1
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Horner SM, Reaves JV. Recent insights into N 6-methyladenosine during viral infection. Curr Opin Genet Dev 2024; 87:102213. [PMID: 38901100 DOI: 10.1016/j.gde.2024.102213] [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: 03/01/2024] [Revised: 05/15/2024] [Accepted: 06/03/2024] [Indexed: 06/22/2024]
Abstract
The RNA modification of N6-methyladenosine (m6A) controls many aspects of RNA function that impact biological processes, including viral infection. In this review, we highlight recent work that shapes our current understanding of the diverse mechanisms by which m6A can regulate viral infection by acting on viral or cellular mRNA molecules. We focus on emerging concepts and understanding, including how viral infection alters the localization and function of m6A machinery proteins, how m6A regulates antiviral innate immunity, and the multiple roles of m6A in regulating specific viral infections. We also summarize the recent studies on m6A during SARS-CoV-2 infection, focusing on points of convergence and divergence. Ultimately, this review provides a snapshot of the latest research on m6A during viral infection.
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Affiliation(s)
- Stacy M Horner
- Department of Integrative Immunobiology, Duke University School of Medicine, Durham, NC 27710, USA; Department of Medicine, Duke University School of Medicine, Durham, NC 27710, USA.
| | - Jordan V Reaves
- Department of Integrative Immunobiology, Duke University School of Medicine, Durham, NC 27710, USA
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2
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Zhong X, Zhou Z, Yang G. The Functions of N-methyladenosine (m6A) Modification on HIV-1 mRNA. Cell Biochem Biophys 2024; 82:561-574. [PMID: 38753251 DOI: 10.1007/s12013-024-01280-2] [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] [Accepted: 04/17/2024] [Indexed: 08/25/2024]
Abstract
In recent years, there has been a growing interest in the study of RNA modifications, with some researchers focusing specifically on the connection between these modifications and viruses, as well as the impact they have on viral mRNA and its functionality. The most common type of RNA chemical modification is m6A, which involves the addition of a methyl group covalently to the N6 position of adenosine. It is a widely observed and evolutionarily conserved RNA modification. The regulation of m6A modification primarily involves methyltransferases (writers) and demethylases (erasers) and is mediated by m6A-binding proteins (readers). In HIV-1, m6A sites are predominantly located in the 5' untranslated region (5'UTR) and 3' untranslated region (3'UTR). Additionally, m6A modifications are also present in the RRE RNA of HIV-1. This review provides a detailed account of the effects of these m6A modifications on HIV-1 functionality.
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Affiliation(s)
- XinYu Zhong
- College of Pharmacy, Zhejiang University of Technology, Hangzhou, 310013, China
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou, 310013, China
| | - ZhuJiao Zhou
- College of Pharmacy, Zhejiang University of Technology, Hangzhou, 310013, China
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou, 310013, China
| | - Geng Yang
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou, 310013, China.
- Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Hangzhou City University, Hangzhou, 310013, China.
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3
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Horner SM, Thompson MG. Challenges to mapping and defining m 6A function in viral RNA. RNA (NEW YORK, N.Y.) 2024; 30:482-490. [PMID: 38531643 PMCID: PMC11019751 DOI: 10.1261/rna.079959.124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 02/09/2024] [Indexed: 03/28/2024]
Abstract
Viral RNA molecules contain multiple layers of regulatory information. This includes features beyond the primary sequence, such as RNA structures and RNA modifications, including N6-methyladenosine (m6A). Many recent studies have identified the presence and location of m6A in viral RNA and have found diverse regulatory roles for this modification during viral infection. However, to date, viral m6A mapping strategies have limitations that prevent a complete understanding of the function of m6A on individual viral RNA molecules. While m6A sites have been profiled on bulk RNA from many viruses, the resulting m6A maps of viral RNAs described to date present a composite picture of m6A across viral RNA molecules in the infected cell. Thus, for most viruses, it is unknown if unique viral m6A profiles exist throughout infection, nor if they regulate specific viral life cycle stages. Here, we describe several challenges to defining the function of m6A in viral RNA molecules and provide a framework for future studies to help in the understanding of how m6A regulates viral infection.
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Affiliation(s)
- Stacy M Horner
- Department of Integrative Immunobiology, Duke University School of Medicine, Durham, North Carolina 27710, USA
- Department of Medicine, Duke University School of Medicine, Durham, North Carolina 27710, USA
| | - Matthew G Thompson
- Department of Integrative Immunobiology, Duke University School of Medicine, Durham, North Carolina 27710, USA
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4
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Honeycutt E, Kizito F, Karn J, Sweet T. Direct Analysis of HIV mRNA m 6A Methylation by Nanopore Sequencing. Methods Mol Biol 2024; 2807:209-227. [PMID: 38743231 DOI: 10.1007/978-1-0716-3862-0_15] [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: 05/16/2024]
Abstract
The post-transcriptional processing and chemical modification of HIV RNA are understudied aspects of HIV virology, primarily due to the limited ability to accurately map and quantify RNA modifications. Modification-specific antibodies or modification-sensitive endonucleases coupled with short-read RNA sequencing technologies have allowed for low-resolution or limited mapping of important regulatory modifications of HIV RNA such as N6-methyladenosine (m6A). However, a high-resolution map of where these sites occur on HIV transcripts is needed for detailed mechanistic understanding. This has recently become possible with new sequencing technologies. Here, we describe the direct RNA sequencing of HIV transcripts using an Oxford Nanopore Technologies sequencer and the use of this technique to map m6A at near single nucleotide resolution. This technology also provides the ability to identify splice variants with long RNA reads and thus, can provide high-resolution RNA modification maps that distinguish between overlapping splice variants. The protocols outlined here for m6A also provide a powerful paradigm for studying any other RNA modifications that can be detected on the nanopore platform.
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Affiliation(s)
- Ethan Honeycutt
- Department of Molecular Biology and Microbiology, School of Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - Fredrick Kizito
- Department of Molecular Biology and Microbiology, School of Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - Jonathan Karn
- Department of Molecular Biology and Microbiology, School of Medicine, Case Western Reserve University, Cleveland, OH, USA.
| | - Thomas Sweet
- Department of Nutrition, School of Medicine, Case Western Reserve University, Cleveland, OH, USA
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5
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Koma T, Doi N, Le BQ, Kondo T, Ishizue M, Tokaji C, Tsukada C, Adachi A, Nomaguchi M. Involvement of a Rarely Used Splicing SD2b Site in the Regulation of HIV-1 vif mRNA Production as Revealed by a Growth-Adaptive Mutation. Viruses 2023; 15:2424. [PMID: 38140666 PMCID: PMC10747208 DOI: 10.3390/v15122424] [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: 11/21/2023] [Revised: 12/09/2023] [Accepted: 12/12/2023] [Indexed: 12/24/2023] Open
Abstract
We have previously reported an HIV-1 mutant designated NL-Y226tac that expresses Vif at an ultra-low level, being replication-defective in high-APOBEC3G cells, such as H9. It carries a synonymous mutation within the splicing SA1 site relative to its parental clone. In order to determine whether a certain mutant(s) emerges during multi-infection cycles, we maintained H9 cells infected with a relatively low or high input of NL-Y226tac for extended time periods. Unexpectedly, we reproducibly identified a g5061a mutation in the SD2b site in the two independent long-term culture experiments that partially increases Vif expression and replication ability. Importantly, the adaptive mutation g5061a was demonstrated to enhance vif mRNA production by activation of the SA1 site mediated through increasing usage of a rarely used SD2b site. In the long-term culture initiated by a high virus input, we additionally found a Y226Fttc mutation at the original Y226tac site in SA1 that fully restores Vif expression and replication ability. As expected, the adaptive mutation Y226Fttc enhances vif mRNA production through increasing the splicing site usage of SA1. Our results here revealed the importance of the SD2b nucleotide sequence in producing vif mRNA involved in the HIV-1 adaptation and of mutual antagonism between Vif and APOBEC3 proteins in HIV-1 adaptation/evolution and survival.
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Affiliation(s)
- Takaaki Koma
- Department of Microbiology, Graduate School of Medicine, Tokushima University, Tokushima 770-8503, Japan; (T.K.); (N.D.); (B.Q.L.); (T.K.)
| | - Naoya Doi
- Department of Microbiology, Graduate School of Medicine, Tokushima University, Tokushima 770-8503, Japan; (T.K.); (N.D.); (B.Q.L.); (T.K.)
| | - Bao Quoc Le
- Department of Microbiology, Graduate School of Medicine, Tokushima University, Tokushima 770-8503, Japan; (T.K.); (N.D.); (B.Q.L.); (T.K.)
| | - Tomoyuki Kondo
- Department of Microbiology, Graduate School of Medicine, Tokushima University, Tokushima 770-8503, Japan; (T.K.); (N.D.); (B.Q.L.); (T.K.)
| | - Mitsuki Ishizue
- Department of Microbiology, Graduate School of Medicine, Tokushima University, Tokushima 770-8503, Japan; (T.K.); (N.D.); (B.Q.L.); (T.K.)
- Faculty of Medicine, Tokushima University, Tokushima 770-8503, Japan
| | - Chiaki Tokaji
- Department of Microbiology, Graduate School of Medicine, Tokushima University, Tokushima 770-8503, Japan; (T.K.); (N.D.); (B.Q.L.); (T.K.)
- Faculty of Medicine, Tokushima University, Tokushima 770-8503, Japan
| | - Chizuko Tsukada
- Department of Microbiology, Graduate School of Medicine, Tokushima University, Tokushima 770-8503, Japan; (T.K.); (N.D.); (B.Q.L.); (T.K.)
- Faculty of Medicine, Tokushima University, Tokushima 770-8503, Japan
| | - Akio Adachi
- Department of Microbiology, Graduate School of Medicine, Tokushima University, Tokushima 770-8503, Japan; (T.K.); (N.D.); (B.Q.L.); (T.K.)
| | - Masako Nomaguchi
- Department of Microbiology, Graduate School of Medicine, Tokushima University, Tokushima 770-8503, Japan; (T.K.); (N.D.); (B.Q.L.); (T.K.)
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6
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Yang D, Zhao G, Zhang HM. m 6A reader proteins: the executive factors in modulating viral replication and host immune response. Front Cell Infect Microbiol 2023; 13:1151069. [PMID: 37325513 PMCID: PMC10266107 DOI: 10.3389/fcimb.2023.1151069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Accepted: 05/03/2023] [Indexed: 06/17/2023] Open
Abstract
N6-Methyladenosine (m6A) modification is the most abundant covalent modification of RNA. It is a reversible and dynamic process induced by various cellular stresses including viral infection. Many m6A methylations have been discovered, including on the genome of RNA viruses and on RNA transcripts of DNA viruses, and these methylations play a positive or negative role on the viral life cycle depending on the viral species. The m6A machinery, including the writer, eraser, and reader proteins, achieves its gene regulatory role by functioning in an orchestrated manner. Notably, data suggest that the biological effects of m6A on target mRNAs predominantly depend on the recognition and binding of different m6A readers. These readers include, but are not limited to, the YT521-B homology (YTH) domain family, heterogeneous nuclear ribonucleoproteins (HNRNPs), insulin-like growth factor 2 mRNA-binding proteins (IGF2BPs), and many others discovered recently. Indeed, m6A readers have been recognized not only as regulators of RNA metabolism but also as participants in a variety of biological processes, although some of these reported roles are still controversial. Here, we will summarize the recent advances in the discovery, classification, and functional characterization of m6A reader proteins, particularly focusing on their roles and mechanisms of action in RNA metabolism, gene expression, and viral replication. In addition, we also briefly discuss the m6A-associated host immune responses in viral infection.
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Affiliation(s)
- Decheng Yang
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
- Centre for Heart Lung Innovation, St. Paul’s Hospital, Vancouver, BC, Canada
| | - Guangze Zhao
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
- Centre for Heart Lung Innovation, St. Paul’s Hospital, Vancouver, BC, Canada
| | - Huifang Mary Zhang
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
- Centre for Heart Lung Innovation, St. Paul’s Hospital, Vancouver, BC, Canada
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7
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Role of Epitranscriptomic and Epigenetic Modifications during the Lytic and Latent Phases of Herpesvirus Infections. Microorganisms 2022; 10:microorganisms10091754. [PMID: 36144356 PMCID: PMC9503318 DOI: 10.3390/microorganisms10091754] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Revised: 08/27/2022] [Accepted: 08/27/2022] [Indexed: 11/24/2022] Open
Abstract
Herpesviruses are double-stranded DNA viruses occurring at a high prevalence in the human population and are responsible for a wide array of clinical manifestations and diseases, from mild to severe. These viruses are classified in three subfamilies (Alpha-, Beta- and Gammaherpesvirinae), with eight members currently known to infect humans. Importantly, all herpesviruses can establish lifelong latent infections with symptomatic or asymptomatic lytic reactivations. Accumulating evidence suggest that chemical modifications of viral RNA and DNA during the lytic and latent phases of the infections caused by these viruses, are likely to play relevant roles in key aspects of the life cycle of these viruses by modulating and regulating their replication, establishment of latency and evasion of the host antiviral response. Here, we review and discuss current evidence regarding epitranscriptomic and epigenetic modifications of herpesviruses and how these can influence their life cycles. While epitranscriptomic modifications such as m6A are the most studied to date and relate to positive effects over the replication of herpesviruses, epigenetic modifications of the viral genome are generally associated with defense mechanisms of the host cells to suppress viral gene transcription. However, herpesviruses can modulate these modifications to their own benefit to persist in the host, undergo latency and sporadically reactivate.
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8
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Crespo R, Rao S, Mahmoudi T. HibeRNAtion: HIV-1 RNA Metabolism and Viral Latency. Front Cell Infect Microbiol 2022; 12:855092. [PMID: 35774399 PMCID: PMC9237370 DOI: 10.3389/fcimb.2022.855092] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 05/10/2022] [Indexed: 01/12/2023] Open
Abstract
HIV-1 infection remains non-curative due to the latent reservoir, primarily a small pool of resting memory CD4+ T cells bearing replication-competent provirus. Pharmacological reversal of HIV-1 latency followed by intrinsic or extrinsic cell killing has been proposed as a promising strategy to target and eliminate HIV-1 viral reservoirs. Latency reversing agents have been extensively studied for their role in reactivating HIV-1 transcription in vivo, although no permanent reduction of the viral reservoir has been observed thus far. This is partly due to the complex nature of latency, which involves strict intrinsic regulation at multiple levels at transcription and RNA processing. Still, the molecular mechanisms that control HIV-1 latency establishment and maintenance have been almost exclusively studied in the context of chromatin remodeling, transcription initiation and elongation and most known LRAs target LTR-driven transcription by manipulating these. RNA metabolism is a largely understudies but critical mechanistic step in HIV-1 gene expression and latency. In this review we provide an update on current knowledge on the role of RNA processing mechanisms in viral gene expression and latency and speculate on the possible manipulation of these pathways as a therapeutic target for future cure studies.
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Affiliation(s)
- Raquel Crespo
- Department of Biochemistry, Erasmus University Medical Center, Rotterdam, Netherlands
| | - Shringar Rao
- Department of Biochemistry, Erasmus University Medical Center, Rotterdam, Netherlands
| | - Tokameh Mahmoudi
- Department of Biochemistry, Erasmus University Medical Center, Rotterdam, Netherlands
- Department of Pathology, Erasmus University Medical Center, Rotterdam, Netherlands
- Department of Urology, Erasmus University Medical Center, Rotterdam, Netherlands
- *Correspondence: Tokameh Mahmoudi,
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9
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Rao S, Mahmoudi T. DEAD-ly Affairs: The Roles of DEAD-Box Proteins on HIV-1 Viral RNA Metabolism. Front Cell Dev Biol 2022; 10:917599. [PMID: 35769258 PMCID: PMC9234453 DOI: 10.3389/fcell.2022.917599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Accepted: 05/23/2022] [Indexed: 11/13/2022] Open
Abstract
In order to ensure viral gene expression, Human Immunodeficiency virus type-1 (HIV-1) recruits numerous host proteins that promote optimal RNA metabolism of the HIV-1 viral RNAs (vRNAs), such as the proteins of the DEAD-box family. The DEAD-box family of RNA helicases regulates multiple steps of RNA metabolism and processing, including transcription, splicing, nucleocytoplasmic export, trafficking, translation and turnover, mediated by their ATP-dependent RNA unwinding ability. In this review, we provide an overview of the functions and role of all DEAD-box family protein members thus far described to influence various aspects of HIV-1 vRNA metabolism. We describe the molecular mechanisms by which HIV-1 hijacks these host proteins to promote its gene expression and we discuss the implications of these interactions during viral infection, their possible roles in the maintenance of viral latency and in inducing cell death. We also speculate on the emerging potential of pharmacological inhibitors of DEAD-box proteins as novel therapeutics to control the HIV-1 pandemic.
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Affiliation(s)
- Shringar Rao
- Department of Biochemistry, Erasmus University Medical Centre, Rotterdam, Netherlands
| | - Tokameh Mahmoudi
- Department of Biochemistry, Erasmus University Medical Centre, Rotterdam, Netherlands
- Department of Pathology, Erasmus University Medical Centre, Rotterdam, Netherlands
- Department of Urology, Erasmus University Medical Centre, Rotterdam, Netherlands
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10
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Zhou Y, Sotcheff SL, Routh AL. Next-generation sequencing: A new avenue to understand viral RNA-protein interactions. J Biol Chem 2022; 298:101924. [PMID: 35413291 PMCID: PMC8994257 DOI: 10.1016/j.jbc.2022.101924] [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: 11/11/2021] [Revised: 04/01/2022] [Accepted: 04/02/2022] [Indexed: 10/25/2022] Open
Abstract
The genomes of RNA viruses present an astonishing source of both sequence and structural diversity. From intracellular viral RNA-host interfaces to interactions between the RNA genome and structural proteins in virus particles themselves, almost the entire viral lifecycle is accompanied by a myriad of RNA-protein interactions that are required to fulfill their replicative potential. It is therefore important to characterize such rich and dynamic collections of viral RNA-protein interactions to understand virus evolution and their adaptation to their hosts and environment. Recent advances in next-generation sequencing technologies have allowed the characterization of viral RNA-protein interactions, including both transient and conserved interactions, where molecular and structural approaches have fallen short. In this review, we will provide a methodological overview of the high-throughput techniques used to study viral RNA-protein interactions, their biochemical mechanisms, and how they evolved from classical methods as well as one another. We will discuss how different techniques have fueled virus research to characterize how viral RNA and proteins interact, both locally and on a global scale. Finally, we will present examples on how these techniques influence the studies of clinically important pathogens such as HIV-1 and SARS-CoV-2.
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Affiliation(s)
- Yiyang Zhou
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, Texas, USA.
| | - Stephanea L Sotcheff
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, Texas, USA
| | - Andrew L Routh
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, Texas, USA; Sealy Center for Structural Biology and Molecular Biophysics, The University of Texas Medical Branch, Galveston, Texas, USA; Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, Texas, USA
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11
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Pereira-Montecinos C, Toro-Ascuy D, Ananías-Sáez C, Gaete-Argel A, Rojas-Fuentes C, Riquelme-Barrios S, Rojas-Araya B, García-de-Gracia F, Aguilera-Cortés P, Chnaiderman J, Acevedo ML, Valiente-Echeverría F, Soto-Rifo R. Epitranscriptomic regulation of HIV-1 full-length RNA packaging. Nucleic Acids Res 2022; 50:2302-2318. [PMID: 35137199 PMCID: PMC8887480 DOI: 10.1093/nar/gkac062] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2021] [Revised: 01/17/2022] [Accepted: 01/25/2022] [Indexed: 12/27/2022] Open
Abstract
During retroviral replication, the full-length RNA serves both as mRNA and genomic RNA. However, the mechanisms by which the HIV-1 Gag protein selects the two RNA molecules that will be packaged into nascent virions remain poorly understood. Here, we demonstrate that deposition of N6-methyladenosine (m6A) regulates full-length RNA packaging. While m6A deposition by METTL3/METTL14 onto the full-length RNA was associated with increased Gag synthesis and reduced packaging, FTO-mediated demethylation promoted the incorporation of the full-length RNA into viral particles. Interestingly, HIV-1 Gag associates with the RNA demethylase FTO in the nucleus and contributes to full-length RNA demethylation. We further identified two highly conserved adenosines within the 5'-UTR that have a crucial functional role in m6A methylation and packaging of the full-length RNA. Together, our data propose a novel epitranscriptomic mechanism allowing the selection of the HIV-1 full-length RNA molecules that will be used as viral genomes.
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Affiliation(s)
- Camila Pereira-Montecinos
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile.,HIV/AIDS Workgroup (CHAIR), Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Daniela Toro-Ascuy
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile.,HIV/AIDS Workgroup (CHAIR), Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Catarina Ananías-Sáez
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile.,HIV/AIDS Workgroup (CHAIR), Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Aracelly Gaete-Argel
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile.,HIV/AIDS Workgroup (CHAIR), Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Cecilia Rojas-Fuentes
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile.,HIV/AIDS Workgroup (CHAIR), Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Sebastián Riquelme-Barrios
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile.,HIV/AIDS Workgroup (CHAIR), Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Bárbara Rojas-Araya
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile.,HIV/AIDS Workgroup (CHAIR), Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Francisco García-de-Gracia
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile.,HIV/AIDS Workgroup (CHAIR), Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Paulina Aguilera-Cortés
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile.,HIV/AIDS Workgroup (CHAIR), Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Jonás Chnaiderman
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Mónica L Acevedo
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Fernando Valiente-Echeverría
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile.,HIV/AIDS Workgroup (CHAIR), Faculty of Medicine, Universidad de Chile, Santiago, Chile
| | - Ricardo Soto-Rifo
- Laboratory of Molecular and Cellular Virology, Virology Program, Institute of Biomedical Sciences, Faculty of Medicine, Universidad de Chile, Santiago, Chile.,HIV/AIDS Workgroup (CHAIR), Faculty of Medicine, Universidad de Chile, Santiago, Chile
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12
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Rojas M, Luz-Crawford P, Soto-Rifo R, Reyes-Cerpa S, Toro-Ascuy D. The Landscape of IFN/ISG Signaling in HIV-1-Infected Macrophages and Its Possible Role in the HIV-1 Latency. Cells 2021; 10:2378. [PMID: 34572027 PMCID: PMC8467246 DOI: 10.3390/cells10092378] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 07/08/2021] [Accepted: 07/13/2021] [Indexed: 12/15/2022] Open
Abstract
A key characteristic of Human immunodeficiency virus type 1 (HIV-1) infection is the generation of latent viral reservoirs, which have been associated with chronic immune activation and sustained inflammation. Macrophages play a protagonist role in this context since they are persistently infected while being a major effector of the innate immune response through the generation of type-I interferons (type I IFN) and IFN-stimulated genes (ISGs). The balance in the IFN signaling and the ISG induction is critical to promote a successful HIV-1 infection. Classically, the IFNs response is fine-tuned by opposing promotive and suppressive signals. In this context, it was described that HIV-1-infected macrophages can also synthesize some antiviral effector ISGs and, positive and negative regulators of the IFN/ISG signaling. Recently, epitranscriptomic regulatory mechanisms were described, being the N6-methylation (m6A) modification on mRNAs one of the most relevant. The epitranscriptomic regulation can affect not only IFN/ISG signaling, but also type I IFN expression, and viral fitness through modifications to HIV-1 RNA. Thus, the establishment of replication-competent latent HIV-1 infected macrophages may be due to non-classical mechanisms of type I IFN that modulate the activation of the IFN/ISG signaling network.
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Affiliation(s)
- Masyelly Rojas
- Facultad de Ciencias de la Salud, Instituto de Ciencias Biomédicas, Universidad Autónoma de Chile, Santiago 8910060, Chile;
- Centro de Investigación e Innovación Biomédica, Facultad de Medicina, Universidad de los Andes, Santiago 7620001, Chile;
| | - Patricia Luz-Crawford
- Centro de Investigación e Innovación Biomédica, Facultad de Medicina, Universidad de los Andes, Santiago 7620001, Chile;
| | - Ricardo Soto-Rifo
- Molecular and Cellular Virology Laboratory, Virology Program, Faculty of Medicine, Institute of Biomedical Sciences, Universidad of Chile, Santiago 8389100, Chile;
| | - Sebastián Reyes-Cerpa
- Centro de Genómica y Bioinformática, Facultad de Ciencias, Universidad Mayor, Santiago 8580745, Chile
- Escuela de Biotecnología, Facultad de Ciencias, Universidad Mayor, Santiago 8580745, Chile
| | - Daniela Toro-Ascuy
- Facultad de Ciencias de la Salud, Instituto de Ciencias Biomédicas, Universidad Autónoma de Chile, Santiago 8910060, Chile;
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13
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Selberg S, Žusinaite E, Herodes K, Seli N, Kankuri E, Merits A, Karelson M. HIV Replication Is Increased by RNA Methylation METTL3/METTL14/WTAP Complex Activators. ACS OMEGA 2021; 6:15957-15963. [PMID: 34179640 PMCID: PMC8223420 DOI: 10.1021/acsomega.1c01626] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Accepted: 06/03/2021] [Indexed: 05/04/2023]
Abstract
The N6-methyladenosine (m6A) modifications in both viral and host cell RNAs play an important role in HIV-1 virus genome transcription and virus replication. We demonstrate here that activators of the METTL3/METTL14/WTAP RNA methyltransferase complex enhance the production of virus particles in cells harboring HIV-1 provirus. In parallel, the amount of m6A residues in the host cell mRNA was increased in the presence of these activator compounds. Importantly, the m6A methylation of the HIV-1 RNA was also enhanced significantly (about 18%). The increase of virus replication by the small-molecule activators of the METTL3/METTL14/WTAP complex excludes them as potential anti-HIV-1 drug candidates. However, the compounds may be of large interest as activators for the latent HIV-1 provirus copies deposited in host cells' genome and the subsequent virus eradication by an antiviral compound.
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Affiliation(s)
- Simona Selberg
- Institute
of Chemistry, University of Tartu, Tartu 50411, Estonia
| | - Eva Žusinaite
- Institute
of Technology, University of Tartu, Tartu 50411, Estonia
| | - Koit Herodes
- Institute
of Chemistry, University of Tartu, Tartu 50411, Estonia
| | | | - Esko Kankuri
- Faculty
of Medicine, Department of Pharmacology, University of Helsinki, Helsinki 00014, Finland
| | - Andres Merits
- Institute
of Technology, University of Tartu, Tartu 50411, Estonia
- Email
| | - Mati Karelson
- Institute
of Chemistry, University of Tartu, Tartu 50411, Estonia
- Email
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14
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Gu J, Zhan Y, Zhuo L, Zhang Q, Li G, Li Q, Qi S, Zhu J, Lv Q, Shen Y, Guo Y, Liu S, Xie T, Sui X. Biological functions of m 6A methyltransferases. Cell Biosci 2021; 11:15. [PMID: 33431045 PMCID: PMC7798219 DOI: 10.1186/s13578-020-00513-0] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Accepted: 12/07/2020] [Indexed: 12/17/2022] Open
Abstract
M6A methyltransferases, acting as a writer in N6-methyladenosine, have attracted wide attention due to their dynamic regulation of life processes. In this review, we first briefly introduce the individual components of m6A methyltransferases and explain their close connections to each other. Then, we concentrate on the extensive biological functions of m6A methyltransferases, which include cell growth, nerve development, osteogenic differentiation, metabolism, cardiovascular system homeostasis, infection and immunity, and tumour progression. We summarize the currently unresolved problems in this research field and propose expectations for m6A methyltransferases as novel targets for preventive and curative strategies for disease treatment in the future.
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Affiliation(s)
- Jianzhong Gu
- College of Pharmacy, School of Medicine, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China.,Department of Oncology, The First Affiliated Hospital of Zhejiang Chinese Medical University, 54 Youdian Road, Hangzhou, 310006, Zhejiang, China
| | - Yu Zhan
- Department of Oncology, The First Affiliated Hospital of Zhejiang Chinese Medical University, 54 Youdian Road, Hangzhou, 310006, Zhejiang, China
| | - Lvjia Zhuo
- College of Pharmacy, School of Medicine, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China.,Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China
| | - Qin Zhang
- College of Pharmacy, School of Medicine, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China.,Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China
| | - Guohua Li
- College of Pharmacy, School of Medicine, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China.,Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China
| | - Qiujie Li
- College of Pharmacy, School of Medicine, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China.,Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China
| | - Shasha Qi
- College of Pharmacy, School of Medicine, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China.,Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China
| | - Jinyu Zhu
- College of Pharmacy, School of Medicine, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China.,Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China
| | - Qun Lv
- Department of Respiratory medicine, the Affiliated Hospital of Hangzhou Normal University, School of Medicine, Hangzhou Normal University, Hangzhou, 310015, Zhejiang, China
| | - Yingying Shen
- Department of Oncology, The First Affiliated Hospital of Zhejiang Chinese Medical University, 54 Youdian Road, Hangzhou, 310006, Zhejiang, China
| | - Yong Guo
- Department of Oncology, The First Affiliated Hospital of Zhejiang Chinese Medical University, 54 Youdian Road, Hangzhou, 310006, Zhejiang, China
| | - Shuiping Liu
- College of Pharmacy, School of Medicine, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China. .,Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China.
| | - Tian Xie
- College of Pharmacy, School of Medicine, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China. .,Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China.
| | - Xinbing Sui
- College of Pharmacy, School of Medicine, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China. .,Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou, 311121, Zhejiang, China.
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15
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Abstract
Chemical modifications of viral RNA are an integral part of the viral life cycle and are present in most classes of viruses. To date, more than 170 RNA modifications have been discovered in all types of cellular RNA. Only a few, however, have been found in viral RNA, and the function of most of these has yet to be elucidated. Those few we have discovered and whose functions we understand have a varied effect on each virus. They facilitate RNA export from the nucleus, aid in viral protein synthesis, recruit host enzymes, and even interact with the host immune machinery. The most common methods for their study are mass spectrometry and antibody assays linked to next-generation sequencing. However, given that the actual amount of modified RNA can be very small, it is important to pair meticulous scientific methodology with the appropriate detection methods and to interpret the results with a grain of salt. Once discovered, RNA modifications enhance our understanding of viruses and present a potential target in combating them. This review provides a summary of the currently known chemical modifications of viral RNA, the effects they have on viral machinery, and the methods used to detect them.
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Affiliation(s)
- Jiří František Potužník
- Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Prague, Czech Republic
| | - Hana Cahová
- Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Prague, Czech Republic
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16
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Williams GD, Gokhale NS, Horner SM. Regulation of Viral Infection by the RNA Modification N6-Methyladenosine. Annu Rev Virol 2019; 6:235-253. [PMID: 31283446 DOI: 10.1146/annurev-virology-092818-015559] [Citation(s) in RCA: 97] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
In recent years, the RNA modification N6-methyladenosine (m6A) has been found to play a role in the life cycles of numerous viruses and also in the cellular response to viral infection. m6A has emerged as a regulator of many fundamental aspects of RNA biology. Here, we highlight recent advances in techniques for the study of m6A, as well as advances in our understanding of the cellular machinery that controls the addition, removal, recognition, and functions of m6A. We then summarize the many newly discovered roles of m6A during viral infection, including how it regulates innate and adaptive immune responses to infection. Overall, the goals of this review are to summarize the roles of m6A on both cellular and viral RNAs and to describe future directions for uncovering new functions of m6A during infection.
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Affiliation(s)
- Graham D Williams
- Department of Molecular Genetics and Microbiology, Duke University Medical Center, Durham, North Carolina 27710, USA; , ,
| | - Nandan S Gokhale
- Department of Molecular Genetics and Microbiology, Duke University Medical Center, Durham, North Carolina 27710, USA; , ,
| | - Stacy M Horner
- Department of Molecular Genetics and Microbiology, Duke University Medical Center, Durham, North Carolina 27710, USA; , , .,Department of Medicine, Duke University Medical Center, Durham, North Carolina 27710, USA
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17
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Dang W, Xie Y, Cao P, Xin S, Wang J, Li S, Li Y, Lu J. N 6-Methyladenosine and Viral Infection. Front Microbiol 2019; 10:417. [PMID: 30891023 PMCID: PMC6413633 DOI: 10.3389/fmicb.2019.00417] [Citation(s) in RCA: 50] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Accepted: 02/18/2019] [Indexed: 12/12/2022] Open
Abstract
N6-methyladenosine (m6A), as a dynamic posttranscriptional RNA modification, recently gave rise to the field of viral epitranscriptomics. The interaction between virus and host is affected by m6A. Multiple m6A-modified viral RNAs have been observed. The epitranscriptome of m6A in host cells are altered after viral infection. The expression of viral genes, the replication of virus and the generation of progeny virions are influenced by m6A modifications in viral RNAs during virus infection. Meanwhile, the decorations of m6A in host mRNAs can make viral infections more likely to happen or can enhance the resistance of host to virus infection. However, the mechanism of m6A regulation in viral infection and host immune response has not been thoroughly elucidated to date. With the development of sequencing-based biotechnologies, transcriptome-wide mapping of m6A in viruses has been achieved, laying the foundation for expanding its functions and corresponding mechanisms. In this report, we summarize the positive and negative effects of m6A in distinct viral infection. Given the increasingly important roles of m6A in diverse viruses, m6A represents a novel potential target for antiviral therapy.
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Affiliation(s)
- Wei Dang
- Department of Hematology, Xiangya Hospital, Central South University, Changsha, China.,Department of Microbiology, Cancer Research Institute, School of Basic Medical Science, Central South University, Changsha, China
| | - Yan Xie
- Department of Hematology, Xiangya Hospital, Central South University, Changsha, China.,Department of Microbiology, Cancer Research Institute, School of Basic Medical Science, Central South University, Changsha, China
| | - Pengfei Cao
- Department of Hematology, Xiangya Hospital, Central South University, Changsha, China
| | - Shuyu Xin
- Department of Microbiology, Cancer Research Institute, School of Basic Medical Science, Central South University, Changsha, China
| | - Jia Wang
- Department of Hematology, Xiangya Hospital, Central South University, Changsha, China.,Department of Microbiology, Cancer Research Institute, School of Basic Medical Science, Central South University, Changsha, China
| | - Shen Li
- Department of Microbiology, Cancer Research Institute, School of Basic Medical Science, Central South University, Changsha, China
| | - Yanling Li
- Department of Microbiology, Cancer Research Institute, School of Basic Medical Science, Central South University, Changsha, China
| | - Jianhong Lu
- Department of Hematology, Xiangya Hospital, Central South University, Changsha, China.,Department of Microbiology, Cancer Research Institute, School of Basic Medical Science, Central South University, Changsha, China
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18
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Tirumuru N, Wu L. HIV-1 envelope proteins up-regulate N6-methyladenosine levels of cellular RNA independently of viral replication. J Biol Chem 2019; 294:3249-3260. [PMID: 30617182 PMCID: PMC6398121 DOI: 10.1074/jbc.ra118.005608] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Revised: 01/04/2019] [Indexed: 01/09/2023] Open
Abstract
N6-methyladenosine (m6A) modification of HIV-1 RNA regulates viral replication and protein expression. The m6A modification is regulated by two groups of cellular proteins named writers and erasers that add or remove m6A, respectively. HIV-1 infection of CD4+ T-cells increases m6A levels of cellular mRNA, but the underlying mechanism is unknown. Here, we show that HIV-1 infection of CD4+ primary T-cells or Jurkat cells significantly increases m6A levels of cellular RNA independently of viral replication. Compared with HIV-1-infected CD4+ T-cells, similar m6A up-regulation was detected in total RNA from HIV-1-infected cells treated with a reverse-transcriptase inhibitor or with heat-inactivated HIV-1. Compared with mock controls, significantly increased m6A levels were detected in total RNA from Jurkat cells infected by single-cycle HIV-1 pseudotyped with an HIV-1 envelope (Env) glycoprotein, but not with vesicular stomatitis virus glycoprotein G (VSV-G). Overexpression of HIV-1 Env in HEK293T cells did not affect m6A levels of cellular RNA, suggesting that de novo synthesis of Env is not required for m6A up-regulation. Interestingly, treatment of Jurkat cells with recombinant gp120 of HIV-1 Env significantly increased m6A levels of cellular RNA, which was reduced by a gp120-neutralizing antibody. Preincubation of Jurkat cells with a CD4 receptor-neutralizing antibody blocked HIV-1-induced up-regulation of m6A levels in cellular RNA. Moreover, HIV-1 infection or gp120 treatment did not alter the protein expression of m6A writers and erasers in cells. Our findings suggest that HIV-1 gp120 binding to the CD4 receptor is required for m6A up-regulation in cells.
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Affiliation(s)
- Nagaraja Tirumuru
- From the Center for Retrovirus Research, Department of Veterinary Biosciences and
- the Center for RNA Biology, Ohio State University, Columbus, Ohio 43210
| | - Li Wu
- From the Center for Retrovirus Research, Department of Veterinary Biosciences and
- the Center for RNA Biology, Ohio State University, Columbus, Ohio 43210
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19
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Lence T, Paolantoni C, Worpenberg L, Roignant JY. Mechanistic insights into m6A RNA enzymes. BIOCHIMICA ET BIOPHYSICA ACTA-GENE REGULATORY MECHANISMS 2019; 1862:222-229. [DOI: 10.1016/j.bbagrm.2018.10.014] [Citation(s) in RCA: 60] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Accepted: 10/27/2018] [Indexed: 12/09/2022]
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20
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Fleming AM, Nguyen NLB, Burrows CJ. Colocalization of m 6A and G-Quadruplex-Forming Sequences in Viral RNA (HIV, Zika, Hepatitis B, and SV40) Suggests Topological Control of Adenosine N 6-Methylation. ACS CENTRAL SCIENCE 2019; 5:218-228. [PMID: 30834310 PMCID: PMC6396389 DOI: 10.1021/acscentsci.8b00963] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2018] [Indexed: 05/09/2023]
Abstract
This Outlook calls attention to two seemingly disparate and emerging fields regarding viral genomics that may be correlated in a way previously overlooked. First, we describe identification of conserved potential G-quadruplex-forming sequences (PQSs) in viral genomes relevant to human health. Studies have demonstrated that PQSs are highly conserved and can fold to G-quadruplexes (G4s) to regulate viral processes. Key examples include G4s as a countermeasure to the host's immune system or G4-guided regulation of replication or transcription. Second, emerging data are discussed concerning the epitranscriptomic modification N 6-methyladenosine (m6A) in viral RNA installed by host proteins in a consensus sequence favoring 5'-GG(m6A)C-3'. The proposed pathways by which m6A is written, read, and erased in viral RNA genomes and the impact this has on viral replication are described. The structural reason why certain sites are selected for modification while others are not is still mysterious. Finally, we discuss our new observations regarding these previous sequencing data that identify m6A installation within the loops of two-tetrad PQSs in the RNA genomes of the Zika, HIV, hepatitis B, and SV40 viruses. We hypothesize that conserved viral PQSs can provide a framework (sequence and/or structural) for m6A installation. We also discuss literature sources suggesting that PQSs as sites of RNA modification could be a general phenomenon. We anticipate our observations will provide ample opportunities for exciting discoveries regarding the interplay between G4 structures and epitranscriptomic modifications of RNA.
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Affiliation(s)
- Aaron M. Fleming
- Department of Chemistry, University
of Utah, Salt Lake
City, Utah 84112-0850, United States
| | - Ngoc L. B. Nguyen
- Department of Chemistry, University
of Utah, Salt Lake
City, Utah 84112-0850, United States
| | - Cynthia J. Burrows
- Department of Chemistry, University
of Utah, Salt Lake
City, Utah 84112-0850, United States
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21
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Zhao Z, Peng H, Lan C, Zheng Y, Fang L, Li J. Imbalance learning for the prediction of N 6-Methylation sites in mRNAs. BMC Genomics 2018; 19:574. [PMID: 30068294 PMCID: PMC6090857 DOI: 10.1186/s12864-018-4928-y] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Accepted: 07/04/2018] [Indexed: 01/09/2023] Open
Abstract
Background N6-methyladenosine (m6A) is an important epigenetic modification which plays various roles in mRNA metabolism and embryogenesis directly related to human diseases. To identify m6A in a large scale, machine learning methods have been developed to make predictions on m6A sites. However, there are two main drawbacks of these methods. The first is the inadequate learning of the imbalanced m6A samples which are much less than the non-m6A samples, by their balanced learning approaches. Second, the features used by these methods are not outstanding to represent m6A sequence characteristics. Results We propose to use cost-sensitive learning ideas to resolve the imbalance data issues in the human mRNA m6A prediction problem. This cost-sensitive approach applies to the entire imbalanced dataset, without random equal-size selection of negative samples, for an adequate learning. Along with site location and entropy features, top-ranked positions with the highest single nucleotide polymorphism specificity in the window sequences are taken as new features in our imbalance learning. On an independent dataset, our overall prediction performance is much superior to the existing predictors. Our method shows stronger robustness against the imbalance changes in the tests on 9 datasets whose imbalance ratios range from 1:1 to 9:1. Our method also outperforms the existing predictors on 1226 individual transcripts. It is found that the new types of features are indeed of high significance in the m6A prediction. The case studies on gene c-Jun and CBFB demonstrate the detailed prediction capacity to improve the prediction performance. Conclusion The proposed cost-sensitive model and the new features are useful in human mRNA m6A prediction. Our method achieves better correctness and robustness than the existing predictors in independent test and case studies. The results suggest that imbalance learning is promising to improve the performance of m6A prediction. Electronic supplementary material The online version of this article (10.1186/s12864-018-4928-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Zhixun Zhao
- Advanced Analytics Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, PO Box 123, Broadway, Sydney, NSW 2007, Australia
| | - Hui Peng
- Advanced Analytics Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, PO Box 123, Broadway, Sydney, NSW 2007, Australia
| | - Chaowang Lan
- Advanced Analytics Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, PO Box 123, Broadway, Sydney, NSW 2007, Australia
| | - Yi Zheng
- Advanced Analytics Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, PO Box 123, Broadway, Sydney, NSW 2007, Australia
| | - Liang Fang
- School of Computer, National University of Defense Technology, Changsha, 410073, China
| | - Jinyan Li
- Advanced Analytics Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, PO Box 123, Broadway, Sydney, NSW 2007, Australia.
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