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Tarazona-Castro Y, Aguilar-Luis MA, Silva-Caso W, Watson H, Zavaleta-Gavidia V, Aquino-Ortega R, Del Valle LJ, Bazan-Mayra J, Mayta Huatuco E, del Valle-Mendoza J. Genotypic diversity and molecular characterization of DENV-2 in a Peruvian endemic region from 2016 to 2022: displacement of American/Asian genotype. Front Microbiol 2025; 16:1558761. [PMID: 40356643 PMCID: PMC12066640 DOI: 10.3389/fmicb.2025.1558761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2025] [Accepted: 04/03/2025] [Indexed: 05/15/2025] Open
Abstract
Background Dengue is the most prevalent acute febrile disease with serious clinical consequences in the tropical and subtropical regions of Asia and America. In Peru, it represents a significant public health issue due to its hyperendemic nature, with serotype 2 (DENV-2) being the predominant serotype that leads to the most severe clinical manifestations of the disease. This study focuses on the molecular characterization and analysis of the intraserotypic diversity of DENV-2 circulating in the endemic region of Cajamarca. Methods A total of 3,967 blood serum samples from patients with acute febrile illness (AFI) were analyzed between 2016 and 2022 to detect DENV and DENV-2 using real-time RT-PCR. The viral envelope (E) gene was then sequenced using the Sanger method. Finally, phylogenetic reconstruction was conducted using the maximum likelihood method. Results A total of 32 complete sequences of the envelope gene were obtained, and the phylogenetic and characterization analyses of the amino acid sequences revealed that, during the period from 2016 to 2022, two DENV-2 genotypes circulated: the Am/As genotype and the cosmopolitan genotype in lineages 2 and C, respectively. Conclusion Similarly, our findings showed that every studied outbreak was characterized by novel autochthonous variants of the Am/As genotype and by an imported variant of the cosmopolitan genotype; this demonstrates a temporal distribution of intraserotypic variability that indicates the displacement of the Am/As genotype around 2021 and the establishment of the cosmopolitan genotype. The need for ongoing genetic or genomic surveillance of the cosmopolitan virus arises in order to understand its distribution and diversification patterns in Peru.
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Affiliation(s)
- Yordi Tarazona-Castro
- Biomedicine Laboratory, Research Center of the Faculty of Health Sciences, Universidad Peruana de Ciencias Aplicadas, Lima, Peru
- Unidad de Postgrado de la Facultad de Ciencias Biológicas, Universidad Nacional Mayor de San Marcos, Lima, Peru
| | - Miguel Angel Aguilar-Luis
- Biomedicine Laboratory, Research Center of the Faculty of Health Sciences, Universidad Peruana de Ciencias Aplicadas, Lima, Peru
| | - Wilmer Silva-Caso
- Biomedicine Laboratory, Research Center of the Faculty of Health Sciences, Universidad Peruana de Ciencias Aplicadas, Lima, Peru
| | - Hugh Watson
- Antiviral Research Unit, Evotec ID, Lyon, France
| | - Victor Zavaleta-Gavidia
- Dirección Regional de Salud de Cajamarca, DIRESA-Cajamarca, Cajamarca, Peru
- Facultd de Medicina Humana, Universidad Nacional de Cajamarca, Cajamarca, Perú
| | - Ronald Aquino-Ortega
- Biomedicine Laboratory, Research Center of the Faculty of Health Sciences, Universidad Peruana de Ciencias Aplicadas, Lima, Peru
| | - Luis J. Del Valle
- Centre d'Enginyeria Biotecnologica i Molecular (CEBIM), Departamento de Ingeniería Química, ETSEIB, Universidad Politěcnica de Catalunya (UPC), Barcelona Tech, Barcelona, Spain
- Barcelona Research Centre in Multiscale Science and Engineering, Universitat Politècnica de Catalunya, BarcelonaTech (UPC), Barcelona, Spain
| | - Jorge Bazan-Mayra
- Dirección Regional de Salud de Cajamarca, DIRESA-Cajamarca, Cajamarca, Peru
- Facultd de Medicina Humana, Universidad Nacional de Cajamarca, Cajamarca, Perú
| | - Egma Mayta Huatuco
- Unidad de Postgrado de la Facultad de Ciencias Biológicas, Universidad Nacional Mayor de San Marcos, Lima, Peru
| | - Juana del Valle-Mendoza
- Biomedicine Laboratory, Research Center of the Faculty of Health Sciences, Universidad Peruana de Ciencias Aplicadas, Lima, Peru
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2
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Serafim MSM, Kronenberger T, Rocha REO, Rosa ADRA, Mello TLG, Poso A, Ferreira RS, Abrahão JS, Kroon EG, Mota BEF, Maltarollo VG. Aminopyrimidine Derivatives as Multiflavivirus Antiviral Compounds Identified from a Consensus Virtual Screening Approach. J Chem Inf Model 2024; 64:393-411. [PMID: 38194508 DOI: 10.1021/acs.jcim.3c01505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2024]
Abstract
Around three billion people are at risk of infection by the dengue virus (DENV) and potentially other flaviviruses. Worldwide outbreaks of DENV, Zika virus (ZIKV), and yellow fever virus (YFV), the lack of antiviral drugs, and limitations on vaccine usage emphasize the need for novel antiviral research. Here, we propose a consensus virtual screening approach to discover potential protease inhibitors (NS3pro) against different flavivirus. We employed an in silico combination of a hologram quantitative structure-activity relationship (HQSAR) model and molecular docking on characterized binding sites followed by molecular dynamics (MD) simulations, which filtered a data set of 7.6 million compounds to 2,775 hits. Lastly, docking and MD simulations selected six final potential NS3pro inhibitors with stable interactions along the simulations. Five compounds had their antiviral activity confirmed against ZIKV, YFV, DENV-2, and DENV-3 (ranging from 4.21 ± 0.14 to 37.51 ± 0.8 μM), displaying aggregator characteristics for enzymatic inhibition against ZIKV NS3pro (ranging from 28 ± 7 to 70 ± 7 μM). Taken together, the compounds identified in this approach may contribute to the design of promising candidates to treat different flavivirus infections.
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Affiliation(s)
- Mateus Sá Magalhães Serafim
- Departamento de Microbiologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG 31270-901, Brazil
| | - Thales Kronenberger
- Institute of Pharmacy, Pharmaceutical/Medicinal Chemistry and Tübingen Center for Academic Drug Discovery (TüCAD2), Eberhard Karls University Tübingen, Auf der Morgenstelle 8, Tübingen 72076, Germany
- Excellence Cluster "Controlling Microbes to Fight Infections" (CMFI), Tübingen 72076, Germany
- School of Pharmacy, Faculty of Health Sciences, University of Eastern Finland, Kuopio 70211, Finland
| | - Rafael Eduardo Oliveira Rocha
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG 31270-901, Brazil
| | - Amanda Del Rio Abreu Rosa
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG 31270-901, Brazil
| | - Thaysa Lara Gonçalves Mello
- Departamento de Produtos Farmacêuticos, Faculdade de Farmácia, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG 31270-901, Brazil
| | - Antti Poso
- Institute of Pharmacy, Pharmaceutical/Medicinal Chemistry and Tübingen Center for Academic Drug Discovery (TüCAD2), Eberhard Karls University Tübingen, Auf der Morgenstelle 8, Tübingen 72076, Germany
- School of Pharmacy, Faculty of Health Sciences, University of Eastern Finland, Kuopio 70211, Finland
- Department of Medical Oncology and Pneumology, University Hospital of Tübingen, Tübingen 70211, Germany
| | - Rafaela Salgado Ferreira
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG 31270-901, Brazil
| | - Jonatas Santos Abrahão
- Departamento de Microbiologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG 31270-901, Brazil
| | - Erna Geessien Kroon
- Departamento de Microbiologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG 31270-901, Brazil
| | - Bruno Eduardo Fernandes Mota
- Departamento de Análises Clínicas e Toxicológicas, Faculdade de Farmácia, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG 31270-901, Brazil
| | - Vinícius Gonçalves Maltarollo
- Departamento de Produtos Farmacêuticos, Faculdade de Farmácia, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG 31270-901, Brazil
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3
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Valencia HJ, Mendonça DC, Marinho PES, Henriques LR, Drumond BP, Bonjardim CA. MEK/ERK activation plays a decisive role in Zika virus morphogenesis and release. Arch Virol 2023; 168:47. [PMID: 36609616 DOI: 10.1007/s00705-022-05632-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Accepted: 10/05/2022] [Indexed: 01/09/2023]
Abstract
Brazil has experienced an increase in outbreaks caused by flaviviruses. The high incidence of dengue fever, the morbidity of Zika in children, and the high mortality of yellow fever have affected millions in recent years. Deciphering host-virus interactions is important for treating viral infections, and the mitogen-activated protein kinases (MAPK) are an interesting target because of their role in flavivirus replication. In particular, mitogen-activated protein kinase kinase (MEK), which targets extracellular-signal-regulated kinase (ERK), is necessary for dengue and yellow fever infections. In this study, we evaluated the role of the MEK/ERK pathway and the effect of the MEK inhibitor trametinib on the Asian ZIKV strain PE243 and the prototype African ZIKV strain MR766, addressing genome replication, morphogenesis, and viral release. ZIKV infection stimulated ERK phosphorylation in Vero cells at 12 and 18 hours postinfection (hpi). Trametinib showed sustained antiviral activity, inhibiting both ZIKV strains for at least four days, and electron microscopy showed probable inhibition of ZIKV morphogenesis. ZIKV PE243 can complete one cycle in Vero cells in 14 hours; genome replication was detected around 8 hpi, intracellular viral particles at 12 hpi, and extracellular progeny at 14 hpi. Treatments at 6-hour intervals showed that trametinib inhibited late stages of viral replication, and the titration of intra- or extracellular virions showed that the treatment especially affected viral morphogenesis and release. Thus, ZIKV stimulated ERK phosphorylation during viral morphogenesis and release, which correlated with trametinib inhibiting both the signaling pathway and viral replication.
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Affiliation(s)
- Hugo José Valencia
- Grupo de Transdução de Sinal/Flavivírus, Department of Microbiology, Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil. .,Laboratório de Vírus, Department of Microbiology, Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil. .,Laboratorio de Fisiología Molecular, Instituto de Investigación en Ganadería y Biotecnología (IGBI), Universidad Nacional Toribio Rodríguez de Mendoza de Amazonas (UNTRM), Chachapoyas, Amazonas, Peru.
| | - Diogo Corrêa Mendonça
- Grupo de Transdução de Sinal/Flavivírus, Department of Microbiology, Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.,Laboratório de Vírus, Department of Microbiology, Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil
| | - Paula Eillanny Silva Marinho
- Laboratório de Vírus, Department of Microbiology, Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil
| | - Lethícia Ribeiro Henriques
- Grupo de Transdução de Sinal/Flavivírus, Department of Microbiology, Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.,Laboratório de Vírus, Department of Microbiology, Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.,Núcleo de Apoio Técnico ao Ensino, Pesquisa e Extensão-Instituto de Ciências Ambientais, Químicas e Farmacêuticas-Universidade Federal de São Paulo, Diadema, SP, Brazil
| | - Betânia Paiva Drumond
- Laboratório de Vírus, Department of Microbiology, Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil
| | - Cláudio Antônio Bonjardim
- Grupo de Transdução de Sinal/Flavivírus, Department of Microbiology, Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.,Laboratório de Vírus, Department of Microbiology, Institute of Biological Sciences, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil
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Gaber M, Ahmad AA, El-Kady AM, Tolba M, Suzuki Y, Mohammed SM, Elossily NA. Dengue fever as a reemerging disease in upper Egypt: Diagnosis, vector surveillance and genetic diversity using RT-LAMP assay. PLoS One 2022; 17:e0265760. [PMID: 35499983 PMCID: PMC9060354 DOI: 10.1371/journal.pone.0265760] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2021] [Accepted: 03/07/2022] [Indexed: 11/18/2022] Open
Abstract
Background
The recent increase in dengue virus (DENV) outbreaks and the absence of an effective vaccine have highlighted the importance of developing rapid and effective diagnostic surveillance tests and mosquito-based screening programs. To establish effective control measures for preventing future DENV transmission, the present study was established to identify the main mosquito vector involved in the dengue fever (DF) outbreak in Upper Egypt in 2016 and detect the diversity of dengue virus serotypes circulating in both humans and vectors.
Methods
We investigated the prevalence of DENV infection and circulating serotypes in the sera of 51 humans clinically suspected of DF and 1800 field-collected Aedes aegypti adult female mosquitoes grouped into 36 pooled samples. Both DENV non-structural protein (NS1) immunochromatographic strip assay and loop-mediated isothermal amplification (LAMP) were used for screening.
Results
Overall, the rate of DENV infection in both human sera and pooled mosquito homogenate was 33.3%, as revealed by rapid dipstick immunochromatographic analysis. However, higher detection rates were observed with RT-LAMP assay of 60.8% and 44.4% for humans and vector mosquitoes, respectively. DENV-1 was the most prevalent serotype in both populations. A combination of two, three, or even four circulating serotypes was found in 87.5% of total positive pooled mosquito samples and 83.87% of DENV-positive human sera.
Conclusion
The study reinforces the evidence of the reemergence of Aedes aegypti in Upper Egypt, inducing an outbreak of DENV. Mosquito-based surveillance of DENV infection is important to elucidate the viral activity rate and define serotype diversity to understand the virus dynamics in the reinfested area. Up to our knowledge, this is the first report of serotyping of DENV infection in an outbreak in Egypt using RT-LAMP assay.
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Affiliation(s)
- Mona Gaber
- Department of Parasitology, Faculty of Medicine, Assiut University, Assiut, Egypt
| | | | - Asmaa M. El-Kady
- Department of Parasitology, Faculty of Medicine, South Valley University, Qena, Egypt
| | - Mohammed Tolba
- Department of Parasitology, Faculty of Medicine, Assiut University, Assiut, Egypt
| | - Yutaka Suzuki
- Department of Computational Biology and Medical Sciences, University of Tokyo, Kashiwanoha, Kashiwa, Chiba, Japan
| | - Shereen M. Mohammed
- Department of Microbiology and Immunology, Faculty of Medicine, Assiut University, Assiut, Egypt
| | - Nahed Ahmed Elossily
- Department of Parasitology, Faculty of Medicine, Assiut University, Assiut, Egypt
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5
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Cunha MDP, Duarte-Neto AN, Pour SZ, Hajjar LA, Frassetto FP, Dolhnikoff M, Saldiva PHDN, Zanotto PMDA. Systemic dengue infection associated with a new dengue virus type 2 introduction in Brazil - a case report. BMC Infect Dis 2021; 21:311. [PMID: 33794785 PMCID: PMC8015031 DOI: 10.1186/s12879-021-05959-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Accepted: 03/04/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Dengue infection is caused by an arbovirus with a wide range of presentations, varying from asymptomatic disease to unspecific febrile illness and haemorrhagic syndrome with shock, which can evolve to death. In Brazil, the virus circulates since the 1980s with many introductions of new serotypes, genotypes, and lineages since then. Here we report a fatal case of dengue associated with a Dengue virus (DENV) lineage not detected in the country until now. CASE PRESENTATION The patient, a 58-year-old man arrived at the hospital complaining of fever and severe abdominal pain due to intense gallbladder edema, mimicking acute abdomen. After 48 h of hospital admission, he evolved to refractory shock and death. DENV RNA was detected in all tissues collected (heart, lung, brain, kidney, spleen, pancreas, liver, and testis). Viral sequencing has shown that the virus belongs to serotype 2, American/Asian genotype, in a new clade, which has never been identified in Brazil before. The virus was phylogenetically related to isolates from central America [Puerto Rico (2005-2007), Martinique (2005), and Guadeloupe (2006)], most likely arriving in Brazil from Puerto Rico. CONCLUSION In summary, this was the first fatal documented case with systemic dengue infection associated with the new introduction of Dengue type 2 virus in Brazil during the 2019 outbreak.
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Affiliation(s)
- Marielton Dos Passos Cunha
- Laboratory of Molecular Evolution and Bioinformatics, Department of Microbiology, Biomedical Sciences Institute, University of São Paulo, São Paulo, Brazil.
| | | | - Shahab Zaki Pour
- Laboratory of Molecular Evolution and Bioinformatics, Department of Microbiology, Biomedical Sciences Institute, University of São Paulo, São Paulo, Brazil
| | - Ludhmila Abrahão Hajjar
- Intensive Care Unit, Heart Institute (InCor), Medical School, University of São Paulo, São Paulo, Brazil
| | | | - Marisa Dolhnikoff
- Pathology Department, Medical School, University of São Paulo, São Paulo, Brazil
| | | | - Paolo Marinho de Andrade Zanotto
- Laboratory of Molecular Evolution and Bioinformatics, Department of Microbiology, Biomedical Sciences Institute, University of São Paulo, São Paulo, Brazil.
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6
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Evaluation of kinase inhibitors as potential therapeutics for flavivirus infections. Arch Virol 2021; 166:1433-1438. [PMID: 33683474 PMCID: PMC7938686 DOI: 10.1007/s00705-021-05021-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 01/14/2021] [Indexed: 10/28/2022]
Abstract
The recent introduction of Zika virus (ZIKV), the recurrence of dengue virus (DENV), and the lethality of yellow fever virus (YFV) have had a significant impact on Brazilian society and public health. Here, we targeted two cellular kinases implicated in cell proliferation and cancer that are also important for viral replication: mitogen-activated protein kinase kinase (MEK) and Src. We used two MEK inhibitors - trametinib and selumetinib - and two Src inhibitors - saracatinib and bosutinib - to inhibit ZIKV, DENV, and YFV replication in cell culture. The cytotoxicity of the four inhibitors was determined by the observation of abnormal morphology and quantification of adherent cells by crystal violet staining. The antiviral activity of these drugs was assessed based on the reduction of plaque-forming units in cell culture as evidence of the inhibition of the replication of the selected flaviviruses. All four inhibitors showed antiviral activity, but among them, trametinib was the safest and most efficacious against all of the viruses, inhibiting the replication of ZIKV and YFV by 1000-fold, and DENV2/3 by nearly 100-fold. This pan-antiviral effect shows that trametinib could be repurposed for the treatment of flaviviral infections.
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7
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Falconi-Agapito F, Selhorst P, Merino X, Torres F, Michiels J, Fernandez C, Talledo M, Ariën KK. A new genetic variant of dengue serotype 2 virus circulating in the Peruvian Amazon. Int J Infect Dis 2020; 96:136-138. [PMID: 32387448 DOI: 10.1016/j.ijid.2020.04.087] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Revised: 04/29/2020] [Accepted: 04/29/2020] [Indexed: 11/19/2022] Open
Abstract
We sequenced the envelope gene of dengue virus serotype 2 (DENV-2-E) in samples from an outbreak reported in 2018, in Yurimaguas, Peru. The strain belongs to lineage 2 of the American/Asian genotype. We report a variant with two novel mutations (I379T and V484I) located in domain III of DENV2-E.
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Affiliation(s)
- Francesca Falconi-Agapito
- Department of Biomedical Sciences, Unit of Virology, Institute of Tropical Medicine, Nationalestraat 155, B-2000, Antwerp, Belgium; Unidad de Virología, Instituto de Medicina Tropical Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Av. Honorio Delgado 430, 15102, Lima, Peru.
| | - Philippe Selhorst
- Department of Biomedical Sciences, Unit of Virology, Institute of Tropical Medicine, Nationalestraat 155, B-2000, Antwerp, Belgium.
| | - Xiomara Merino
- Unidad de Virología, Instituto de Medicina Tropical Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Av. Honorio Delgado 430, 15102, Lima, Peru.
| | - Fiorella Torres
- Hospital Santa Gema, Yurimaguas, Calle Progreso 405, Yurimaguas, Alto Amazonas, 16501, Loreto, Peru.
| | - Johan Michiels
- Department of Biomedical Sciences, Unit of Virology, Institute of Tropical Medicine, Nationalestraat 155, B-2000, Antwerp, Belgium.
| | - Connie Fernandez
- Hospital Santa Gema, Yurimaguas, Calle Progreso 405, Yurimaguas, Alto Amazonas, 16501, Loreto, Peru.
| | - Michael Talledo
- Unidad de Virología, Instituto de Medicina Tropical Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Av. Honorio Delgado 430, 15102, Lima, Peru.
| | - Kevin K Ariën
- Department of Biomedical Sciences, Unit of Virology, Institute of Tropical Medicine, Nationalestraat 155, B-2000, Antwerp, Belgium; Department of Biomedical Sciences, University of Antwerp, Universiteitsplein 1, 2610, Wilrijk, Belgium.
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The small molecule AZD6244 inhibits dengue virus replication in vitro and protects against lethal challenge in a mouse model. Arch Virol 2020; 165:671-681. [PMID: 31942645 DOI: 10.1007/s00705-020-04524-7] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2019] [Accepted: 12/06/2019] [Indexed: 12/12/2022]
Abstract
Dengue virus (DENV) is the most common mosquito-borne viral disease. The World Health Organization estimates that 400 million new cases of dengue fever occur every year. Approximately 500,000 individuals develop severe and life-threatening complications from dengue fever, such as dengue shock syndrome (DSS) and dengue hemorrhagic fever (DHF), which cause 22,000 deaths yearly. Currently, there are no specific licensed therapeutics to treat DENV illness. We have previously shown that the MEK/ERK inhibitor U0126 inhibits the replication of the flavivirus yellow fever virus. In this study, we demonstrate that the MEK/ERK inhibitor AZD6244 has potent antiviral efficacy in vitro against DENV-2, DENV-3, and Saint Louis encephalitis virus (SLEV). We also show that it is able to protect AG129 mice from a lethal challenge with DENV-2 (D2S20). The molecule is currently undergoing phase III clinical trials for the treatment of non-small-cell lung cancer. The effect of AZD6244 on the DENV life cycle was attributed to a blockade of morphogenesis. Treatment of AG129 mice twice daily with oral doses of AZD6244 (100 mg/kg/day) prevented the animals from contracting dengue hemorrhagic fever (DHF)-like lethal disease upon intravenous infection with 1 × 105 PFU of D2S20. The effectiveness of AZD6244 was observed even when the treatment of infected animals was initiated 1-2 days postinfection. This was also followed by a reduction in viral copy number in both the serum and the spleen. There was also an increase in IL-1β and TNF-α levels in mice that were infected with D2S20 and treated with AZD6244 in comparison to infected mice that were treated with the vehicle only. These data demonstrate the potential of AZD6244 as a new therapeutic agent to treat DENV infection and possibly other flavivirus diseases.
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9
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Aragão CF, Pinheiro VCS, Nunes Neto JP, da Silva EVP, Pereira GJG, do Nascimento BLS, Castro KDS, Maia AM, Catete CP, Martins LC, Tadei WP, da Silva SP, Cruz ACR. Natural Infection of Aedes aegypti by Chikungunya and Dengue type 2 Virus in a Transition Area of North-Northeast Brazil. Viruses 2019; 11:E1126. [PMID: 31817553 PMCID: PMC6949906 DOI: 10.3390/v11121126] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2019] [Revised: 11/06/2019] [Accepted: 11/07/2019] [Indexed: 01/16/2023] Open
Abstract
Dengue fever, chikungunya, and Zika are diseases caused by viruses transmitted by Aedes aegypti and Aedes albopictus. In Brazil, the number of human infections is high, but few studies are performed in mosquito vectors. This study aimed to investigate the presence of Zika, Dengue and Chikungunya viruses in Ae. aegypti and Ae. albopictus from the municipalities of Alto Alegre, Caxias, Codó, and São Mateus do Maranhão, located in the state of Maranhão, Northeast Brazil. The mosquitoes were collected with a mechanical aspirator, identified, triturated, and then submitted to RNA extraction and RT-qPCR. The positive samples were confirmed by virus isolation and genome sequencing. Three hundred and forty-eight Ae. aegypti (176 males and 172 females) and 12 Ae. albopictus (eight males and four females) were collected and tested. Ae. aegypti was the only vector positive in two municipalities-Codó, with detection of Chikungunya virus (CHIKV) belonging to the East-Central-South African genotype, and in Caxias, with detection of Dengue virus (DENV)-2 belonging to the Asian/American genotype. The detection of CHIKV and DENV-2 is evidence that those viruses are maintained in arthropod vectors, and shows the epidemiological risk in the area for chikungunya cases and a possible increase of severe dengue cases, associated with the occurrence of dengue hemorrhagic fever.
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Affiliation(s)
- Carine Fortes Aragão
- Programa de Pós-Graduação em Biologia dos Agentes Infecciosos e Parasitários, Universidade Federal do Pará, Belém, PA 66075-110, Brazil;
| | - Valéria Cristina Soares Pinheiro
- Laboratório de Entomologia Médica, Centro de Estudos Superiores de Caxias, Universidade Estadual do Maranhão, Caxias, MA 65604-380, Brazil;
| | - Joaquim Pinto Nunes Neto
- Seção de Arbovirologia e Febres Hemorrágicas, Instituto Evandro Chagas, Secretaria de Vigilância e Saúde, Ministério da Saúde, Ananindeua, PA 67030-000, Brazil; (J.P.N.N.); (E.V.P.d.S.); (G.J.G.P.); (B.L.S.d.N.); (L.C.M.); (S.P.d.S.)
| | - Eliana Vieira Pinto da Silva
- Seção de Arbovirologia e Febres Hemorrágicas, Instituto Evandro Chagas, Secretaria de Vigilância e Saúde, Ministério da Saúde, Ananindeua, PA 67030-000, Brazil; (J.P.N.N.); (E.V.P.d.S.); (G.J.G.P.); (B.L.S.d.N.); (L.C.M.); (S.P.d.S.)
| | - Glennda Juscely Galvão Pereira
- Seção de Arbovirologia e Febres Hemorrágicas, Instituto Evandro Chagas, Secretaria de Vigilância e Saúde, Ministério da Saúde, Ananindeua, PA 67030-000, Brazil; (J.P.N.N.); (E.V.P.d.S.); (G.J.G.P.); (B.L.S.d.N.); (L.C.M.); (S.P.d.S.)
| | - Bruna Laís Sena do Nascimento
- Seção de Arbovirologia e Febres Hemorrágicas, Instituto Evandro Chagas, Secretaria de Vigilância e Saúde, Ministério da Saúde, Ananindeua, PA 67030-000, Brazil; (J.P.N.N.); (E.V.P.d.S.); (G.J.G.P.); (B.L.S.d.N.); (L.C.M.); (S.P.d.S.)
| | - Karoline da Silva Castro
- Programa de Pós-Graduação em Biologia Parasitária na Amazônia, Universidade do Estado do Pará, Belém, PA 66087-670, Brazil; (K.d.S.C.); (A.M.M.)
| | - Ariadne Mendonça Maia
- Programa de Pós-Graduação em Biologia Parasitária na Amazônia, Universidade do Estado do Pará, Belém, PA 66087-670, Brazil; (K.d.S.C.); (A.M.M.)
| | - Clistenes Pamplona Catete
- Instituto Evandro Chagas, Secretaria de Vigilância e Saúde, Ministério da Saúde, Ananindeua, PA 67030-000, Brazil;
| | - Lívia Carício Martins
- Seção de Arbovirologia e Febres Hemorrágicas, Instituto Evandro Chagas, Secretaria de Vigilância e Saúde, Ministério da Saúde, Ananindeua, PA 67030-000, Brazil; (J.P.N.N.); (E.V.P.d.S.); (G.J.G.P.); (B.L.S.d.N.); (L.C.M.); (S.P.d.S.)
| | - Wanderli Pedro Tadei
- Laboratório de Malária e Dengue, Instituto Nacional de Pesquisas da Amazônia, Manaus, CEP 69060-001, Manaus - AM, Brazil;
| | - Sandro Patroca da Silva
- Seção de Arbovirologia e Febres Hemorrágicas, Instituto Evandro Chagas, Secretaria de Vigilância e Saúde, Ministério da Saúde, Ananindeua, PA 67030-000, Brazil; (J.P.N.N.); (E.V.P.d.S.); (G.J.G.P.); (B.L.S.d.N.); (L.C.M.); (S.P.d.S.)
| | - Ana Cecília Ribeiro Cruz
- Seção de Arbovirologia e Febres Hemorrágicas, Instituto Evandro Chagas, Secretaria de Vigilância e Saúde, Ministério da Saúde, Ananindeua, PA 67030-000, Brazil; (J.P.N.N.); (E.V.P.d.S.); (G.J.G.P.); (B.L.S.d.N.); (L.C.M.); (S.P.d.S.)
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10
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Shah Y, Pandey K, Pant DK, Panta KP, Pandey BD. High Potential Risk of Zika Virus Infection Outbreak in Dengue Suspected Cases in Nepal. Open Microbiol J 2019. [DOI: 10.2174/1874285801913010235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
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11
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Shah Y, Pandey K, Pant DK, Panta KP, Pandey BD. High Potential Risk of Zika Virus Infection Outbreak in Dengue Suspected Cases in Nepal. Open Microbiol J 2019. [DOI: 10.2174/1874285801913010236] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
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12
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Marinho PES, Bretas de Oliveira D, Candiani TMS, Crispim APC, Alvarenga PPM, Castro FCDS, Abrahão JS, Rios M, Coimbra RS, Kroon EG. Meningitis Associated with Simultaneous Infection by Multiple Dengue Virus Serotypes in Children, Brazil. Emerg Infect Dis 2018; 23:115-118. [PMID: 27983492 PMCID: PMC5176234 DOI: 10.3201/eid2301.160817] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
To determine the causes of viral meningitis, we analyzed 22 cerebrospinal fluid samples collected during the 2014–2015 dengue epidemics in Brazil. We identified 3 serotypes of dengue virus (DENV-1, -2, and -3), as well as co-infection with 2 or 3 serotypes. We also detected the Asian II genotype of DENV-2.
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13
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Guo C, Zhou Z, Wen Z, Liu Y, Zeng C, Xiao D, Ou M, Han Y, Huang S, Liu D, Ye X, Zou X, Wu J, Wang H, Zeng EY, Jing C, Yang G. Global Epidemiology of Dengue Outbreaks in 1990-2015: A Systematic Review and Meta-Analysis. Front Cell Infect Microbiol 2017; 7:317. [PMID: 28748176 PMCID: PMC5506197 DOI: 10.3389/fcimb.2017.00317] [Citation(s) in RCA: 232] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2017] [Accepted: 06/27/2017] [Indexed: 12/21/2022] Open
Abstract
Dengue is an arthropod-borne infectious disease caused by dengue virus (DENV) infection and transmitted by Aedes mosquitoes. Approximately 50–100 million people are infected with DENV each year, resulting in a high economic burden on both governments and individuals. Here, we conducted a systematic review and meta-analysis to summarize information regarding the epidemiology, clinical characteristics, and serotype distribution and risk factors for global dengue outbreaks occurring from 1990 to 2015. We searched the PubMed, Embase and Web of Science databases through December 2016 using the term “dengue outbreak.” In total, 3,853 studies were identified, of which 243 studies describing 262 dengue outbreaks met our inclusion criteria. The majority of outbreak-associated dengue cases were reported in the Western Pacific Region, particularly after the year 2010; these cases were primarily identified in China, Singapore and Malaysia. The pooled mean age of dengue-infected individuals was 30.1 years; of the included patients, 54.5% were male, 23.2% had DHF, 62.0% had secondary infections, and 1.3% died. The mean age of dengue patients reported after 2010 was older than that of patients reported before 2010 (34.0 vs. 27.2 years); however, the proportions of patients who had DHF, had secondary infections and died significantly decreased after 2010. Fever, malaise, headache, and asthenia were the most frequently reported clinical symptoms and signs among dengue patients. In addition, among the identified clinical symptoms and signs, positive tourniquet test (OR = 4.86), ascites (OR = 13.91) and shock (OR = 308.09) were identified as the best predictors of dengue infection, DHF and mortality, respectively (both P < 0.05). The main risk factors for dengue infection, DHF and mortality were living with uncovered water container (OR = 1.65), suffering from hypotension (OR = 6.18) and suffering from diabetes mellitus (OR = 2.53), respectively (all P < 0.05). The serotype distribution varied with time and across WHO regions. Overall, co-infections were reported in 47.7% of the evaluated outbreaks, and the highest pooled mortality rate (2.0%) was identified in DENV-2 dominated outbreaks. Our study emphasizes the necessity of implementing programs focused on targeted prevention, early identification, and effective treatment.
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Affiliation(s)
- Congcong Guo
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Zixing Zhou
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Zihao Wen
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Yumei Liu
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China.,Department of Parasitology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Chengli Zeng
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Di Xiao
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Meiling Ou
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China.,Department of Parasitology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Yajing Han
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China.,Department of Parasitology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Shiqi Huang
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Dandan Liu
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Xiaohong Ye
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China.,Department of Parasitology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Xiaoqian Zou
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China.,Department of Parasitology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Jing Wu
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China.,Department of Parasitology, School of Medicine, Jinan UniversityGuangzhou, China
| | - Huanyu Wang
- Department of Viral Encephalitis, Chinese Center for Disease Control and Prevention, Institute for Viral Disease Control and Prevention, National Institute for Viral Disease Control and PreventionBeijing, China.,State Key Laboratory for Infectious Disease Prevention and Control, Chinese Center for Disease Control and PreventionBeijing, China
| | - Eddy Y Zeng
- Guangzhou Key Laboratory of Environmental Exposure and Health, Guangdong Key Laboratory of Environmental Pollution and Health, School of Environment, Jinan UniversityGuangzhou, China
| | - Chunxia Jing
- Department of Epidemiology, School of Medicine, Jinan UniversityGuangzhou, China.,Guangzhou Key Laboratory of Environmental Exposure and Health, Guangdong Key Laboratory of Environmental Pollution and Health, School of Environment, Jinan UniversityGuangzhou, China
| | - Guang Yang
- Department of Parasitology, School of Medicine, Jinan UniversityGuangzhou, China.,Guangzhou Key Laboratory of Environmental Exposure and Health, Guangdong Key Laboratory of Environmental Pollution and Health, School of Environment, Jinan UniversityGuangzhou, China
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14
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Dengue type 4 in Rio de Janeiro, Brazil: case characterization following its introduction in an endemic region. BMC Infect Dis 2017; 17:410. [PMID: 28599640 PMCID: PMC5466795 DOI: 10.1186/s12879-017-2488-4] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2017] [Accepted: 05/23/2017] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Due to the populations' susceptibility, DENV-4 introduction in 2010 led to the occurrence of explosive epidemics in the following years in Brazil. In 2011, DENV-4 was identified in Rio de Janeiro (RJ) and it was prevalent in 2012 and 2013. Here, we aimed to characterize clinical, epidemiological and laboratorial aspects of DENV-4 cases after this serotype introduction in an endemic scenario. METHODS Dengue suspected cases (n = 3727) were received and analyzed from January 2011 to December 2013, during outbreaks occurred in RJ, Brazil. Samples were submitted to virological, serological and molecular methods for case confirmation. DENV-4 cases (n = 705) were characterized according to the type of infection, disease severity and, viremia levels and NS1 antigenemia were accessed. Representative strains were partial sequenced for genotyping. RESULTS DENV-4 was identified in 44.2% (705/1593) of dengue positive cases, virus isolated in 48.7% of the cases. Anti-DENV IgM was detected in 39.4% of the cases, however an increased detection was observed in cases with ≥4 days of symptoms (57.0%). NS1 antigen was identified in 41.5% of DENV-4 cases however, after immune complexes dissociation, the detection significantly increased (87.6%). Females were more affected than males, so did children aged 11-15 years old. Primary cases were more frequently observed than secondary ones and most of them were classified as dengue. No differences on NS1 antigenemia and viraemia within the groups were observed. Despite the higher frequency of severe disease on individuals >65 years old, no differences were observed among the groups and type of infection. However, DENV-4 fatal cases were more frequent on secondary infections (57.1%). DENV-4 Genotype II was identified with a probable origin from Venezuela and Colombia. CONCLUSIONS It has been shown that laboratorial diagnosis is still a reliable tool for the disease surveillance, detecting and confirming emerging epidemics. Despite the occurrence of secondary infections, most DENV-4 cases presented a mild disease. As RJ is endemic for dengue, high rates of secondary infections would be expected. Despite the existence of two genotypes, only Genotype II was identified in our study.
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15
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Dutra KR, Drumond BP, de Rezende IM, Nogueira ML, de Oliveira Lopes D, Calzavara Silva CE, Siqueira Ferreira JM, Dos Santos LL. Molecular surveillance of dengue in Minas Gerais provides insights on dengue virus 1 and 4 circulation in Brazil. J Med Virol 2016; 89:966-973. [PMID: 27926790 DOI: 10.1002/jmv.24729] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/03/2016] [Indexed: 11/11/2022]
Abstract
Dengue, caused by any of the four types of Dengue virus (DENV) is the most important arbovirus in the world. In this study we performed a molecular surveillance of dengue during the greatest dengue outbreak that took place in Divinópolis, Minas Gerais state, Southeast Brazil, in 2013. Samples from 100 patients with clinical symptoms of dengue were studied and 26 were positive. The capsid/premembrane (CprM) and envelope gene sequences of some samples were amplified and sequenced. Molecular analyses demonstrated that two DENV-1 lineages, belonging to genotype V were introduced and co-circulated in Divinópolis. When compared to each other, those lineages presented high genetic diversity and showed unique amino acids substitutions in the envelope protein, including in domains I, II, and III. DENV-4 strains from Divinópolis clustered within genotype IIb and the most recent common ancestor was probably introduced into the city three years before the 2013 epidemic. Here we demonstrated for the first time the circulation of DENV-4 and the co-circulation of two DENV-1 lineages in Midwest region of Minas Gerais, Brazil. Moreover our analysis indicated the introduction of five DENV-1 lineages, genotype V into Brazil, in different times. J. Med. Virol. 89:966-973, 2017. © 2016 Wiley Periodicals, Inc.
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Affiliation(s)
- Karina Rocha Dutra
- Campus Centro-Oeste Dona Lindu, Universidade Federal de São João Del Rei (UFSJ), Divinópolis, Minas Gerais, Brazil
| | - Betânia Paiva Drumond
- Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, Minas Gerais, Brazil.,Instituto de Ciências Biológicas, Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, Minas Gerais, Brazil
| | - Izabela Maurício de Rezende
- Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, Minas Gerais, Brazil.,Instituto de Ciências Biológicas, Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, Minas Gerais, Brazil
| | | | - Débora de Oliveira Lopes
- Campus Centro-Oeste Dona Lindu, Universidade Federal de São João Del Rei (UFSJ), Divinópolis, Minas Gerais, Brazil
| | | | | | - Luciana Lara Dos Santos
- Campus Centro-Oeste Dona Lindu, Universidade Federal de São João Del Rei (UFSJ), Divinópolis, Minas Gerais, Brazil
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16
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Waman VP, Kolekar P, Ramtirthkar MR, Kale MM, Kulkarni-Kale U. Analysis of genotype diversity and evolution of Dengue virus serotype 2 using complete genomes. PeerJ 2016; 4:e2326. [PMID: 27635316 PMCID: PMC5012332 DOI: 10.7717/peerj.2326] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2016] [Accepted: 07/14/2016] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND Dengue is one of the most common arboviral diseases prevalent worldwide and is caused by Dengue viruses (genus Flavivirus, family Flaviviridae). There are four serotypes of Dengue Virus (DENV-1 to DENV-4), each of which is further subdivided into distinct genotypes. DENV-2 is frequently associated with severe dengue infections and epidemics. DENV-2 consists of six genotypes such as Asian/American, Asian I, Asian II, Cosmopolitan, American and sylvatic. Comparative genomic study was carried out to infer population structure of DENV-2 and to analyze the role of evolutionary and spatiotemporal factors in emergence of diversifying lineages. METHODS Complete genome sequences of 990 strains of DENV-2 were analyzed using Bayesian-based population genetics and phylogenetic approaches to infer genetically distinct lineages. The role of spatiotemporal factors, genetic recombination and selection pressure in the evolution of DENV-2 is examined using the sequence-based bioinformatics approaches. RESULTS DENV-2 genetic structure is complex and consists of fifteen subpopulations/lineages. The Asian/American genotype is observed to be diversified into seven lineages. The Asian I, Cosmopolitan and sylvatic genotypes were found to be subdivided into two lineages, each. The populations of American and Asian II genotypes were observed to be homogeneous. Significant evidence of episodic positive selection was observed in all the genes, except NS4A. Positive selection operational on a few codons in envelope gene confers antigenic and lineage diversity in the American strains of Asian/American genotype. Selection on codons of non-structural genes was observed to impact diversification of lineages in Asian I, cosmopolitan and sylvatic genotypes. Evidence of intra/inter-genotype recombination was obtained and the uncertainty in classification of recombinant strains was resolved using the population genetics approach. DISCUSSION Complete genome-based analysis revealed that the worldwide population of DENV-2 strains is subdivided into fifteen lineages. The population structure of DENV-2 is spatiotemporal and is shaped by episodic positive selection and recombination. Intra-genotype diversity was observed in four genotypes (Asian/American, Asian I, cosmopolitan and sylvatic). Episodic positive selection on envelope and non-structural genes translates into antigenic diversity and appears to be responsible for emergence of strains/lineages in DENV-2 genotypes. Understanding of the genotype diversity and emerging lineages will be useful to design strategies for epidemiological surveillance and vaccine design.
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Affiliation(s)
- Vaishali P. Waman
- Bioinformatics Centre, Savitribai Phule Pune University (formerly University of Pune), Pune, Maharashtra, India
| | - Pandurang Kolekar
- Bioinformatics Centre, Savitribai Phule Pune University (formerly University of Pune), Pune, Maharashtra, India
| | - Mukund R. Ramtirthkar
- Department of Statistics, Savitribai Phule Pune University (formerly University of Pune), Pune, Maharashtra, India
| | - Mohan M. Kale
- Department of Statistics, Savitribai Phule Pune University (formerly University of Pune), Pune, Maharashtra, India
| | - Urmila Kulkarni-Kale
- Bioinformatics Centre, Savitribai Phule Pune University (formerly University of Pune), Pune, Maharashtra, India
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