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Charoenpanyakul R, Kittichai V, Eiamsamang S, Sriwichai P, Pinetsuksai N, Naing KM, Tongloy T, Boonsang S, Chuwongin S. Enhancing mosquito classification through self-supervised learning. Sci Rep 2024; 14:27123. [PMID: 39511347 DOI: 10.1038/s41598-024-78260-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Accepted: 10/29/2024] [Indexed: 11/15/2024] Open
Abstract
Traditional mosquito identification methods, relied on microscopic observation and morphological characteristics, often require significant expertise and experience, which can limit their effectiveness. This study introduces a self-supervised learning-based image classification model using the Bootstrap Your Own Latent (BYOL) algorithm, designed to enhance mosquito species identification efficiently. The BYOL algorithm offers a key advantage by eliminating the need for labeled data during pretraining, as it autonomously learns important features. During fine-tuning, the model requires only a small fraction of labeled data to achieve accurate results. Our approach demonstrates impressive performance, achieving over 96.77% accuracy in mosquito image analysis, with minimized both false positives and false negatives. Additionally, the model's overall accuracy, measured by the area under the ROC curve, surpasses 99.55%, highlighting its robustness and reliability. A notable finding is that fine-tuning with just 10% of labeled data produces results comparable to using the full dataset. This is particularly valuable for resource-limited settings with limited access to advanced equipment and expertise. Our model provides a practical solution for mosquito identification, overcoming the challenges of traditional microscopic methods, such as the time-consuming process and reliance on specialized knowledge in healthcare services. Overall, this model supports personnel in resource-constrained environments by facilitating mosquito vector density analysis and paving the way for future mosquito species identification methodologies.
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Affiliation(s)
- Ratana Charoenpanyakul
- College of Advanced Manufacturing Innovation, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand
| | - Veerayuth Kittichai
- Faculty of Medicine, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand
| | - Songpol Eiamsamang
- Department of Medical Entomology, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand
| | - Patchara Sriwichai
- Department of Medical Entomology, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand
| | - Natchapon Pinetsuksai
- College of Advanced Manufacturing Innovation, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand
| | - Kaung Myat Naing
- College of Advanced Manufacturing Innovation, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand
| | - Teerawat Tongloy
- College of Advanced Manufacturing Innovation, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand
| | - Siridech Boonsang
- Department of Electrical Engineering, Faculty of Engineering, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand
| | - Santhad Chuwongin
- College of Advanced Manufacturing Innovation, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand.
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2
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Gomgnimbou MK, Belem LRW, Some K, Diallo M, Barro B, Kaboré A, Hafalla JCR, Sangaré I. Utilization of novel molecular multiplex methods for the detection and, epidemiological surveillance of dengue virus serotypes and chikungunya virus in Burkina Faso, West Africa. Mol Biol Rep 2024; 51:906. [PMID: 39141163 DOI: 10.1007/s11033-024-09847-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Accepted: 08/06/2024] [Indexed: 08/15/2024]
Abstract
BACKGROUND Dengue virus (DENV) and Chikungunya virus (CHIKV) are major arboviruses that are transmitted to humans by Aedes aegypti (A. aegypti) and Aedes Albopictus (A. Albopictus) mosquitoes. In absence of specific antivirals and vaccine against these two viruses, prompt diagnosis of acute infections and robust surveillance for outbreak identification remain crucial. Therefore, rapid, robust, high-throughput, accessible, and low-cost assays are essential for endemic countries. This study evaluated our recently developed multiplex RT-PCR and RT-qPCR assays to screen for DENV1-4 and CHIKV circulation in Burkina Faso. METHODS AND RESULTS This study, conducted between June to August 2023, enrolled patients with suspected arbovirus infection presenting at healthcare facilities in three Burkina Faso cities (Bobo-Dioulasso, Houndé, and Ouagadougou). Serum samples were collected and screened for DENV serotypes and CHIKV using our newly multiplex RT-PCR and RT-q PCR techniques recently developed. A total of 408 patients (age median = 33, range from 3 to 84 years) participated in this study. Of these, 13.7% (56/408) had DENV infection; DENV-1 was 32.1% (18/56) and DENV-3 was 67.9% (38/56). DENV-2, DENV-4 and CHIKV were not detected. CONCLUSIONS This study demonstrates the effectiveness of our molecular methods for DENV detection and serotyping in Burkina Faso. The affordability of our methods makes them valuable for implementing widespread routine clinical diagnostics or arbovirus surveillance in resource-limited settings.
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Affiliation(s)
- Michel Kiréopori Gomgnimbou
- Centre d'Excellence Africain en Innovations Biotechnologiques pour l'Elimination des Maladies à Transmission Vectorielle (CEA/ITECH-MTV), Université Nazi Boni, Bobo-Dioulasso, Burkina Faso.
- Laboratoire de Recherche, Centre MURAZ, Institut National de Santé Publique, Bobo-Dioulasso, Burkina Faso.
- Institut Supérieur des Sciences de la Santé (IN.S.SA), Université Nazi Boni, Bobo-Dioulasso, Burkina Faso.
| | - Louis Robert Wendyam Belem
- Centre d'Excellence Africain en Innovations Biotechnologiques pour l'Elimination des Maladies à Transmission Vectorielle (CEA/ITECH-MTV), Université Nazi Boni, Bobo-Dioulasso, Burkina Faso
- Laboratoire de Recherche, Centre MURAZ, Institut National de Santé Publique, Bobo-Dioulasso, Burkina Faso
| | - Kouadou Some
- Centre médical avec antenne chirurgicale (CMA), Houndé, Burkina Faso
| | - Madina Diallo
- Centre médical avec antenne chirurgicale (CMA) de Do, Bobo-Dioulasso, Burkina Faso
| | - Bakari Barro
- Centre médical avec antenne chirurgicale (CMA), Houndé, Burkina Faso
| | - Antoinette Kaboré
- Laboratoire National de Référence, Institut National de Santé Publique (LNR/INSP), Ouagadougou, Burkina Faso
| | - Julius Clemence R Hafalla
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, WC1E 7HT, UK
| | - Ibrahim Sangaré
- Centre d'Excellence Africain en Innovations Biotechnologiques pour l'Elimination des Maladies à Transmission Vectorielle (CEA/ITECH-MTV), Université Nazi Boni, Bobo-Dioulasso, Burkina Faso
- Laboratoire de Recherche, Centre MURAZ, Institut National de Santé Publique, Bobo-Dioulasso, Burkina Faso
- Institut Supérieur des Sciences de la Santé (IN.S.SA), Université Nazi Boni, Bobo-Dioulasso, Burkina Faso
- Centre Hospitalier Universitaire Sourô (CHUSS), Bobo-Dioulasso, Burkina Faso
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3
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Saivish MV, Nogueira ML, Rossi SL, Vasilakis N. Exploring Iguape Virus-A Lesser-Known Orthoflavivirus. Viruses 2024; 16:960. [PMID: 38932252 PMCID: PMC11209261 DOI: 10.3390/v16060960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2024] [Revised: 05/31/2024] [Accepted: 06/12/2024] [Indexed: 06/28/2024] Open
Abstract
Brazil has earned the moniker "arbovirus hotspot", providing an ideal breeding ground for a multitude of arboviruses thriving in various zoonotic and urban cycles. As the planet warms and vectors expand their habitat range, a nuanced understanding of lesser-known arboviruses and the factors that could drive their emergence becomes imperative. Among these viruses is the Iguape virus (IGUV), a member of the Orthoflavivirus aroaense species, which was first isolated in 1979 from a sentinel mouse in the municipality of Iguape, within the Vale do Ribeira region of São Paulo State. While evidence suggests that IGUV circulates among birds, wild rodents, marsupials, bats, and domestic birds, there is no information available on its pathogenesis in both humans and animals. The existing literature on IGUV spans decades, is outdated, and is often challenging to access. In this review, we have curated information from the known literature, clarifying its elusive nature and investigating the factors that may influence its emergence. As an orthoflavivirus, IGUV poses a potential threat, which demands our attention and vigilance, considering the serious outbreaks that the Zika virus, another neglected orthoflavivirus, has unleashed in the recent past.
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Affiliation(s)
- Marielena V. Saivish
- Laboratórios de Pesquisas em Virologia, Departamento de Doenças Dermatológicas, Infecciosas e Parasitárias, Faculdade de Medicina de São José do Rio Preto, São José do Rio Preto 15090-000, SP, Brazil; (M.V.S.); (M.L.N.)
- Brazilian Biosciences National Laboratory, Centro Nacional de Pesquisa em Energia e Materiais (CNPEM), Campinas 13083-100, SP, Brazil
- Department of Pathology, University of Texas Medical Branch, Galveston, TX 77555-0609, USA;
| | - Maurício L. Nogueira
- Laboratórios de Pesquisas em Virologia, Departamento de Doenças Dermatológicas, Infecciosas e Parasitárias, Faculdade de Medicina de São José do Rio Preto, São José do Rio Preto 15090-000, SP, Brazil; (M.V.S.); (M.L.N.)
- Department of Pathology, University of Texas Medical Branch, Galveston, TX 77555-0609, USA;
| | - Shannan L. Rossi
- Department of Pathology, University of Texas Medical Branch, Galveston, TX 77555-0609, USA;
- Center for Vector-Borne and Zoonotic Diseases, University of Texas Medical Branch, Galveston, TX 77555-0609, USA
- Institute for Human Infection and Immunity, University of Texas Medical Branch, Galveston, TX 77555-0610, USA
| | - Nikos Vasilakis
- Department of Pathology, University of Texas Medical Branch, Galveston, TX 77555-0609, USA;
- Center for Vector-Borne and Zoonotic Diseases, University of Texas Medical Branch, Galveston, TX 77555-0609, USA
- Institute for Human Infection and Immunity, University of Texas Medical Branch, Galveston, TX 77555-0610, USA
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Chatterjee RP, Chatterjee A, Ansari S, Chatterjee S, Chatterjee S, Chakraborty N. Molecular identification and phylogenetic analysis of chikungunya virus among dengue-negative patients in Kolkata, India. PLoS One 2024; 19:e0301644. [PMID: 38573991 PMCID: PMC10994276 DOI: 10.1371/journal.pone.0301644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Accepted: 03/19/2024] [Indexed: 04/06/2024] Open
Abstract
Dengue and chikungunya are co-circulating vector-borne diseases that share a significant number of clinical symptoms. To identify variables to aid physicians in making rapid and effective diagnostic decisions, we performed molecular diagnosis of the chikungunya virus and examined the clinical manifestations of chikungunya cases to identify the prevalence among dengue-negative individuals in Kolkata. Dengue suspected patients' samples were collected during January 2020-December 2021 and Enzyme-linked immunosorbent assay (ELISA) and reverse transcription-polymerase chain reaction (RT-PCR) methods have been performed to confirm the prevalence of chikungunya infection among dengue-negative patients. By performing phylogenetic analysis, comparing clinical classifications, identifying disease aetiology using clinical and laboratory factors, and evaluating the time course of several clinical variables, we have evaluated the clinical manifestations linked to dengue and chikungunya virus infections. Chikungunya infection was found in 15.1% and 6.3% of the 635 dengue-negative patients, as determined by ELISA and RT-PCR, respectively. Arthritis and myalgia were more common in chikungunya-infected patients at the time of hospital admission while conjunctivitis, photosensitivity, arthralgia, Anorexia, fatigue, retro-orbital pain, vomiting, dermatitis, or swollen glands were significantly presented as an overlapping symptom. Although dengue and chikungunya infections have significant clinical overlap, basic clinical and laboratory criteria can predict these diseases at presentation for proper management. Effective management enables doctors to treat and care for patients properly and contributes to the development of control measures for these infections in a medical setting.
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Affiliation(s)
| | - Aroni Chatterjee
- ICMR-National Institute of Cholera & Enteric Diseases, Kolkata, India
| | - Sabbir Ansari
- ICMR-National Institute of Cholera & Enteric Diseases, Kolkata, India
| | - Shilpa Chatterjee
- Department of Biomedical Science, Chosun University College of Medicine, Gwangju, Republic of Korea
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Terradas G, Manzano-Alvarez J, Vanalli C, Werling K, Cattadori IM, Rasgon JL. Temperature affects viral kinetics and vectorial capacity of Aedes aegypti mosquitoes co-infected with Mayaro and Dengue viruses. Parasit Vectors 2024; 17:73. [PMID: 38374048 PMCID: PMC10877814 DOI: 10.1186/s13071-023-06109-0] [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: 09/01/2023] [Accepted: 12/20/2023] [Indexed: 02/21/2024] Open
Abstract
BACKGROUND Increasing global temperatures and unpredictable climatic extremes have contributed to the spread of vector-borne diseases. The mosquito Aedes aegypti is the main vector of multiple arboviruses that negatively impact human health, mostly in low socioeconomic areas of the world. Co-circulation and co-infection of these viruses in humans have been increasingly reported; however, how vectors contribute to this alarming trend remains unclear. METHODS Here, we examine single and co-infection of Mayaro virus (D strain, Alphavirus) and dengue virus (serotype 2, Flavivirus) in Ae. aegypti adults and cell lines at two constant temperatures, moderate (27 °C) and hot (32 °C), to quantify vector competence and the effect of temperature on infection, dissemination and transmission, including on the degree of interaction between the two viruses. RESULTS Both viruses were primarily affected by temperature but there was a partial interaction with co-infection. Dengue virus quickly replicates in adult mosquitoes with a tendency for higher titers in co-infected mosquitoes at both temperatures, and mosquito mortality was more severe at higher temperatures in all conditions. For dengue, and to a lesser extent Mayaro, vector competence and vectorial capacity were higher at hotter temperature in co- vs. single infections and was more evident at earlier time points (7 vs. 14 days post infection) for Mayaro. The temperature-dependent phenotype was confirmed in vitro by faster cellular infection and initial replication at higher temperatures for dengue but not for Mayaro virus. CONCLUSIONS Our study suggests that contrasting kinetics of the two viruses could be related to their intrinsic thermal requirements, where alphaviruses thrive better at lower temperatures compared to flaviviruses. However, more studies are necessary to clarify the role of co-infection at different temperature regimes, including under more natural temperature settings.
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Affiliation(s)
- Gerard Terradas
- Department of Entomology, The Pennsylvania State University, University Park, PA, USA
- Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, PA, USA
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA
| | - Jaime Manzano-Alvarez
- Department of Entomology, The Pennsylvania State University, University Park, PA, USA
- Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, PA, USA
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA
| | - Chiara Vanalli
- Department of Biology, The Pennsylvania State University, University Park, PA, USA
- Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, PA, USA
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA
| | - Kristine Werling
- Department of Entomology, The Pennsylvania State University, University Park, PA, USA
| | - Isabella M Cattadori
- Department of Biology, The Pennsylvania State University, University Park, PA, USA.
- Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, PA, USA.
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA.
| | - Jason L Rasgon
- Department of Entomology, The Pennsylvania State University, University Park, PA, USA.
- Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, PA, USA.
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA.
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6
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Marquine S, Durand GA, Modenesi G, Khouadhria S, Piorkowski G, Badaut C, Canivez T, De Lamballerie X, Grard G, Klitting R. Sequence Data From a Travel-Associated Case of Microcephaly Highlight a Persisting Risk due to Zika Virus Circulation in Thailand. J Infect Dis 2024; 229:443-447. [PMID: 37561039 PMCID: PMC10873171 DOI: 10.1093/infdis/jiad322] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 07/25/2023] [Accepted: 08/09/2023] [Indexed: 08/11/2023] Open
Abstract
Zika virus has been circulating in Thailand since 2002 through continuous but likely low-level circulation. Here, we describe an infection in a pregnant woman who traveled to Thailand and South America during her pregnancy. By combining phylogenetic analysis with the patient's travel history and her pregnancy timeline, we confirmed that she likely got infected in Thailand at the end of 2021. This imported case of microcephaly highlights that Zika virus circulation in the country still constitutes a health risk, even in a year of lower incidence. MAIN POINTS Here we trace the origin of travel-acquired microcephaly to Thailand, providing additional evidence that pre-American lineages of Zika virus can harm the fetus and highlighting that Zika virus constitutes a health threat even in a year of lower incidence.
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Affiliation(s)
- Solène Marquine
- Unité de Virologie, Institut de Recherche Biomédicale des Armées, Brétigny sur Orge, France
- Unité des Virus Émergents, Aix-Marseille Univ–IRD190–Inserm 1207, Marseille, France
- National Reference Center for Arboviruses, National Institute of Health and Medical Research, and French Armed Forces Biomedical Research Institute, Marseille, France
| | - Guillaume André Durand
- Unité de Virologie, Institut de Recherche Biomédicale des Armées, Brétigny sur Orge, France
- Unité des Virus Émergents, Aix-Marseille Univ–IRD190–Inserm 1207, Marseille, France
- National Reference Center for Arboviruses, National Institute of Health and Medical Research, and French Armed Forces Biomedical Research Institute, Marseille, France
| | | | | | - Géraldine Piorkowski
- Unité des Virus Émergents, Aix-Marseille Univ–IRD190–Inserm 1207, Marseille, France
| | - Cyril Badaut
- Unité de Virologie, Institut de Recherche Biomédicale des Armées, Brétigny sur Orge, France
- Unité des Virus Émergents, Aix-Marseille Univ–IRD190–Inserm 1207, Marseille, France
| | - Thomas Canivez
- Unité de Virologie, Institut de Recherche Biomédicale des Armées, Brétigny sur Orge, France
- Unité des Virus Émergents, Aix-Marseille Univ–IRD190–Inserm 1207, Marseille, France
- National Reference Center for Arboviruses, National Institute of Health and Medical Research, and French Armed Forces Biomedical Research Institute, Marseille, France
| | - Xavier De Lamballerie
- Unité des Virus Émergents, Aix-Marseille Univ–IRD190–Inserm 1207, Marseille, France
- National Reference Center for Arboviruses, National Institute of Health and Medical Research, and French Armed Forces Biomedical Research Institute, Marseille, France
| | - Gilda Grard
- Unité de Virologie, Institut de Recherche Biomédicale des Armées, Brétigny sur Orge, France
- Unité des Virus Émergents, Aix-Marseille Univ–IRD190–Inserm 1207, Marseille, France
- National Reference Center for Arboviruses, National Institute of Health and Medical Research, and French Armed Forces Biomedical Research Institute, Marseille, France
| | - Raphaëlle Klitting
- Unité des Virus Émergents, Aix-Marseille Univ–IRD190–Inserm 1207, Marseille, France
- National Reference Center for Arboviruses, National Institute of Health and Medical Research, and French Armed Forces Biomedical Research Institute, Marseille, France
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Ahmed S, Sultana S, Kundu S, Alam SS, Hossan T, Islam MA. Global Prevalence of Zika and Chikungunya Coinfection: A Systematic Review and Meta-Analysis. Diseases 2024; 12:31. [PMID: 38391778 PMCID: PMC10888207 DOI: 10.3390/diseases12020031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 01/26/2024] [Accepted: 01/29/2024] [Indexed: 02/24/2024] Open
Abstract
Zika virus (ZIKV) and chikungunya virus (CHIKV) are arthropod-borne viruses with significant pathogenicity, posing a substantial health and economic burden on a global scale. Moreover, ZIKV-CHIKV coinfection imposes additional therapeutic challenges as there is no specific treatment for ZIKV or CHIKV infection. While a growing number of studies have documented the ZIKV-CHIKV coinfection, there is currently a lack of conclusive reports on this coinfection. Therefore, we performed a systematic review and meta-analysis to determine the true statistics of ZIKV-CHIKV coinfection in the global human population. Relevant studies were searched for in PubMed, Scopus, and Google Scholar without limitation in terms of language or publication date. A total of 33 studies containing 41,460 participants were included in this meta-analysis. The study protocol was registered with PROSPERO under the registration number CRD42020176409. The pooled prevalence and confidence intervals of ZIKV-CHIKV coinfection were computed using a random-effects model. The study estimated a combined global prevalence rate of 1.0% [95% CI: 0.7-1.2] for the occurrence of ZIKV-CHIKV coinfection. The region of North America (Mexico, Haiti, and Nicaragua) and the country of Haiti demonstrated maximum prevalence rates of 2.8% [95% CI: 1.5-4.1] and 3.5% [95% CI: 0.2-6.8], respectively. Moreover, the prevalence of coinfection was found to be higher in the paediatric group (2.1% [95% CI: 0.0-4.2]) in comparison with the adult group (0.7% [95% CI: 0.2-1.1]). These findings suggest that the occurrence of ZIKV-CHIKV coinfection varies geographically and by age group. The results of this meta-analysis will guide future investigations seeking to understand the underlying reasons for these variations and the causes of coinfection and to develop targeted prevention and control strategies.
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Affiliation(s)
- Saleh Ahmed
- Center for Biotechnology and Genomic Medicine, Medical College of Georgia, Augusta University, Augusta, GA 30912, USA
| | - Shabiha Sultana
- Department of Cellular Biology and Anatomy, Medical College of Georgia, Augusta University, Augusta, GA 30912, USA
| | - Shoumik Kundu
- Department of Chemistry and Biochemistry, Texas Tech University, 2500 Broadway St., Lubbock, TX 79409, USA
| | - Sayeda Sadia Alam
- Department of Biochemistry and Molecular Biology, Jahangirnagar University, Savar, Dhaka 1342, Bangladesh
| | - Tareq Hossan
- Department of Biochemistry and Molecular Biology, Jahangirnagar University, Savar, Dhaka 1342, Bangladesh
- Department of Internal Medicine, Division of Oncology, Washington University School of Medicine in St. Louis, St. Louis, MO 63110, USA
| | - Md Asiful Islam
- WHO Collaborating Centre for Global Women's Health, Institute of Metabolism and Systems Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham B15 2TT, UK
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Alagarasu K, Patil J, Jadhav S, Chowdhury D, Bote M, Punekar M, More A, Kakade M, Bachal R, Gurav Y, Cherian S, Parashar D. Understanding the resurgence of chikungunya virus during 2020-2021 in Pune, India, based on genomic analyses: A seven year study. J Med Virol 2023; 95:e29253. [PMID: 38009608 DOI: 10.1002/jmv.29253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 10/19/2023] [Accepted: 11/11/2023] [Indexed: 11/29/2023]
Abstract
A surge in chikungunya was observed during 2020-21 in Pune district of Maharashtra, India. Whole genome sequencing and phylogenetic analysis of 21 samples/sequences revealed them as Indian ocean lineage of East Central South African genotype. Two distinct sequence clusters were found to circulate during 2020-21; one with E1:K211E and E2:V264A mutations while the other had E1:I317V mutation along with E1:K211E and E2: V264A mutations. The former, the predominant cluster (n = 18), clustered with chikungunya virus (CHIKV) strains of pre 2014 period while the latter (n = 3) clustered with 2016-2018 period Indian strains. Though E1: A226V was not detected in any of the 21 sequences, several unique mutations were detected in the strains which might have played key roles in the enhanced virus transmission during the period. The study highlights parallel evolution, introduction from the neighboring regions and cocirculation of two sequence clusters of CHIKV in Pune. The complete genome data can be useful to determine how the circulating strains differ from candidate vaccines and might help to predict the protective efficacy of chikungunya vaccine candidates.
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Affiliation(s)
- Kalichamy Alagarasu
- Dengue and Chikungunya Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
| | - Jayashri Patil
- Dengue and Chikungunya Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
| | - Santoshkumar Jadhav
- Bioinformatics and Data Management Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
| | - Deepika Chowdhury
- Dengue and Chikungunya Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
| | - Minal Bote
- Dengue and Chikungunya Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
| | - Madhura Punekar
- Dengue and Chikungunya Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
| | - Ashwini More
- Dengue and Chikungunya Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
| | - Mahadeo Kakade
- Dengue and Chikungunya Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
| | - Rupali Bachal
- Dengue and Chikungunya Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
| | - Yogesh Gurav
- Health Technology Assessment Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
| | - Sarah Cherian
- Bioinformatics and Data Management Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
| | - Deepti Parashar
- Dengue and Chikungunya Group, ICMR-National Institute of Virology, Pune, Maharashtra, India
- Diagnostic Reagent Facility, ICMR-National Institute of Virology, Pune, Maharashtra, India
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9
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Terradas G, Manzano-Alvarez J, Vanalli C, Werling K, Cattadori IM, Rasgon JL. Temperature affects viral kinetics and vectorial capacity of Aedes aegypti mosquitoes co-infected with Mayaro and Dengue viruses. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.17.541186. [PMID: 37292724 PMCID: PMC10245717 DOI: 10.1101/2023.05.17.541186] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Increasing global temperatures and unpredictable climatic extremes have contributed to the spread of vector-borne diseases. The mosquito Aedes aegypti is the main vector of multiple arboviruses that negatively impact human health, mostly in low socioeconomic areas of the world. Co-circulation and co-infection of these viruses in humans have been increasingly reported; however, how vectors contribute to this alarming trend remains unclear. Here, we examine single and co-infection of Mayaro virus (-D strain, Alphavirus) and dengue virus (serotype 2, Flavivirus) in Ae. aegypti adults and cell lines at two constant temperatures, moderate (27°C) and hot (32°C), to quantify vector competence and the effect of temperature on infection, dissemination and transmission, including on the degree of interaction between the two viruses. Both viruses were primarily affected by temperature but there was a partial interaction with co-infection. Dengue virus quickly replicates in adult mosquitoes, with a tendency for higher titers in co-infected mosquitoes at both temperatures and mosquito mortality was more severe at higher temperatures in all conditions. For dengue, and to a lesser extent Mayaro, vector competence and vectorial capacity were higher at hotter temperature in co- vs single infections and was more evident at earlier timepoints (7 vs 14 days post infection). The temperature-dependent phenotype was confirmed in vitro by faster cellular infection and initial replication at higher temperatures for dengue but not for Mayaro virus. Our study suggests that contrasting kinetics of the two viruses could be related to their intrinsic thermal requirements, where alphaviruses thrive better at lower temperatures compared to flaviviruses, but further studies are necessary to clarify the role of co-infection at different and variable temperature regimes.
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Affiliation(s)
- Gerard Terradas
- Department of Entomology, The Pennsylvania State University, University Park, Pennsylvania, USA
- Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, Pennsylvania, USA
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Jaime Manzano-Alvarez
- Department of Entomology, The Pennsylvania State University, University Park, Pennsylvania, USA
- Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, Pennsylvania, USA
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Chiara Vanalli
- Department of Biology, The Pennsylvania State University, University Park, Pennsylvania, USA
- Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, Pennsylvania, USA
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Kristine Werling
- Department of Entomology, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Isabella M Cattadori
- Department of Biology, The Pennsylvania State University, University Park, Pennsylvania, USA
- Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, Pennsylvania, USA
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Jason L Rasgon
- Department of Entomology, The Pennsylvania State University, University Park, Pennsylvania, USA
- Center for Infectious Disease Dynamics, The Pennsylvania State University, University Park, Pennsylvania, USA
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, Pennsylvania, USA
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Maeki T, Tajima S, Ando N, Wakimoto Y, Hayakawa K, Kutsuna S, Kato F, Taniguchi S, Nakayama E, Lim CK, Saijo M. Analysis of cross-reactivity among flaviviruses using sera of patients with dengue showed the importance of neutralization tests with paired serum samples for the correct interpretations of serological test results for dengue. J Infect Chemother 2023; 29:469-474. [PMID: 36702208 DOI: 10.1016/j.jiac.2023.01.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Revised: 01/12/2023] [Accepted: 01/22/2023] [Indexed: 01/25/2023]
Abstract
Dengue is a febrile illness caused by the dengue virus (DENV) that belongs to the genus Flavivirus in the family Flaviviridae. Cross-reactivity between flaviviruses poses a challenge while interpreting serological test results. In the present study, the cross-reactivity of sera of the patients with dengue, who traveled from Japan to DENV-endemic countries, was analyzed by using an enzyme-linked immunosorbent assay (ELISA) and neutralization test (NT). Sixteen serum samples were collected from patients with dengue and were tested for: i) IgM antibodies against Zika virus (ZIKV), West Nile virus (WNV), Japanese encephalitis virus (JEV), and tick-borne encephalitis virus (TBEV) using IgM ELISA, ii) IgG antibody against TBEV using IgG ELISA, and iii) neutralizing antibody against ZIKV, WNV, TBEV, and JEV. Among the 16 samples tested using ELISA, seven samples were IgM-positive for at least one of the other flaviviruses, and nine samples were IgG-positive for TBEV. Neutralizing antibody titers (NATs) against ZIKV, WNV, and TBEV were one-fourth or lower than those against the causative DENV in all samples. The NATs against JEV were one-fourth or lower than those against the causative DENV in six convalescent-phase serum sample among the seven convalescent-phase serum samples. The NAT against DENV of the residual one convalescent-phase serum was similar to that against JEV and that against JEV of its relevant acute-phase serum sample. These results showed that NTs with paired serum samples are important to correctly interpret the serological test results for DENV.
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Affiliation(s)
- Takahiro Maeki
- Department of Virology I, National Institute of Infectious Diseases, 1-23-1 Toyama, Shinjuku, Tokyo, 162-8640, Japan.
| | - Shigeru Tajima
- Department of Virology I, National Institute of Infectious Diseases, 1-23-1 Toyama, Shinjuku, Tokyo, 162-8640, Japan
| | - Naokatsu Ando
- National Center for Global Health and Medicine, 1-21-1 Toyama, Shinjuku, Tokyo, 162-8655, Japan
| | - Yuji Wakimoto
- National Center for Global Health and Medicine, 1-21-1 Toyama, Shinjuku, Tokyo, 162-8655, Japan
| | - Kayoko Hayakawa
- National Center for Global Health and Medicine, 1-21-1 Toyama, Shinjuku, Tokyo, 162-8655, Japan
| | - Satoshi Kutsuna
- National Center for Global Health and Medicine, 1-21-1 Toyama, Shinjuku, Tokyo, 162-8655, Japan
| | - Fumihiro Kato
- Department of Virology I, National Institute of Infectious Diseases, 1-23-1 Toyama, Shinjuku, Tokyo, 162-8640, Japan
| | - Satoshi Taniguchi
- Department of Virology I, National Institute of Infectious Diseases, 1-23-1 Toyama, Shinjuku, Tokyo, 162-8640, Japan
| | - Eri Nakayama
- Department of Virology I, National Institute of Infectious Diseases, 1-23-1 Toyama, Shinjuku, Tokyo, 162-8640, Japan
| | - Chang-Kweng Lim
- Department of Virology I, National Institute of Infectious Diseases, 1-23-1 Toyama, Shinjuku, Tokyo, 162-8640, Japan
| | - Masayuki Saijo
- Department of Virology I, National Institute of Infectious Diseases, 1-23-1 Toyama, Shinjuku, Tokyo, 162-8640, Japan
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