northeast Forestry University, Harbin 150040, China
| | - Guangyue Li
- College of Life Science, Northeast Forestry University, Harbin 150040, China
| | - Wenmeng Wang
- College of Life Science, Northeast Forestry University, Harbin 150040, China
| | - Daniel B Stovall
- College of Arts and Sciences, Winthrop University, Rock Hill, SC 29733, United States
| | - Guangchao Sui
- College of Life Science, Northeast Forestry University, Harbin 150040, China.
| | - Dangdang Li
- College of Life Science, Northeast Forestry University, Harbin 150040, China.
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48
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Seo JJ, Jung SJ, Yang J, Choi DE, Kim VN. Functional viromic screens uncover regulatory RNA elements. Cell 2023:S0092-8674(23)00675-X. [PMID: 37413987 DOI: 10.1016/j.cell.2023.06.007] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2022] [Revised: 04/21/2023] [Accepted: 06/10/2023] [Indexed: 07/08/2023]
Abstract
The number of sequenced viral genomes has surged recently, presenting an opportunity to understand viral diversity and uncover unknown regulatory mechanisms. Here, we conducted a screening of 30,367 viral segments from 143 species representing 96 genera and 37 families. Using a library of viral segments in 3' UTR, we identified hundreds of elements impacting RNA abundance, translation, and nucleocytoplasmic distribution. To illustrate the power of this approach, we investigated K5, an element conserved in kobuviruses, and found its potent ability to enhance mRNA stability and translation in various contexts, including adeno-associated viral vectors and synthetic mRNAs. Moreover, we identified a previously uncharacterized protein, ZCCHC2, as a critical host factor for K5. ZCCHC2 recruits the terminal nucleotidyl transferase TENT4 to elongate poly(A) tails with mixed sequences, delaying deadenylation. This study provides a unique resource for virus and RNA research and highlights the potential of the virosphere for biological discoveries.
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Affiliation(s)
- Jenny J Seo
- Center for RNA Research, Institute for Basic Science, Seoul 08826, Republic of Korea; School of Biological Sciences, Seoul National University, Seoul 08826, Republic of Korea
| | - Soo-Jin Jung
- Center for RNA Research, Institute for Basic Science, Seoul 08826, Republic of Korea; School of Biological Sciences, Seoul National University, Seoul 08826, Republic of Korea
| | - Jihye Yang
- Center for RNA Research, Institute for Basic Science, Seoul 08826, Republic of Korea; School of Biological Sciences, Seoul National University, Seoul 08826, Republic of Korea
| | - Da-Eun Choi
- Center for RNA Research, Institute for Basic Science, Seoul 08826, Republic of Korea; School of Biological Sciences, Seoul National University, Seoul 08826, Republic of Korea
| | - V Narry Kim
- Center for RNA Research, Institute for Basic Science, Seoul 08826, Republic of Korea; School of Biological Sciences, Seoul National University, Seoul 08826, Republic of Korea.
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49
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Vermeulen A, Takken FLW, Sánchez-Camargo VA. Translation Arrest: A Key Player in Plant Antiviral Response. Genes (Basel) 2023; 14:1293. [PMID: 37372472 DOI: 10.3390/genes14061293] [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: 05/22/2023] [Revised: 06/15/2023] [Accepted: 06/16/2023] [Indexed: 06/29/2023] Open
Abstract
Plants evolved several mechanisms to protect themselves against viruses. Besides recessive resistance, where compatible host factors required for viral proliferation are absent or incompatible, there are (at least) two types of inducible antiviral immunity: RNA silencing (RNAi) and immune responses mounted upon activation of nucleotide-binding domain leucine-rich repeat (NLR) receptors. RNAi is associated with viral symptom recovery through translational repression and transcript degradation following recognition of viral double-stranded RNA produced during infection. NLR-mediated immunity is induced upon (in)direct recognition of a viral protein by an NLR receptor, triggering either a hypersensitive response (HR) or an extreme resistance response (ER). During ER, host cell death is not apparent, and it has been proposed that this resistance is mediated by a translational arrest (TA) of viral transcripts. Recent research indicates that translational repression plays a crucial role in plant antiviral resistance. This paper reviews current knowledge on viral translational repression during viral recovery and NLR-mediated immunity. Our findings are summarized in a model detailing the pathways and processes leading to translational arrest of plant viruses. This model can serve as a framework to formulate hypotheses on how TA halts viral replication, inspiring new leads for the development of antiviral resistance in crops.
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Affiliation(s)
- Annemarie Vermeulen
- Molecular Plant Pathology, Swammerdam Institute for Life Sciences (SILS), University of Amsterdam, 1098 XH Amsterdam, The Netherlands
| | - Frank L W Takken
- Molecular Plant Pathology, Swammerdam Institute for Life Sciences (SILS), University of Amsterdam, 1098 XH Amsterdam, The Netherlands
| | - Victor A Sánchez-Camargo
- Molecular Plant Pathology, Swammerdam Institute for Life Sciences (SILS), University of Amsterdam, 1098 XH Amsterdam, The Netherlands
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50
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Khan D, Terenzi F, Liu G, Ghosh PK, Ye F, Nguyen K, China A, Ramachandiran I, Chakraborty S, Stefan J, Khan K, Vasu K, Dong F, Willard B, Karn J, Gack MU, Fox PL. A viral pan-end RNA element and host complex define a SARS-CoV-2 regulon. Nat Commun 2023; 14:3385. [PMID: 37296097 PMCID: PMC10250186 DOI: 10.1038/s41467-023-39091-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Accepted: 05/25/2023] [Indexed: 06/12/2023] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the causative agent of COVID-19, generates multiple protein-coding, subgenomic RNAs (sgRNAs) from a longer genomic RNA, all bearing identical termini with poorly understood roles in regulating viral gene expression. Insulin and interferon-gamma, two host-derived, stress-related agents, and virus spike protein, induce binding of glutamyl-prolyl-tRNA synthetase (EPRS1), within an unconventional, tetra-aminoacyl-tRNA synthetase complex, to the sgRNA 3'-end thereby enhancing sgRNA expression. We identify an EPRS1-binding sarbecoviral pan-end activating RNA (SPEAR) element in the 3'-end of viral RNAs driving agonist-induction. Translation of another co-terminal 3'-end feature, ORF10, is necessary for SPEAR-mediated induction, independent of Orf10 protein expression. The SPEAR element enhances viral programmed ribosomal frameshifting, thereby expanding its functionality. By co-opting noncanonical activities of a family of essential host proteins, the virus establishes a post-transcriptional regulon stimulating global viral RNA translation. A SPEAR-targeting strategy markedly reduces SARS-CoV-2 titer, suggesting a pan-sarbecoviral therapeutic modality.
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Affiliation(s)
- Debjit Khan
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Fulvia Terenzi
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - GuanQun Liu
- Florida Research and Innovation Center, Cleveland Clinic Foundation, Port St. Lucie, FL, 34987, USA
| | - Prabar K Ghosh
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Fengchun Ye
- Department of Molecular Biology and Microbiology, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Kien Nguyen
- Department of Molecular Biology and Microbiology, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Arnab China
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Iyappan Ramachandiran
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Shruti Chakraborty
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Jennifer Stefan
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Krishnendu Khan
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Kommireddy Vasu
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Franklin Dong
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Belinda Willard
- Lerner Research Institute Proteomics and Metabolomics Core, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Jonathan Karn
- Department of Molecular Biology and Microbiology, School of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Michaela U Gack
- Florida Research and Innovation Center, Cleveland Clinic Foundation, Port St. Lucie, FL, 34987, USA
| | - Paul L Fox
- Department of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA.
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