Potential Vectors of Equine Arboviruses in the UK
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Mosquito Species Identification Using Convolutional Neural Networks With
www.nature.com/scientificreports OPEN Mosquito species identifcation using convolutional neural networks with a multitiered ensemble model for novel species detection Adam Goodwin1,2*, Sanket Padmanabhan1,2, Sanchit Hira2,3, Margaret Glancey1,2, Monet Slinowsky2, Rakhil Immidisetti2,3, Laura Scavo2, Jewell Brey2, Bala Murali Manoghar Sai Sudhakar1, Tristan Ford1,2, Collyn Heier2, Yvonne‑Marie Linton4,5,6, David B. Pecor4,5,6, Laura Caicedo‑Quiroga4,5,6 & Soumyadipta Acharya2* With over 3500 mosquito species described, accurate species identifcation of the few implicated in disease transmission is critical to mosquito borne disease mitigation. Yet this task is hindered by limited global taxonomic expertise and specimen damage consistent across common capture methods. Convolutional neural networks (CNNs) are promising with limited sets of species, but image database requirements restrict practical implementation. Using an image database of 2696 specimens from 67 mosquito species, we address the practical open‑set problem with a detection algorithm for novel species. Closed‑set classifcation of 16 known species achieved 97.04 ± 0.87% accuracy independently, and 89.07 ± 5.58% when cascaded with novelty detection. Closed‑set classifcation of 39 species produces a macro F1‑score of 86.07 ± 1.81%. This demonstrates an accurate, scalable, and practical computer vision solution to identify wild‑caught mosquitoes for implementation in biosurveillance and targeted vector control programs, without the need for extensive image database development for each new target region. Mosquitoes are one of the deadliest animals in the world, infecting between 250–500 million people every year with a wide range of fatal or debilitating diseases, including malaria, dengue, chikungunya, Zika and West Nile Virus1. -
Mosquito Survey Reveals the First Record of Aedes (Diptera: Culicidae) Species in Urban Area, Annaba District, Northeastern Algeria
Online ISSN: 2299-9884 Polish Journal of Entomology 90(1): 14–26 (2021) DOI: 10.5604/01.3001.0014.8065 Mosquito survey reveals the first record of Aedes (Diptera: Culicidae) species in urban area, Annaba district, Northeastern Algeria Djamel Eddine Rachid Arroussi1* , Ali Bouaziz2 , Hamid Boudjelida1 1 Laboratory of Applied Animal Biology, Department of Biology, Faculty of Sciences, University Badji Mokhtar Annaba, Algeria. 2 Department of Biology, Faculty of Nature and Life Sciences, Mohamed Cherif Messaadia University Souk Ahras, Algeria. * Correspondending author: [email protected] Abstract: The diversity, distribution and ecology of mosquitoes, especially arbovirus vectors are important indices for arthropod-borne diseases control. The mosquito larvae were collected in different habitats in four sites of Annaba district, Algeria, during the period of March 2018 to February 2019 and the properties of larval habitats were recorded for each site. The systematic study revealed the presence of 8 species belonging to 4 genera; including Culex pipiens (Linnaeus, 1758), Culex modestus (Ficalbi, 1889), Culex theileri (Theobald, 1903), Culiseta longiareolata (Macquart, 1838), Anopheles labranchiae (Falleroni, 1926), Anopheles claviger (Meigen, 1804), Aedes aegypti (Linnaeus, 1762) and Aedes albopictus (Skuse, 1894). Among the species, C. pipiens presented the highest species abundance (RA %) (55.23%) followed by C. longiareolata (20.21%). The Aedes species are recorded for the first time in the study urban area. Variation of diversity in different sites depends on the type of breeding habitat. These results provided important information on species diversity, distribution and factors associated with breeding habitats. They could be used for the mosquito control and to prevent the spread of mosquito-borne diseases to the population of the region. -
Culex Pipiens As a Potential Vector for Transmission of Dirofilaria Immitis and Other Unclassified Filarioidea in Southwest Spain
Culex pipiens as a potential vector for transmission of Dirofilaria immitis and other unclassified Filarioidea in Southwest Spain Daniel Bravo-Barrigaa, Ricardo Parreirab, António P.G. Almeidac, d, Manuela Caladoc, Juan Blanco-Ciudada, Francisco Javier Serrano-Aguileraa, Juan Enrique Pérez-Martína, Joaquín Sánchez-Peinadoe, João Pintoc, David Reinaa, Eva Fronteraa, * a Parasitology and Parasitic Diseases, Animal Health Department, Veterinary Faculty, University of Extremadura, Spain b Global Health and Tropical Medicine (GHTM), Instituto de Higiene e Medicina Tropical (IHMT), Universidade Nova de Lisboa (UNL), Unidade de Microbiología Médica (Grupo de Virologia), Lisboa, Portugal c Global Health and Tropical Medicine (GHMT), Instituto de Higiene e Medicina Tropical, Universidade Nova de Lisboa, Unidade de Parasitologia Médica, Rua da Junqueira 100, 1349-008 Lisboa, Portugal d Zoonosis Research Unit, Faculty of Health Sciences, University of Pretoria, Pretoria, South Africa e Internal Medicine, Animal Medicine Department, Veterinary Faculty, University of Extremadura, Spain ∗ Corresponding author. E-mail address: [email protected] (E. Frontera). Highlights Dirofilaria immitis DNA detected in thorax of Culex pipiens f. pipiens. Culex pipiens f. pipiens as a potential vector of Dirofilaria immitis in Spain. Detection of unclassified Filarioidea, possibly of avian origin in Spanish mosquitoes. Culex pipiens biotypes can acts as a potential vector for other filarioid nematodes Abstract Dirofilaria immitis is one of the most frequently detected mosquito-transmitted zoonotic filarioid nematode in mammals in Europe, being canine dirofilariosis a major animal health problem, endemic in the Mediterranean area. This study, focused on Southwest Spain, in order to bring new insights into (i) the epidemiology of Dirofilaria spp., (ii) the species of Culicid vectors possibly involved in their transmission and (iii) the genetic variability of those potential vectors. -
Data-Driven Identification of Potential Zika Virus Vectors Michelle V Evans1,2*, Tad a Dallas1,3, Barbara a Han4, Courtney C Murdock1,2,5,6,7,8, John M Drake1,2,8
RESEARCH ARTICLE Data-driven identification of potential Zika virus vectors Michelle V Evans1,2*, Tad A Dallas1,3, Barbara A Han4, Courtney C Murdock1,2,5,6,7,8, John M Drake1,2,8 1Odum School of Ecology, University of Georgia, Athens, United States; 2Center for the Ecology of Infectious Diseases, University of Georgia, Athens, United States; 3Department of Environmental Science and Policy, University of California-Davis, Davis, United States; 4Cary Institute of Ecosystem Studies, Millbrook, United States; 5Department of Infectious Disease, University of Georgia, Athens, United States; 6Center for Tropical Emerging Global Diseases, University of Georgia, Athens, United States; 7Center for Vaccines and Immunology, University of Georgia, Athens, United States; 8River Basin Center, University of Georgia, Athens, United States Abstract Zika is an emerging virus whose rapid spread is of great public health concern. Knowledge about transmission remains incomplete, especially concerning potential transmission in geographic areas in which it has not yet been introduced. To identify unknown vectors of Zika, we developed a data-driven model linking vector species and the Zika virus via vector-virus trait combinations that confer a propensity toward associations in an ecological network connecting flaviviruses and their mosquito vectors. Our model predicts that thirty-five species may be able to transmit the virus, seven of which are found in the continental United States, including Culex quinquefasciatus and Cx. pipiens. We suggest that empirical studies prioritize these species to confirm predictions of vector competence, enabling the correct identification of populations at risk for transmission within the United States. *For correspondence: mvevans@ DOI: 10.7554/eLife.22053.001 uga.edu Competing interests: The authors declare that no competing interests exist. -
Identification Key for Mosquito Species
‘Reverse’ identification key for mosquito species More and more people are getting involved in the surveillance of invasive mosquito species Species name used Synonyms Common name in the EU/EEA, not just professionals with formal training in entomology. There are many in the key taxonomic keys available for identifying mosquitoes of medical and veterinary importance, but they are almost all designed for professionally trained entomologists. Aedes aegypti Stegomyia aegypti Yellow fever mosquito The current identification key aims to provide non-specialists with a simple mosquito recog- Aedes albopictus Stegomyia albopicta Tiger mosquito nition tool for distinguishing between invasive mosquito species and native ones. On the Hulecoeteomyia japonica Asian bush or rock pool Aedes japonicus japonicus ‘female’ illustration page (p. 4) you can select the species that best resembles the specimen. On japonica mosquito the species-specific pages you will find additional information on those species that can easily be confused with that selected, so you can check these additional pages as well. Aedes koreicus Hulecoeteomyia koreica American Eastern tree hole Aedes triseriatus Ochlerotatus triseriatus This key provides the non-specialist with reference material to help recognise an invasive mosquito mosquito species and gives details on the morphology (in the species-specific pages) to help with verification and the compiling of a final list of candidates. The key displays six invasive Aedes atropalpus Georgecraigius atropalpus American rock pool mosquito mosquito species that are present in the EU/EEA or have been intercepted in the past. It also contains nine native species. The native species have been selected based on their morpho- Aedes cretinus Stegomyia cretina logical similarity with the invasive species, the likelihood of encountering them, whether they Aedes geniculatus Dahliana geniculata bite humans and how common they are. -
RESCON 2020 Proceedings
POSTGRADUATE INSTITUTE OF SCIENCE UNIVERSITY OF PERADENIYA SRI LANKA PGIS RESEARCH CONGRESS 2020 PROCEEDINGS 26th - 28th November 2020 Copyright © 2020 by Postgraduate Institute of Science All rights reserved. No part of this publication may be reproduced, distributed, stored in a retrieval system, and transmitted in any form or by any means, including photocopying, recording, or other electronic or mechanical methods, without the prior written permission of the publisher. ISBN 978-955-8787-10-6 Published by Postgraduate Institute of Science (PGIS) University of Peradeniya Peradeniya 20400 SRI LANKA Printed by Sanduni Offset Printers (Pvt) Ltd, 1/4, Sarasavi Uyana Goodshed Road, Sarasavi Uyana, Peradeniya 20400, Sri Lanka Printed in the Democratic Socialist Republic of Sri Lanka ii TABLE OF CONTENTS Message from the Director, Postgraduate Institute of Science ....................................... v Message from the Congress Chairperson ..................................................................... vii Message from the Editor-in-Chief .................................................................................ix Message from the Chief Guest .......................................................................................xi Editorial Board ............................................................................................................ xiii Academic Coordinators of the Virtual Technical Sessions .........................................xiv A Brief Biography of the Keynote Speaker ................................................................. -
Culex Pipiens S.S
Mosquito Surveillance and Management in Turkey Filiz GÜNAY and Bülent Alten Native and non-native vector management in the Eastern Mediterranean and Middle East (EMME) 18-20 April 2018, Cyprus MOSQUITO BORN DISEASES IN TURKEY 1970 2013 Vector species in Turkey Widespread in the 1994 - 2012 2017 Number of cases Number of Anopheles sacharovi Number of cases Number of Malaria past cases Anopheles superpictus 170.000 84.345 - 5 cases 101 285(MoH) West Nile Vector species in Turkey Culex pipiens s.s. Difficult to control Egean, Mediterranean, Blood samples from Human Central, South East, Birds Horse Dog and Cow Encephelitis Culex quinquefasciatus Anatolia Culex perexiguus Vector species in the world Aedes aegypti Rearly seen in Turkey Central Anatolia antigens in Dengue Aedes albopictus serum of animals Past studies on Mosquito Surveillance in Turkey Parrish 1959 Ramsdale et.al. 2001 Aldemir et.al. 2009 SOVE Simsek et.al. 2011 1 Anopheles algeriensis Anopheles algeriensis 2 Anopheles claviger Anopheles claviger § D Parrish 1959 3 Anopheles hyrcanus Anopheles hyrcanus 4 Anopheles maculipennis ss Anopheles maculipennis ss 5 Anopheles messeae The Mosquitoes of Turkey 6 Anopheles sacharovi Anopheles sacharovi 7 Anopheles melanoon Anopheles (subalpinus) melanoon Anopheles melanoon 52 Tür; Anopheles (13), Aedes (17), Culex (16), Culiseta (4), 8 Anopheles marteri Anopheles marteri 9 Anopheles plumbeus Anopheles plumbeus Uranotaenia (1), Orthopodomyia (1). 10 Anopheles pulcherrimus 11 Anopheles superpictus Anopheles superpictus 12 Acartomyia phoeniciae -
Copyright © and Moral Rights for This Thesis Are Retained by the Author And/Or Other Copyright Owners
Copyright © and Moral Rights for this thesis are retained by the author and/or other copyright owners. A copy can be downloaded for personal non-commercial research or study, without prior permission or charge. This thesis cannot be reproduced or quoted extensively from without first obtaining permission in writing from the copyright holder/s. The content must not be changed in any way or sold commercially in any format or medium without the formal permission of the copyright holders. When referring to this work, full bibliographic details including the author, title, awarding institution and date of the thesis must be given e.g. AUTHOR (year of submission) "Full thesis title", Canterbury Christ Church University, name of the University School or Department, PhD Thesis. Renita Danabalan PhD Ecology Mosquitoes of southern England and northern Wales: Identification, Ecology and Host selection. Table of Contents: Acknowledgements pages 1 Abstract pages 2 Chapter1: General Introduction Pages 3-26 1.1 History of Mosquito Systematics pages 4-11 1.1.1 Internal Systematics of the Subfamily Anophelinae pages 7-8 1.1.2 Internal Systematics of the Subfamily Culicinae pages 8-11 1.2 British Mosquitoes pages 12-20 1.2.1 Species List and Feeding Preferences pages 12-13 1.2.2 Distribution of British Mosquitoes pages 14-15 1.2.2.1 Distribution of the subfamily Culicinae in UK pages 14 1.2.2.2. Distribution of the genus Anopheles in UK pages 15 1.2.3 British Mosquito Species Complexes pages 15-20 1.2.3.1 The Anopheles maculipennis Species Complex pages -
A Review of the Mosquito Species (Diptera: Culicidae) of Bangladesh Seth R
Irish et al. Parasites & Vectors (2016) 9:559 DOI 10.1186/s13071-016-1848-z RESEARCH Open Access A review of the mosquito species (Diptera: Culicidae) of Bangladesh Seth R. Irish1*, Hasan Mohammad Al-Amin2, Mohammad Shafiul Alam2 and Ralph E. Harbach3 Abstract Background: Diseases caused by mosquito-borne pathogens remain an important source of morbidity and mortality in Bangladesh. To better control the vectors that transmit the agents of disease, and hence the diseases they cause, and to appreciate the diversity of the family Culicidae, it is important to have an up-to-date list of the species present in the country. Original records were collected from a literature review to compile a list of the species recorded in Bangladesh. Results: Records for 123 species were collected, although some species had only a single record. This is an increase of ten species over the most recent complete list, compiled nearly 30 years ago. Collection records of three additional species are included here: Anopheles pseudowillmori, Armigeres malayi and Mimomyia luzonensis. Conclusions: While this work constitutes the most complete list of mosquito species collected in Bangladesh, further work is needed to refine this list and understand the distributions of those species within the country. Improved morphological and molecular methods of identification will allow the refinement of this list in years to come. Keywords: Species list, Mosquitoes, Bangladesh, Culicidae Background separation of Pakistan and India in 1947, Aslamkhan [11] Several diseases in Bangladesh are caused by mosquito- published checklists for mosquito species, indicating which borne pathogens. Malaria remains an important cause of were found in East Pakistan (Bangladesh). -
Ecologically Sound Mosquito Management in Wetlands. the Xerces
Ecologically Sound Mosquito Management in Wetlands An Overview of Mosquito Control Practices, the Risks, Benefits, and Nontarget Impacts, and Recommendations on Effective Practices that Control Mosquitoes, Reduce Pesticide Use, and Protect Wetlands. Celeste Mazzacano and Scott Hoffman Black The Xerces Society FOR INVERTEBRATE CONSERVATION Ecologically Sound Mosquito Management in Wetlands An Overview of Mosquito Control Practices, the Risks, Benefits, and Nontarget Impacts, and Recommendations on Effective Practices that Control Mosquitoes, Reduce Pesticide Use, and Protect Wetlands. Celeste Mazzacano Scott Hoffman Black The Xerces Society for Invertebrate Conservation Oregon • California • Minnesota • Michigan New Jersey • North Carolina www.xerces.org The Xerces Society for Invertebrate Conservation is a nonprofit organization that protects wildlife through the conservation of invertebrates and their habitat. Established in 1971, the Society is at the forefront of invertebrate protection, harnessing the knowledge of scientists and the enthusiasm of citi- zens to implement conservation programs worldwide. The Society uses advocacy, education, and ap- plied research to promote invertebrate conservation. The Xerces Society for Invertebrate Conservation 628 NE Broadway, Suite 200, Portland, OR 97232 Tel (855) 232-6639 Fax (503) 233-6794 www.xerces.org Regional offices in California, Minnesota, Michigan, New Jersey, and North Carolina. © 2013 by The Xerces Society for Invertebrate Conservation Acknowledgements Our thanks go to the photographers for allowing us to use their photos. Copyright of all photos re- mains with the photographers. In addition, we thank Jennifer Hopwood for reviewing the report. Editing and layout: Matthew Shepherd Funding for this report was provided by The New-Land Foundation, Meyer Memorial Trust, The Bul- litt Foundation, The Edward Gorey Charitable Trust, Cornell Douglas Foundation, Maki Foundation, and Xerces Society members. -
Geospatial Risk Analysis of Mosquito-Borne Disease Vectors in the Netherlands
Geospatial risk analysis of mosquito-borne disease vectors in the Netherlands Adolfo Ibáñez-Justicia Thesis committee Promotor Prof. Dr W. Takken Personal chair at the Laboratory of Entomology Wageningen University & Research Co-promotors Dr C.J.M. Koenraadt Associate professor, Laboratory of Entomology Wageningen University & Research Dr R.J.A. van Lammeren Associate professor, Laboratory of Geo-information Science and Remote Sensing Wageningen University & Research Other members Prof. Dr G.M.J. Mohren, Wageningen University & Research Prof. Dr N. Becker, Heidelberg University, Germany Prof. Dr J.A. Kortekaas, Wageningen University & Research Dr C.B.E.M. Reusken, National Institute for Public Health and the Environment, Bilthoven, The Netherlands This research was conducted under the auspices of the C.T. de Wit Graduate School for Production Ecology & Resource Conservation Geospatial risk analysis of mosquito-borne disease vectors in the Netherlands Adolfo Ibáñez-Justicia Thesis submitted in fulfilment of the requirements for the degree of doctor at Wageningen University by the authority of the Rector Magnificus, Prof. Dr A.P.J. Mol, in the presence of the Thesis Committee appointed by the Academic Board to be defended in public on Friday 1 February 2019 at 4 p.m. in the Aula. Adolfo Ibáñez-Justicia Geospatial risk analysis of mosquito-borne disease vectors in the Netherlands, 254 pages. PhD thesis, Wageningen University, Wageningen, the Netherlands (2019) With references, with summary in English ISBN 978-94-6343-831-5 DOI https://doi.org/10.18174/465838 -
MS V18 N2 P199-214.Pdf
Mosquito Systematics Vol. 18(2) 1986 199 Biography of Elizabeth Nesta Marks Elizabeth Marks was born in Dublin, Ireland, on 28th April 1918 and was christened in St. Patrick's Cathedral (with which a parson ancestor had been associated), hence her nick-name Patricia or Pat. Her father, an engineering graduate of Trinity College, Dublin, had worked as a geologist in Queensland before returning to Dublin to complete his medical course. In 1920 her parents took her to their home town, Brisbane, where her father practiced as an eye specialist. Although an only child, she grew up in a closely knit family of uncles, aunts and cousins. Her grandfather retired in 1920 in Camp Mountain near Samford, 14 miles west of Brisbane, to a property known as "the farm" though most of it was under natural forest. She early developed a love of and interest in the bush. Saturday afternoons often involved outings with the Queensland Naturalists' Club (QNC), Easters were spent at QNC camps, Sundays and long holidays at the farm. Her mother was a keen horsewoman and Pat was given her first pony when she was five. She saved up five pounds to buy her second pony, whose sixth generation descendant is her present mount. In 1971 she inherited part of the farm, with an old holiday house, and has lived there since 1982. Primary schooling at St. John's Cathedral Day School, close to home, was followed by four years boarding at the Glennie Memorial School, Toowoomba, of which she was Dux in 1934. It was there that her interest in zoology began to crystallize.