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Mahar JE, Wille M, Harvey E, Moritz CC, Holmes EC. The diverse liver viromes of Australian geckos and skinks are dominated by hepaciviruses and picornaviruses and reflect host taxonomy and habitat. Virus Evol 2024; 10:veae044. [PMID: 38854849 PMCID: PMC11160328 DOI: 10.1093/ve/veae044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Revised: 04/28/2024] [Accepted: 05/28/2024] [Indexed: 06/11/2024] Open
Abstract
Lizards have diverse ecologies and evolutionary histories, and represent a promising group to explore how hosts shape virome structure and virus evolution. Yet, little is known about the viromes of these animals. In Australia, squamates (lizards and snakes) comprise the most diverse order of vertebrates, and Australia hosts the highest diversity of lizards globally, with the greatest breadth of habitat use. We used meta-transcriptomic sequencing to determine the virome of nine co-distributed, tropical lizard species from three taxonomic families in Australia and analyzed these data to identify host traits associated with viral abundance and diversity. We show that lizards carry a large diversity of viruses, identifying more than thirty novel, highly divergent vertebrate-associated viruses. These viruses were from nine viral families, including several that contain well known pathogens, such as the Flaviviridae, Picornaviridae, Bornaviridae, Iridoviridae, and Rhabdoviridae. Members of the Flaviviridae were particularly abundant across species sampled here, largely belonging to the genus Hepacivirus: fourteen novel hepaciviruses were identified, broadening the known diversity of this group and better defining its evolution by uncovering new reptilian clades. The evolutionary histories of the viruses studied here frequently aligned with the biogeographic and phylogenetic histories of the hosts, indicating that exogenous viruses may help infer host evolutionary history if sampling is strategic and sampling density high enough. Notably, analysis of alpha and beta diversity revealed that virome composition and richness in the animals sampled here was shaped by host taxonomy and habitat. In sum, we identified a diverse range of reptile viruses that broadly contributes to our understanding of virus-host ecology and evolution.
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Affiliation(s)
- Jackie E Mahar
- Sydney Institute for Infectious Diseases, School of Medical Sciences, The University of Sydney, Sydney, New South Wales 2006, Australia
| | - Michelle Wille
- Centre for Pathogen Genomics, Department of Microbiology and Immunology, The Peter Doherty Institute for Infection and Immunity, The University of Melbourne, Melbourne, Victoria 3000, Australia
| | - Erin Harvey
- Sydney Institute for Infectious Diseases, School of Medical Sciences, The University of Sydney, Sydney, New South Wales 2006, Australia
| | - Craig C Moritz
- Research School of Biology & Centre for Biodiversity Analysis, The Australian National University, Canberra, ACT 2600, Australia
| | - Edward C Holmes
- Sydney Institute for Infectious Diseases, School of Medical Sciences, The University of Sydney, Sydney, New South Wales 2006, Australia
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2
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LaPointe A, Gale M, Kell AM. Orthohantavirus Replication in the Context of Innate Immunity. Viruses 2023; 15:1130. [PMID: 37243216 PMCID: PMC10220641 DOI: 10.3390/v15051130] [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: 04/12/2023] [Revised: 05/05/2023] [Accepted: 05/06/2023] [Indexed: 05/28/2023] Open
Abstract
Orthohantaviruses are rodent-borne, negative-sense RNA viruses that are capable of causing severe vascular disease in humans. Over the course of viral evolution, these viruses have tailored their replication cycles in such a way as to avoid and/or antagonize host innate immune responses. In the rodent reservoir, this results in life long asymptomatic infections. However, in hosts other than its co-evolved reservoir, the mechanisms for subduing the innate immune response may be less efficient or absent, potentially leading to disease and/or viral clearance. In the case of human orthohantavirus infection, the interaction of the innate immune response with viral replication is thought to give rise to severe vascular disease. The orthohantavirus field has made significant advancements in understanding how these viruses replicate and interact with host innate immune responses since their identification by Dr. Ho Wang Lee and colleagues in 1976. Therefore, the purpose of this review, as part of this special issue dedicated to Dr. Lee, was to summarize the current knowledge of orthohantavirus replication, how viral replication activates innate immunity, and how the host antiviral response, in turn, impacts viral replication.
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Affiliation(s)
- Autumn LaPointe
- Department of Molecular Genetics and Microbiology, University of New Mexico, 915 Camino de Salud NE, Albuquerque, NM 87131, USA
| | - Michael Gale
- Department of Immunology, Center for Innate Immunity and Immune Disease, University of Washington, Seattle, WA 98109, USA
| | - Alison M. Kell
- Department of Molecular Genetics and Microbiology, University of New Mexico, 915 Camino de Salud NE, Albuquerque, NM 87131, USA
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D'Antuono AL, Gallo GL, Sepulveda C, Fernández J, Brignone J, Gamboa G, Riera L, Saavedra MDC, López N. cis-Acting Element at the 5' Noncoding Region of Tacaribe Virus S RNA Modulates Genome Replication. J Virol 2023; 97:e0012523. [PMID: 36786631 PMCID: PMC10062143 DOI: 10.1128/jvi.00125-23] [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: 01/20/2023] [Accepted: 01/24/2023] [Indexed: 02/15/2023] Open
Abstract
Tacaribe virus (TCRV) is the prototype of New World mammarenaviruses, a group that includes several members that cause hemorrhagic fevers in humans. The TCRV genome comprises two RNA segments, named S (small) and L (large). Both genomic segments contain noncoding regions (NCRs) at their 5' and 3' ends. While the 5'- and 3'-terminal 19-nucleotide sequences are known to be essential for promoter function, the role of their neighboring internal noncoding region (iNCR) sequences remains poorly understood. To analyze the relevance of the 5' and 3' iNCRs in TCRV S RNA synthesis, mutant S-like minigenomes and miniantigenomes were generated. Using a minireplicon assay, Northern blotting, and reverse transcription-quantitative PCR, we demonstrated that the genomic 5' iNCR is specifically engaged in minigenome replication yet is not directly involved in minigenome transcription, and we showed that the S genome 3' iNCR is barely engaged in this process. Analysis of partial deletions and point mutations, as well as total or partial substitution of the 5' iNCR sequence, led us to conclude that the integrity of the whole genomic 5' iNCR is essential and that a local predicted secondary structure or RNA-RNA interactions between the 5' and 3' iNCRs are not strictly required for viral S RNA synthesis. Furthermore, we employed a TCRV reverse genetic approach to ask whether manipulation of the S genomic 5' iNCR sequence may be suitable for viral attenuation. We found that mutagenesis of the 5' promoter-proximal subregion slightly impacted recombinant TCRV virulence in vivo. IMPORTANCE The Mammarenavirus genus of the Arenaviridae family includes several members that cause severe hemorrhagic fevers associated with high morbidity and mortality rates, for which no FDA-approved vaccines and limited therapeutic resources are available. We provide evidence demonstrating the specific involvement of the TCRV S 5' noncoding sequence adjacent to the viral promoter in replication. In addition, we examined the relevance of this region in the context of an in vivo infection. Our findings provide insight into the mechanism through which this 5' viral RNA noncoding region assists the L polymerase for efficient viral S RNA synthesis. Also, these findings expand our understanding of the effect of genetic manipulation of New World mammarenavirus sequences aimed at the rational design of attenuated recombinant virus vaccine platforms.
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Affiliation(s)
- Alejandra L. D'Antuono
- Centro de Virología Humana y Animal, Consejo Nacional de Investigaciones Científicas y Técnicas—Universidad Abierta Interamericana, Buenos Aires, Argentina
| | - Giovanna L. Gallo
- Centro de Virología Humana y Animal, Consejo Nacional de Investigaciones Científicas y Técnicas—Universidad Abierta Interamericana, Buenos Aires, Argentina
| | - Claudia Sepulveda
- Laboratorio de Virología, Departamento de Química Biológica, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires, Argentina
- Instituto de Química Biológica de la Facultad de Ciencias Exactas y Naturales, Consejo Nacional de Investigaciones Científicas y Técnicas—Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Jonás Fernández
- Centro de Virología Humana y Animal, Consejo Nacional de Investigaciones Científicas y Técnicas—Universidad Abierta Interamericana, Buenos Aires, Argentina
| | - Julia Brignone
- Instituto Nacional de Enfermedades Virales Humanas Dr. Julio I. Maiztegui, ANLIS-Malbran, Ministerio de Salud de la Nación, Pergamino, Buenos Aires, Argentina
| | - Graciela Gamboa
- Instituto Nacional de Enfermedades Virales Humanas Dr. Julio I. Maiztegui, ANLIS-Malbran, Ministerio de Salud de la Nación, Pergamino, Buenos Aires, Argentina
| | - Laura Riera
- Instituto Nacional de Enfermedades Virales Humanas Dr. Julio I. Maiztegui, ANLIS-Malbran, Ministerio de Salud de la Nación, Pergamino, Buenos Aires, Argentina
| | - María del Carmen Saavedra
- Instituto Nacional de Enfermedades Virales Humanas Dr. Julio I. Maiztegui, ANLIS-Malbran, Ministerio de Salud de la Nación, Pergamino, Buenos Aires, Argentina
| | - Nora López
- Centro de Virología Humana y Animal, Consejo Nacional de Investigaciones Científicas y Técnicas—Universidad Abierta Interamericana, Buenos Aires, Argentina
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Lee EG, Kim KH. Effect of temperature and IRF-9 gene-knockout on dynamics of vRNA, cRNA, and mRNA of viral hemorrhagic septicemia virus (VHSV). FISH & SHELLFISH IMMUNOLOGY 2023; 134:108617. [PMID: 36796598 DOI: 10.1016/j.fsi.2023.108617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 02/07/2023] [Accepted: 02/13/2023] [Indexed: 06/18/2023]
Abstract
The replication of viral hemorrhagic septicemia virus (VHSV) in appropriate host cells depends on environmental factors and the host cell's immunity. The dynamics of each VHSV RNA strand (vRNA, cRNA, and mRNA) in different conditions can provide a clue on the viral replication strategies, which can be a base for the development of efficient control measures. As VHSV is known to be sensitive to temperature and type I interferon (IFN) responses, in this study, we analyzed the effect of temperature difference (15 °C and 20 °C) and IRF-9 gene knockout on the dynamics of the three VHSV RNA strands in Epithelioma papulosum cyprini (EPC) cells using a strand-specific RT-qPCR. The tagged primers designed in this study successfully worked to quantify the three strands of VHSV. In the results of the temperature effect, the higher speed in viral mRNA transcription and the significantly higher (more than 10 times at 12-36 h) copy number of cRNA at 20 °C compared to those at 15 °C suggested the positive effect of high temperature on VHSV replication. In the results of the IRF-9 gene knockout effect, although IRF-9 gene knockout did not bring a dramatic effect on VHSV replication compared to the temperature effect, the increase of mRNA in IRF-9 KO cells was faster than normal EPC cells, which was reflected in the copy numbers of cRNA and vRNA. The IRF-9 gene knockout effect was not dramatic even in the replication of rVHSV-ΔNV-eGFP that harbors eGFP gene ORF instead of NV gene ORF. These results suggest that VHSV may be highly susceptible to pre-activated type I IFN responses but not highly susceptible to post-infection-mediated type I IFN responses or lowered type I IFN before infection. In both experiments of temperature effect and IRF-9 gene knockout effect, the copy number of cRNA never exceeded the copy number of vRNA at all assay times, suggesting that the binding efficiency of the RNP complex to the 3' end of cRNA might be lower than that to the 3' end of vRNA. Further research is needed to elucidate the regulatory mechanism that limits the amount of cRNA at an appropriate level during VHSV replication.
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Affiliation(s)
- Eun Gyeong Lee
- Department of Aquatic Life Medicine, Pukyong National University, Busan, 48513, South Korea
| | - Ki Hong Kim
- Department of Aquatic Life Medicine, Pukyong National University, Busan, 48513, South Korea.
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Sathiyamani B, Daniel EA, Ansar S, Esakialraj BH, Hassan S, Revanasiddappa PD, Keshavamurthy A, Roy S, Vetrivel U, Hanna LE. Structural analysis and molecular dynamics simulation studies of HIV-1 antisense protein predict its potential role in HIV replication and pathogenesis. Front Microbiol 2023; 14:1152206. [PMID: 37020719 PMCID: PMC10067880 DOI: 10.3389/fmicb.2023.1152206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Accepted: 03/01/2023] [Indexed: 04/07/2023] Open
Abstract
The functional significance of the HIV-1 Antisense Protein (ASP) has been a paradox since its discovery. The expression of this protein in HIV-1-infected cells and its involvement in autophagy, transcriptional regulation, and viral latency have sporadically been reported in various studies. Yet, the definite role of this protein in HIV-1 infection remains unclear. Deciphering the 3D structure of HIV-1 ASP would throw light on its potential role in HIV lifecycle and host-virus interaction. Hence, using extensive molecular modeling and dynamics simulation for 200 ns, we predicted the plausible 3D-structures of ASP from two reference strains of HIV-1 namely, Indie-C1 (subtype-C) and NL4-3 (subtype-B) so as to derive its functional implication through structural domain analysis. In spite of sequence and structural differences in subtype B and C ASP, both structures appear to share common domains like the Von Willebrand Factor Domain-A (VWFA), Integrin subunit alpha-X (ITGSX), and ETV6-Transcriptional repressor, thereby reiterating the potential role of HIV-1 ASP in transcriptional repression and autophagy, as reported in earlier studies. Gromos-based cluster analysis of the centroid structures also reassured the accuracy of the prediction. This is the first study to elucidate a highly plausible structure for HIV-1 ASP which could serve as a feeder for further experimental validation studies.
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Affiliation(s)
- Balakumaran Sathiyamani
- Department of Virology and Biotechnology, National Institute for Research in Tuberculosis, Chennai, Tamil Nadu, India
- University of Madras, Chennai, India
| | - Evangeline Ann Daniel
- Department of Virology and Biotechnology, National Institute for Research in Tuberculosis, Chennai, Tamil Nadu, India
- University of Madras, Chennai, India
| | - Samdani Ansar
- Center for Bioinformatics, Vision Research Foundation, Sankara Nethralaya, Chennai, Tamil Nadu, India
| | - Bennett Henzeler Esakialraj
- Department of Virology and Biotechnology, National Institute for Research in Tuberculosis, Chennai, Tamil Nadu, India
| | - Sameer Hassan
- Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | | | - Amrutha Keshavamurthy
- Department of Biotechnology, Siddaganga Institute of Technology, Tumakuru, Karnataka, India
| | - Sujata Roy
- Department of Biotechnology, Rajalakshmi Engineering College, Chennai, Tamil Nadu, India
| | - Umashankar Vetrivel
- Department of Virology and Biotechnology, National Institute for Research in Tuberculosis, Chennai, Tamil Nadu, India
- *Correspondence: Luke Elizabeth Hanna, ; Umashankar Vetrivel,
| | - Luke Elizabeth Hanna
- Department of Virology and Biotechnology, National Institute for Research in Tuberculosis, Chennai, Tamil Nadu, India
- *Correspondence: Luke Elizabeth Hanna, ; Umashankar Vetrivel,
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Urrutia CD, Romay G, Shaw BD, Verchot J. Advancing the Rose Rosette Virus Minireplicon and Encapsidation System by Incorporating GFP, Mutations, and the CMV 2b Silencing Suppressor. Viruses 2022; 14:836. [PMID: 35458566 PMCID: PMC9031449 DOI: 10.3390/v14040836] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Revised: 04/01/2022] [Accepted: 04/13/2022] [Indexed: 11/26/2022] Open
Abstract
Plant infecting emaraviruses have segmented negative strand RNA genomes and little is known about their infection cycles due to the lack of molecular tools for reverse genetic studies. Therefore, we innovated a rose rosette virus (RRV) minireplicon containing the green fluorescent protein (GFP) gene to study the molecular requirements for virus replication and encapsidation. Sequence comparisons among RRV isolates and structural modeling of the RNA dependent RNA polymerase (RdRp) and nucleocapsid (N) revealed three natural mutations of the type species isolate that we reverted to the common species sequences: (a) twenty-one amino acid truncations near the endonuclease domain (named delA), (b) five amino acid substitutions near the putative viral RNA binding loop (subT), and (c) four amino acid substitutions in N (NISE). The delA and subT in the RdRp influenced the levels of GFP, gRNA, and agRNA at 3 but not 5 days post inoculation (dpi), suggesting these sequences are essential for initiating RNA synthesis and replication. The NISE mutation led to sustained GFP, gRNA, and agRNA at 3 and 5 dpi indicating that the N supports continuous replication and GFP expression. Next, we showed that the cucumber mosaic virus (CMV strain FNY) 2b singularly enhanced GFP expression and RRV replication. Including agRNA2 with the RRV replicon produced observable virions. In this study we developed a robust reverse genetic system for investigations into RRV replication and virion assembly that could be a model for other emaravirus species.
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Affiliation(s)
| | | | | | - Jeanmarie Verchot
- Department of Plant Pathology and Microbiology, Texas A&M University, College Station, TX 77845, USA; (C.D.U.); (G.R.); (B.D.S.)
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König KMK, Jahun AS, Nayak K, Drumright LN, Zilbauer M, Goodfellow I, Hosmillo M. Design, development, and validation of a strand-specific RT-qPCR assay for GI and GII human Noroviruses. Wellcome Open Res 2021; 6:245. [PMID: 34708158 PMCID: PMC8506223 DOI: 10.12688/wellcomeopenres.17078.1] [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] [Accepted: 09/15/2021] [Indexed: 11/20/2022] Open
Abstract
Human noroviruses (HuNoV) are the major cause of viral gastroenteritis worldwide. Similar to other positive-sense single-stranded RNA viruses, norovirus RNA replication requires the formation of a negative strand RNA intermediate. Methods for detecting and quantifying the viral positive or negative sense RNA in infected cells and tissues can be used as important tools in dissecting virus replication. In this study, we have established a sensitive and strand-specific Taqman-based quantitative polymerase chain reaction (qPCR) assay for both genogroups GI and GII HuNoV. This assay shows good reproducibility, has a broad dynamic range and is able to detect a diverse range of isolates. We used tagged primers containing a non-viral sequence for the reverse transcription (RT) reaction and targeted this tag in the succeeding qPCR reaction to achieve strand specificity. The specificity of the assay was confirmed by the detection of specific viral RNA strands in the presence of high levels of the opposing strands, in both RT and qPCR reactions. Finally, we further validated the assay in norovirus replicon-bearing cell lines and norovirus-infected human small intestinal organoids, in the presence or absence of small-molecule inhibitors. Overall, we have established a strand-specific qPCR assay that can be used as a reliable method to understand the molecular details of the human norovirus life cycle.
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Affiliation(s)
- Katja Marie Kjara König
- Division of Virology, Department of Pathology, University of Cambridge, Addenbrooke's Hospital, Hills Road, Cambridge, CB2 0QQ, UK
- Insitute of Chemistry and Metabolomics, Center for Structural and Cell Biology in Medicine (CSCM), University of Lübeck, Lübeck, Germany
| | - Aminu S. Jahun
- Division of Virology, Department of Pathology, University of Cambridge, Addenbrooke's Hospital, Hills Road, Cambridge, CB2 0QQ, UK
| | - Komal Nayak
- Department of Paediatrics, University of Cambridge, Cambridge, UK
| | - Lydia N. Drumright
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, CB2 0QQ, UK
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | | | - Ian Goodfellow
- Division of Virology, Department of Pathology, University of Cambridge, Addenbrooke's Hospital, Hills Road, Cambridge, CB2 0QQ, UK
| | - Myra Hosmillo
- Division of Virology, Department of Pathology, University of Cambridge, Addenbrooke's Hospital, Hills Road, Cambridge, CB2 0QQ, UK
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8
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Chabi-Jesus C, Ramos-González PL, Postclam-Barro M, Fontenele RS, Harakava R, Bassanezi RB, Moreira AS, Kitajima EW, Varsani A, Freitas-Astúa J. Molecular Epidemiology of Citrus Leprosis Virus C: A New Viral Lineage and Phylodynamic of the Main Viral Subpopulations in the Americas. Front Microbiol 2021; 12:641252. [PMID: 33995302 PMCID: PMC8116597 DOI: 10.3389/fmicb.2021.641252] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2020] [Accepted: 04/06/2021] [Indexed: 11/13/2022] Open
Abstract
Despite the importance of viral strains/variants as agents of emerging diseases, genetic and evolutionary processes affecting their ecology are not fully understood. To get insight into this topic, we assessed the population and spatial dynamic parameters of citrus leprosis virus C (CiLV-C, genus Cilevirus, family Kitaviridae). CiLV-C is the etiological agent of citrus leprosis disease, a non-systemic infection considered the main viral disorder affecting citrus orchards in Brazil. Overall, we obtained 18 complete or near-complete viral genomes, 123 complete nucleotide sequences of the open reading frame (ORF) encoding the putative coat protein, and 204 partial nucleotide sequences of the ORF encoding the movement protein, from 430 infected Citrus spp. samples collected between 1932 and 2020. A thorough examination of the collected dataset suggested that the CiLV-C population consists of the major lineages CRD and SJP, unevenly distributed, plus a third one called ASU identified in this work, which is represented by a single isolate found in an herbarium sample collected in Asuncion, Paraguay, in 1937. Viruses from the three lineages share about 85% nucleotide sequence identity and show signs of inter-clade recombination events. Members of the lineage CRD were identified both in commercial and non-commercial citrus orchards. However, those of the lineages SJP were exclusively detected in samples collected in the citrus belt of São Paulo and Minas Gerais, the leading Brazilian citrus production region, after 2015. The most recent common ancestor of viruses of the three lineages dates back to, at least, ∼1500 years ago. Since citrus plants were introduced in the Americas by the Portuguese around the 1520s, the Bayesian phylodynamic analysis suggested that the ancestors of the main CiLV-C lineages likely originated in contact with native vegetation of South America. The intensive expansion of CRD and SJP lineages in Brazil started probably linked to the beginning of the local citrus industry. The high prevalence of CiLV-C in the citrus belt of Brazil likely ensues from the intensive connectivity between orchards, which represents a potential risk toward pathogen saturation across the region.
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Affiliation(s)
- Camila Chabi-Jesus
- Escola Superior de Agricultura "Luiz de Queiroz", University of São Paulo, São Paulo, Brazil.,Instituto Biológico/IB, São Paulo, Brazil
| | | | | | - Rafaela Salgado Fontenele
- The Biodesign Center for Fundamental and Applied Microbiomics, Center for Evolution and Medicine, School of Life Sciences, Arizona State University, Tempe, AZ, United States
| | | | | | - Alecio S Moreira
- Fundo de Defesa da Citricultura, Araraquara, Brazil.,Embrapa Mandioca e Fruticultura, Cruz das Almas, Brazil
| | | | - Arvind Varsani
- The Biodesign Center for Fundamental and Applied Microbiomics, Center for Evolution and Medicine, School of Life Sciences, Arizona State University, Tempe, AZ, United States.,Structural Biology Research Unit, Department of Integrative Biomedical Sciences, University of Cape Town, Observatory, Cape Town, South Africa
| | - Juliana Freitas-Astúa
- Instituto Biológico/IB, São Paulo, Brazil.,Embrapa Mandioca e Fruticultura, Cruz das Almas, Brazil
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9
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Strand-specific detection of overlapping transcripts via purification involving denaturation of biotinylated cDNA. Biotechniques 2020; 69:141-147. [PMID: 32372698 DOI: 10.2144/btn-2020-0008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Reverse transcription-PCR (RT-PCR) is the most widely employed technique for gene expression analysis owing to its high sensitivity, easy reproducibility and fast output. It has been conceived that priming RT reactions with gene-specific primers generates cDNA only from the specific RNA. However, several reports have revealed that cDNA is synthesized even without addition of exogenous primers in RT reactions. Owing to such self-priming activity, the signals from specific strands cannot be accurately detected and can confound the expression analysis, especially in context of overlapping bidirectional transcripts. Here, we demonstrate that purification of biotin-tagged cDNA in conjunction with alkaline denaturation can obviate the problem of background priming and enable accurate strand-specific detection of overlapping transcripts.
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10
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Ziegler CM, Dang L, Eisenhauer P, Kelly JA, King BR, Klaus JP, Manuelyan I, Mattice EB, Shirley DJ, Weir ME, Bruce EA, Ballif BA, Botten J. NEDD4 family ubiquitin ligases associate with LCMV Z's PPXY domain and are required for virus budding, but not via direct ubiquitination of Z. PLoS Pathog 2019; 15:e1008100. [PMID: 31710650 PMCID: PMC6874086 DOI: 10.1371/journal.ppat.1008100] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2019] [Revised: 11/21/2019] [Accepted: 09/20/2019] [Indexed: 12/20/2022] Open
Abstract
Viral late domains are used by many viruses to recruit the cellular endosomal sorting complex required for transport (ESCRT) to mediate membrane scission during viral budding. Unlike the P(S/T)AP and YPX(1–3)L late domains, which interact directly with the ESCRT proteins Tsg101 and ALIX, the molecular linkage connecting the PPXY late domain to ESCRT proteins is unclear. The mammarenavirus lymphocytic choriomeningitis virus (LCMV) matrix protein, Z, contains only one late domain, PPXY. We previously found that this domain in LCMV Z, as well as the ESCRT pathway, are required for the release of defective interfering (DI) particles but not infectious virus. To better understand the molecular mechanism of ESCRT recruitment by the PPXY late domain, affinity purification-mass spectrometry was used to identify host proteins that interact with the Z proteins of the Old World mammarenaviruses LCMV and Lassa virus. Several Nedd4 family E3 ubiquitin ligases interact with these matrix proteins and in the case of LCMV Z, the interaction was PPXY-dependent. We demonstrated that these ligases directly ubiquitinate LCMV Z and mapped the specific lysine residues modified. A recombinant LCMV containing a Z that cannot be ubiquitinated maintained its ability to produce both infectious virus and DI particles, suggesting that direct ubiquitination of LCMV Z alone is insufficient for recruiting ESCRT proteins to mediate virus release. However, Nedd4 ligases appear to be important for DI particle release suggesting that ubiquitination of targets other than the Z protein itself is required for efficient viral ESCRT recruitment. Enveloped viruses derive their lipid bilayer from either the cellular plasma membrane or an intracellular organelle during the process of viral budding in which a virus particle is formed at a membrane. Many enveloped viruses recruit the cellular endosomal sorting complex required for transport (ESCRT) in order to efficiently cut the membrane that connects a newly budded, but not released, virus particle from its parent membrane. Late domains, which are short protein motifs found in numerous enveloped viruses, specifically recruit ESCRT for this process. Two types of late domains accomplish this by binding directly to ESCRT proteins. A third late domain, PPXY, recruits ESCRT proteins through an unknown, indirect linkage. In this study, we sought to identify proteins that may bridge the PPXY late domain and ESCRT proteins. We found that Nedd4 family ubiquitin ligases interact with the PPXY domain in the mammarenavirus Z protein resulting in ubiquitination of Z at two lysine residues. However, Z ubiquitination was largely dispensable for the virus. Conversely, Nedd4 ubiquitin ligases were critical during infection suggesting that the most important contribution made to virus release by Nedd4 ligases is not direct ubiquitination of the viral matrix protein, but possibly the ubiquitination of cellular proteins or other viral proteins.
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Affiliation(s)
- Christopher M. Ziegler
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, Vermont, United States of America
| | - Loan Dang
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, Vermont, United States of America
| | - Philip Eisenhauer
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, Vermont, United States of America
| | - Jamie A. Kelly
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, Vermont, United States of America
| | - Benjamin R. King
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, Vermont, United States of America
| | - Joseph P. Klaus
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, Vermont, United States of America
| | - Inessa Manuelyan
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, Vermont, United States of America
- Cellular, Molecular and Biomedical Sciences Graduate Program, University of Vermont, Burlington, Vermont, United States of America
| | - Ethan B. Mattice
- Cellular, Molecular and Biomedical Sciences Graduate Program, University of Vermont, Burlington, Vermont, United States of America
| | - David J. Shirley
- Ixis LLC, Data Science Division, Burlington, Vermont, United States of America
| | - Marion E. Weir
- Department of Biology, University of Vermont, Burlington, Vermont, United States of America
| | - Emily A. Bruce
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, Vermont, United States of America
| | - Bryan A. Ballif
- Department of Biology, University of Vermont, Burlington, Vermont, United States of America
| | - Jason Botten
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, Vermont, United States of America
- Department of Microbiology and Molecular Genetics, University of Vermont, Burlington, Vermont, United States of America
- * E-mail:
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11
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A strand-specific real-time quantitative RT-PCR assay for distinguishing the genomic and antigenomic RNAs of Rift Valley fever phlebovirus. J Virol Methods 2019; 272:113701. [PMID: 31315022 DOI: 10.1016/j.jviromet.2019.113701] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Accepted: 07/13/2019] [Indexed: 11/21/2022]
Abstract
Rift Valley Fever phlebovirus (RVFV), genus Phlebovirus, family Phenuiviridae, order Bunyavirales, has a single-stranded, negative-sense RNA genome, consisting of L, M and S segments. Here, we report the establishment of a strand-specific, quantitative reverse transcription (RT)-PCR assay system that can selectively distinguish between the genomic and antigenomic RNAs of each of the three viral RNA segments produced in RVFV-infected cells. To circumvent the obstacle of primer-independent cDNA synthesis during RT, we used a tagged, strand-specific RT primer, carrying a non-viral 'tag' sequence at the 5' end, which ensured the strand-specificity through the selective amplification of only the tagged cDNA in the real-time PCR assay. We used this assay system to examine the kinetics of intracellular accumulation of genomic and antigenomic viral RNAs in mammalian cells infected with the MP-12 strain of RVFV. The genomic RNA copy numbers, for all three viral RNA segments, were higher than that of their corresponding antigenomic RNAs throughout the time-course of infection, with a notable exception, wherein the M segment genomic and antigenomic RNAs exhibited similar copy numbers at specific times post-infection. Overall, this assay system could be a useful tool to gain an insight into the mechanisms of RNA replication and packaging in RVFV.
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12
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Mancarella A, Procopio FA, Achsel T, De Crignis E, Foley BT, Corradin G, Bagni C, Pantaleo G, Graziosi C. Detection of antisense protein (ASP) RNA transcripts in individuals infected with human immunodeficiency virus type 1 (HIV-1). J Gen Virol 2019; 100:863-876. [PMID: 30896385 DOI: 10.1099/jgv.0.001244] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
The detection of antisense RNA is hampered by reverse transcription (RT) non-specific priming, due to the ability of RNA secondary structures to prime RT in the absence of specific primers. The detection of antisense RNA by conventional RT-PCR does not allow assessment of the polarity of the initial RNA template, causing the amplification of non-specific cDNAs. In this study we have developed a modified protocol for the detection of human immunodeficiency virus type 1 (HIV-1) antisense protein (ASP) RNA. Using this approach, we have identified ASP transcripts in CD4+ T cells isolated from five HIV-infected individuals, either untreated or under suppressive therapy. We show that ASP RNA can be detected in stimulated CD4+ T cells from both groups of patients, but not in unstimulated cells. We also show that in untreated patients, the patterns of expression of ASP and env are very similar, with the levels of ASP RNA being markedly lower than those of env. Treatment of cells from one viraemic patient with α-amanitin greatly reduces the rate of ASP RNA synthesis, suggesting that it is associated with RNA polymerase II, the central enzyme in the transcription of protein-coding genes. Our data represent the first nucleotide sequences obtained in patients for ASP, demonstrating that its transcription indeed occurs in those HIV-1 lineages in which the ASP open reading frame is present.
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Affiliation(s)
- Antonio Mancarella
- 1Division of Immunology and Allergy, Lausanne University Hospital, Switzerland
| | | | - Tilmann Achsel
- 2Department of Fundamental Neuroscience, University of Lausanne, Switzerland
| | - Elisa De Crignis
- 3Department of Biochemistry, Erasmus Medical Center, Rotterdam, The Netherlands.,†Present address: Clinical Trial Office, CRO Aviano National Cancer Institute, Aviano, Italy
| | - Brian T Foley
- 4Theoretical Biology and Biophysics Group, Los Alamos National Laboratories, Los Alamos, New Mexico, USA
| | | | - Claudia Bagni
- 2Department of Fundamental Neuroscience, University of Lausanne, Switzerland
| | - Giuseppe Pantaleo
- 1Division of Immunology and Allergy, Lausanne University Hospital, Switzerland
| | - Cecilia Graziosi
- 1Division of Immunology and Allergy, Lausanne University Hospital, Switzerland
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13
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Visualization of Arenavirus RNA Species in Individual Cells by Single-Molecule Fluorescence In Situ Hybridization Suggests a Model of Cyclical Infection and Clearance during Persistence. J Virol 2018; 92:JVI.02241-17. [PMID: 29643234 DOI: 10.1128/jvi.02241-17] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2017] [Accepted: 03/29/2018] [Indexed: 11/20/2022] Open
Abstract
Lymphocytic choriomeningitis mammarenavirus (LCMV) is an enveloped, negative-strand RNA virus that causes serious disease in humans but establishes an asymptomatic, lifelong infection in reservoir rodents. Different models have been proposed to describe how arenaviruses regulate the replication and transcription of their bisegmented, single-stranded RNA genomes, particularly during persistent infection. However, these models were based largely on viral RNA profiling data derived from entire populations of cells. To better understand LCMV replication and transcription at the single-cell level, we established a high-throughput, single-molecule fluorescence in situ hybridization (smFISH) image acquisition and analysis pipeline and examined viral RNA species at discrete time points from virus entry through the late stages of persistent infection in vitro We observed the transcription of viral nucleoprotein and polymerase mRNAs from the incoming S and L segment genomic RNAs, respectively, within 1 h of infection, whereas the transcription of glycoprotein mRNA from the S segment antigenome required ∼4 to 6 h. This confirms the temporal separation of viral gene expression expected due to the ambisense coding strategy of arenaviruses and also suggests that antigenomic RNA contained in virions is not transcriptionally active upon entry. Viral replication and transcription peaked at 36 h postinfection, followed by a progressive loss of viral RNAs over the next several days. During persistence, the majority of cells showed repeating cyclical waves of viral transcription and replication followed by the clearance of viral RNA. Thus, our data support a model of LCMV persistence whereby infected cells can spontaneously clear infection and become reinfected by viral reservoir cells that remain in the population.IMPORTANCE Arenaviruses are human pathogens that can establish asymptomatic, lifelong infections in their rodent reservoirs. Several models have been proposed to explain how arenavirus spread is restricted within host rodents, including the periodic accumulation and loss of replication-competent, but transcriptionally incompetent, viral genomes. A limitation of previous studies was the inability to enumerate viral RNA species at the single-cell level. We developed a high-throughput, smFISH assay and used it to quantitate lymphocytic choriomeningitis mammarenavirus (LCMV) replicative and transcriptional RNA species in individual cells at distinct time points following infection. Our findings support a model whereby productively infected cells can clear infection, including viral RNAs and antigen, and later be reinfected. This information improves our understanding of the timing and possible regulation of LCMV genome replication and transcription during infection. Importantly, the smFISH assay and data analysis pipeline developed here is easily adaptable to other RNA viruses.
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14
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King BR, Kellner S, Eisenhauer PL, Bruce EA, Ziegler CM, Zenklusen D, Botten JW. Visualization of the lymphocytic choriomeningitis mammarenavirus (LCMV) genome reveals the early endosome as a possible site for genome replication and viral particle pre-assembly. J Gen Virol 2017; 98:2454-2460. [PMID: 28949905 PMCID: PMC5725993 DOI: 10.1099/jgv.0.000930] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
We report a fluorescence in situ hybridization (FISH) assay that allows the visualization of lymphocytic choriomeningitis mammarenavirus (LCMV) genomic RNAs in individual cells. We show that viral S segment genomic and antigenomic RNA, along with viral nucleoprotein, colocalize in subcellular structures we presume to be viral replication factories. These viral RNA structures are highly dynamic during acute infection, with the many small foci seen early coalescing into larger perinuclear foci later in infection. These late-forming perinuclear viral RNA aggregates are located near the cellular microtubule organizing centre and colocalize with the early endosomal marker Rab5c and the viral glycoprotein in a proportion of infected cells. We propose that the virus is using the surface of a cellular membrane-bound organelle as a site for the pre-assembly of viral components, including genomic RNA and viral glycoprotein, prior to their transport to the plasma membrane, where new particles will bud.
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Affiliation(s)
- Benjamin R King
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA.,Cellular, Molecular, and Biomedical Sciences Graduate Program, University of Vermont, Burlington, VT 05405, USA
| | - Samuel Kellner
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA
| | - Philip L Eisenhauer
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA
| | - Emily A Bruce
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA
| | - Christopher M Ziegler
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA.,Cellular, Molecular, and Biomedical Sciences Graduate Program, University of Vermont, Burlington, VT 05405, USA
| | - Daniel Zenklusen
- Departement de Biochimie et Médecine Moléculaire, Université de Montréal, Montréal, QC H3T 1J4, Canada
| | - Jason William Botten
- Department of Microbiology and Molecular Genetics, University of Vermont, Burlington, VT 05405, USA.,Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA
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15
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Hosking MP, Flynn CT, Whitton JL. TCR independent suppression of CD8(+) T cell cytokine production mediated by IFNγ in vivo. Virology 2016; 498:69-81. [PMID: 27564543 PMCID: PMC5045820 DOI: 10.1016/j.virol.2016.08.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2016] [Accepted: 08/02/2016] [Indexed: 01/12/2023]
Abstract
CD8(+) memory T cells produce IFNγ within hours of secondary infection, but this is quickly terminated in vivo despite the presence of stimulatory viral antigen, suggesting that active suppression occurs. Herein, we investigated the in vivo effector function of CD8(+) memory T cells during successive encounters with viral antigen. CD8(+) T cells in immune mice receiving prior viral or peptide challenge failed to reproduce IFNγ during LCMV rechallenge. Surprisingly, this refractory state was induced even in memory cells that had not encountered their cognate antigen, indicating that the silencing of CD8(+) T cell responses is TCR-independent. Direct injection of IFNγ also suppressed the ability of virus-specific memory cells to respond to subsequent viral challenge. We propose the existence of a negative feedback loop whereby IFNγ, produced by memory CD8(+) T cells to combat viral challenge, acts - directly or indirectly - to limit its further production.
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Affiliation(s)
- Martin P Hosking
- Dept. of Immunology and Microbial Science, SP30-2110, The Scripps Research Institute, 10550 N. Torrey Pines Rd., La Jolla, CA 92037, USA
| | - Claudia T Flynn
- Dept. of Immunology and Microbial Science, SP30-2110, The Scripps Research Institute, 10550 N. Torrey Pines Rd., La Jolla, CA 92037, USA
| | - J Lindsay Whitton
- Dept. of Immunology and Microbial Science, SP30-2110, The Scripps Research Institute, 10550 N. Torrey Pines Rd., La Jolla, CA 92037, USA.
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16
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Hosking MP, Flynn CT, Whitton JL. Type I IFN Signaling Is Dispensable during Secondary Viral Infection. PLoS Pathog 2016; 12:e1005861. [PMID: 27580079 PMCID: PMC5006979 DOI: 10.1371/journal.ppat.1005861] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2016] [Accepted: 08/11/2016] [Indexed: 11/18/2022] Open
Abstract
Innate immune responses in general, and type I interferons (T1IFNs) in particular, play an important and often essential role during primary viral infections, by directly combatting the virus and by maximizing the primary adaptive immune response. Several studies have suggested that T1IFNs also contribute very substantially to the secondary (recall) response; they are thought (i) to be required to drive the early attrition of memory T cells, (ii) to support the subsequent expansion of surviving virus-specific memory cells, and (iii) to assist in the suppression and clearance of the infectious agent. However, many of these observations were predicated upon models in which T1IFN signaling was interrupted prior to a primary immune response, raising the possibility that the resulting memory cells might be intrinsically abnormal. We have directly addressed this by using an inducible-Cre model system in which the host remains genetically-intact during the primary response to infection, and in which T1IFN signaling can be effectively ablated prior to secondary viral challenge. We report that, in stark contrast to primary infection, T1IFN signaling is not required during the recall response. IFNαβR-deficient memory CD8+ and CD4+ memory T cells undergo attrition and expansion with kinetics that are indistinguishable from those of receptor-sufficient cells. Moreover, even in the absence of functional T1IFN signaling, the host's immune capacity to rapidly suppress, and then to eradicate, a secondary infection remains intact. Thus, this study shows that T1IFN signaling is dispensable during the recall response to a virus infection. Moreover, two broader implications may be drawn. First, a T cell's requirement for a cytokine is highly dependent on the cell's maturation / differentiation status. Consequently, second, these data underscore the importance of evaluating a gene's impact by modulating its expression or function in a temporally-controllable manner.
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Affiliation(s)
- Martin P. Hosking
- Department of Immunology and Microbial Science, The Scripps Research Institute, La Jolla, California, United States of America
| | - Claudia T. Flynn
- Department of Immunology and Microbial Science, The Scripps Research Institute, La Jolla, California, United States of America
| | - J. Lindsay Whitton
- Department of Immunology and Microbial Science, The Scripps Research Institute, La Jolla, California, United States of America
- * E-mail:
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17
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Ziegler CM, Eisenhauer P, Bruce EA, Beganovic V, King BR, Weir ME, Ballif BA, Botten J. A novel phosphoserine motif in the LCMV matrix protein Z regulates the release of infectious virus and defective interfering particles. J Gen Virol 2016; 97:2084-2089. [PMID: 27421645 DOI: 10.1099/jgv.0.000550] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
We report that the lymphocytic choriomeningitis virus (LCMV) matrix protein, which drives viral budding, is phosphorylated at serine 41 (S41). A recombinant (r)LCMV bearing a phosphomimetic mutation (S41D) was impaired in infectious and defective interfering (DI) particle release, while a non-phosphorylatable mutant (S41A) was not. The S41D mutant was disproportionately impaired in its ability to release DI particles relative to infectious particles. Thus, DI particle production by LCMV may be dynamically regulated via phosphorylation of S41.
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Affiliation(s)
- Christopher M Ziegler
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA.,Cellular, Molecular and Biomedical Sciences Graduate Program, University of Vermont, Burlington, VT 05405, USA
| | - Philip Eisenhauer
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA
| | - Emily A Bruce
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA
| | - Vedran Beganovic
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA
| | - Benjamin R King
- Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA.,Cellular, Molecular and Biomedical Sciences Graduate Program, University of Vermont, Burlington, VT 05405, USA
| | - Marion E Weir
- Department of Biology, University of Vermont, Burlington, VT 05405, USA
| | - Bryan A Ballif
- Department of Biology, University of Vermont, Burlington, VT 05405, USA
| | - Jason Botten
- Department of Microbiology and Molecular Genetics, University of Vermont, Burlington, VT 05405, USA.,Department of Medicine, Division of Immunobiology, University of Vermont, Burlington, VT 05405, USA
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18
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Rodrigues JF, Paulovich FV, de Oliveira MCF, de Oliveira ON. On the convergence of nanotechnology and Big Data analysis for computer-aided diagnosis. Nanomedicine (Lond) 2016; 11:959-82. [PMID: 26979668 DOI: 10.2217/nnm.16.35] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
An overview is provided of the challenges involved in building computer-aided diagnosis systems capable of precise medical diagnostics based on integration and interpretation of data from different sources and formats. The availability of massive amounts of data and computational methods associated with the Big Data paradigm has brought hope that such systems may soon be available in routine clinical practices, which is not the case today. We focus on visual and machine learning analysis of medical data acquired with varied nanotech-based techniques and on methods for Big Data infrastructure. Because diagnosis is essentially a classification task, we address the machine learning techniques with supervised and unsupervised classification, making a critical assessment of the progress already made in the medical field and the prospects for the near future. We also advocate that successful computer-aided diagnosis requires a merge of methods and concepts from nanotechnology and Big Data analysis.
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Affiliation(s)
- Jose F Rodrigues
- Institute of Mathematics & Computer Science, University of Sao Paulo (USP), 13560-970 Sao Carlos, SP, Brazil
| | - Fernando V Paulovich
- Institute of Mathematics & Computer Science, University of Sao Paulo (USP), 13560-970 Sao Carlos, SP, Brazil
| | - Maria CF de Oliveira
- Institute of Mathematics & Computer Science, University of Sao Paulo (USP), 13560-970 Sao Carlos, SP, Brazil
| | - Osvaldo N de Oliveira
- Sao Carlos Institute of Physics, University of Sao Paulo (USP), CP 369, 13560-970 Sao Carlos, SP, Brazil
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19
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The Lymphocytic Choriomeningitis Virus Matrix Protein PPXY Late Domain Drives the Production of Defective Interfering Particles. PLoS Pathog 2016; 12:e1005501. [PMID: 27010636 PMCID: PMC4806877 DOI: 10.1371/journal.ppat.1005501] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2015] [Accepted: 02/19/2016] [Indexed: 12/19/2022] Open
Abstract
Arenaviruses cause severe diseases in humans but establish asymptomatic, lifelong infections in rodent reservoirs. Persistently-infected rodents harbor high levels of defective interfering (DI) particles, which are thought to be important for establishing persistence and mitigating virus-induced cytopathic effect. Little is known about what drives the production of DI particles. We show that neither the PPXY late domain encoded within the lymphocytic choriomeningitis virus (LCMV) matrix protein nor a functional endosomal sorting complex transport (ESCRT) pathway is absolutely required for the generation of standard infectious virus particles. In contrast, DI particle release critically requires the PPXY late domain and is ESCRT-dependent. Additionally, the terminal tyrosine in the PPXY motif is reversibly phosphorylated and our findings indicate that this posttranslational modification may regulate DI particle formation. Thus we have uncovered a new role for the PPXY late domain and a possible mechanism for its regulation. Arenaviruses cause severe and often fatal diseases in humans yet typically establish lifelong, asymptomatic infections in their rodent reservoirs. Several families of enveloped RNA viruses, including the arenaviruses, encode short amino acid motifs, called late domains, to hijack host proteins in the endosomal sorting complex required for transport (ESCRT) to drive the release of virus particles from the host cell’s outer membrane. Many late domain-containing viruses produce defective interfering (DI) particles in addition to standard, infectious virus. DI particles cannot self-replicate but interfere with the production of infectious virus and mitigate virus-induced cytopathic effect. Arenaviruses such as lymphocytic choriomeningitis virus (LCMV) generate high levels of DI particles, yet, the mechanism that drives their formation is not known. We show that LCMV’s only encoded late domain, PPXY, and a functional ESCRT pathway are critical for DI particle production, but in contrast, are not absolutely required for infectious virus production. We also demonstrate that the LCMV PPXY late domain is phosphorylated and that this modification may regulate DI particle production. In summary, we have discovered a new and unexpected role for a viral late domain in selectively driving the production of DI particles independently of standard infectious virus particles.
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20
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Klaus JP, Botten J. Highly Sensitive Assay for Measurement of Arenavirus-cell Attachment. J Vis Exp 2016:e53682. [PMID: 26966937 DOI: 10.3791/53682] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022] Open
Abstract
Arenaviruses are a family of enveloped RNA viruses that cause severe human disease. The first step in the arenavirus life cycle is attachment of viral particles to host cells. While virus-cell attachment can be measured through the use of virions labeled with biotin, radioactive isotopes, or fluorescent dyes, these approaches typically require high multiplicities of infection (MOI) to enable detection of bound virus. We describe a quantitative (q)RT-PCR-based assay that measures Junin virus strain Candid 1 attachment via quantitation of virion-packaged viral genomic RNA. This assay has several advantages including its extreme sensitivity and ability to measure attachment over a large dynamic range of MOIs without the need to purify or label input virus. Importantly, this approach can be easily tailored for use with other viruses through the use of virus-specific qRT-PCR reagents. Further, this assay can be modified to permit measurement of particle endocytosis and genome uncoating. In conclusion, we describe a simple, yet robust assay for highly sensitive measurement of arenavirus-cell attachment.
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Affiliation(s)
- Joseph P Klaus
- Department of Medicine, Division of Immunobiology, University of Vermont
| | - Jason Botten
- Department of Medicine, Division of Immunobiology, University of Vermont; Department of Microbiology & Molecular Genetics, University of Vermont;
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