A Classification System for Mosquito Life Cycles: Life Cycle Types for Mosquitoes of the Northeastern United States
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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. -
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. -
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 ................................................................. -
ARTHROPOD MONITORING: Mosquito Studies
64 ARTHROPOD MONITORING: Mosquito Studies - Greenwoods, Summer 1995 Wi~~iam L. Butts Expanded sampling of the area inunediately adj acent to the large bog ("Cranberry Bog") for anthrophilic mosquitoes was the main focus of studies at Greenwoods. Initial plans to conduct biting/alighting sampling from a boat at selected sites around the margin of the impoundment were abandoned due to logistical difficulties. Emergent and submerged obstructions made it impossible to move about by boat at a rate that would allow for sampling at a sufficient number of sites within the hours of feeding activity. It was also evident that repeated sampling by boat would cause an unacceptable level of disruption to aquatic vegetation. A series of eight sampling sites marked with bicolored streamers was established along the west side of the bog from the point of access to the main dam northward. A similar series was laid out along the east side with three sampling stations south of the one at the dock site and four stations north of it. Biting/alighting collections were made by the author sitting for 20 minutes at each site with one forearm exposed. Mosquitoes alighting upon that arm or at other points on the body within reach of the other arm were collected by inverting a small killing vial over the mosquitoes. Sampling series were begun at approximately first light and in late evening beginning at a time estimated to terminate the series when unaided visual observation became difficult. In most instances one side of the bog was sampled in the evening and the other side the following morning. -
The Mosquitoes of Minnesota
Technical Bulletin 228 April 1958 The Mosquitoes of Minnesota (Diptera : Culicidae : Culicinae) A. RALPH BARR University of Minnesota Agricultural Experiment Station ~2 Technirnl Rull!'lin :z2g 1-,he Mosquitoes of J\ilinnesota (Diptera: Culicidae: Culicinae) A. llALPII R\lm University of Minnesota Agricultural Experiment Station CONTENTS I. Introduction JI. Historical Ill. Biology of mosquitoes ................................ Zoogeography Oviposition ......................................... Breeding places of larvae ................................... I) Larrnl p;rowth ....................................... Ill ,\atural factors in the control of larvae .................. JI The pupal stage ............................................... 12 .\lating .................................... _ ..... 12 Feeding of adults ......................................... 12 Hibernation 11 Seasonal distribution II I\ . Techniques Equipment Eggs ............................... · .... · · · · · · · · · · · · · · · · · · · · · · · · · · · · · Larvae Pupae Adults Colonization and rearing . IB \. Systematic treatment Keys to genera Adult females . l'J \fale terminalia . 19 Pupae ······················································· .... ········ 2.'i Larvae ····················································· ..... ········ 2S :-n Anopheles ········································· ··························· Anopheles (Anopheles) barberi .................... · · · · · · · · · · · · · · · · · · · · · · · · earlei ...•......................... · · · · · -
Theobald 1903 1.Pdf
A MONOGRAPH OFTHE CULICIDAE OF THE WORLD. GENERAL NOTES. Several notes of general interest have been made and sent by correspondents that can scarcely be incorporated in the systematic part of this book. These are presented here. THE RELATIVEFREQUENCE OF CULICINAAND ANOPHELINA. It is interesting to note the relative frequence of these two sections of the CFulicidae. In most cases observations made personally during the past two years show that in Great Rritain the Anophelina, where they occur at all, are relatively more abundant in habitations than Culex. At Great Staughton during August the numbers counted in a privy in the morning were as follows during the week ending the 26th :-- 20th . 10 AM. Culex 12 ; Anopheles 37 21st . ,) . Culex 20; Anopheles 15 22nd . Culex 7 : Anopheles 40 23rd . ,; Culex 12; Anoiheles 17 24th . ,, :: Culex 2 ; Anopheles 7 25th . ,, . Culex 30; Anopheles 14 26th . ), .* Culex 8; Anopheles 27 eThe species were Cu1e.x pipi3iens and Anopheles mncuLpennk’ At Wye, again, observations were made during August, VOL. III. B September and October, again in a privy and also in a bed- room. AUGUST. Between In privy. In beihoom 12th . ~&~OA.IVI. Culex 4; Anopheles 6 . Culex 2 ; Anopheles 5 13th . ,, . Culex 1; Anbpheles 8 . Culex 1; Anopheles 6 14th . ,, . Culex 7;‘ Anopheles 15 . Culex 1; Anopheles 3 15th . ,, . Culex 3; Anopheles 3 . Culex 5; Anopheles 12 16th . ,, . Culex 7 ; Anopheles 12 . Culex 8 ; Anopheles 12 17th . ,, . Culex 9 ; Anopheles 8 . Culex 2 ; Anopheles 9 18th . ,, ., Culex 1; Anopheles 4 . Culex 3 ; Anopheles 4 SEPTEI+IBER. In prhy. In bedroom. 3rd . Culex 12 ; Anopheles 3 . -
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). -
A Synopsis of the Mosquitoes of Missouri and Their Importance from a Health Perspective Compiled from Literature on the Subject
A Synopsis of The Mosquitoes of Missouri and Their Importance From a Health Perspective Compiled from Literature on the Subject by Dr. Barry McCauley St. Charles County Department of Community Health and the Environment St. Charles, Missouri Mark F. Ritter City of St. Louis Health Department St. Louis, Missouri Larry Schaughnessy City of St. Peters Health Department St. Peters, Missouri December 2000 at St. Charles, Missouri This handbook has been prepared for the use of health departments and mosquito control pro- fessionals in the mid-Mississippi region. It has been drafted to fill a perceived need for a single source of information regarding mosquito population types within the state of Missouri and their geographic distribution. Previously, the habitats, behaviors and known distribution ranges of mosquitoes within the state could only be referenced through consultation of several sources - some of them long out of print and difficult to find. It is hoped that this publication may be able to fill a void within the literature and serve as a point of reference for furthering vector control activities within the state. Mosquitoes have long been known as carriers of diseases, such as malaria, yellow fever, den- gue, encephalitis, and heartworm in dogs. Most of these diseases, with the exception of encephalitis and heartworm, have been fairly well eliminated from the entire United States. However, outbreaks of mosquito borne encephalitis have been known to occur in Missouri, and heartworm is an endemic problem, the costs of which are escalating each year, and at the current moment, dengue seems to be making a reappearance in the hotter climates such as Texas. -
(Diptera: Culicidae) in Fianl›Urfa Province, Turkey
TurkJZool 30(2006)383-392 ©TÜB‹TAK SeasonalFrequencyandRelativeDensityofLarvalPopulationsof MosquitoSpecies(Diptera:Culicidae)infianl›urfaProvince,Turkey* FatihMehmetfi‹MfiEK AdnanMenderesUniversity,FacultyofArtsandScience,DepartmentofBiology,EcologySection,09010Ayd›n-TURKEY Received:27.09.2005 Abstract: ThisresearchwasconductedbetweenJune2000andAugust2002in2regionsoffianl›urfa:one(IR)wheretherewas substantialirrigatedagricultureduetotheSoutheasternAnatoliaProjectandanother(MR)whereahighnumberofmalariacase s weredeterminedeveryyear.Tenspecies,namely Anopheles(Anopheles)claviger Meigen,1804,An.(Anopheles)sacharovi Favre, 1903,An.(Cellia)superpictus Grassi,1899, Culex(Neoculex) martinii Medschid,1930, Cx.(Culex)pipiens Linnaeus,1758, Cx. (Neoculex)territans Walker,1856, Cx.(Culex)theileri Theobald,1903, Culiseta(Allotheobaldia)longiareolata Macquart,1938, Ochlerotatus(Ochlerotatus)caspius Pallas,1771andUranotaenia(Pseudoficalbia)unguiculata Edwards,1903,wererecordedinthis study,andseasonalfrequenciesandrelativedensitiesoflarvalpopulationsweredeterminedseparatelyforeachregion.Based on thefrequencies,relativedensitiesandvectorialsignificanceofspeciesfoundinthisstudy,Culexpipiens,Cx.theileri andOchlerotatus caspius inIRandAnophelesclaviger,An.sacharovi,andAn.superpictus inMRwereofhighersignificance. KeyWords: Mosquitoes,larvalpopulation,frequency,relativedensity,malaria,fianl›urfa fianl›urfa‹li'ndeSivrisinekTürlerinin(Diptera:Culicidae) LarvaPopulasyonlar›n›nMevsimselS›kl›¤›veNisbiYo¤unlu¤u Özet: Buaraflt›rma,fianl›urfa‹li'nin,Güneydo¤uAnadoluProjesikapsam›ndasulutar›muygulamalar›n›nyap›ld›¤›bölgesi(IR)ileher -
A Two-Year Survey on Mosquitoes of Lebanon Knio K.M.*, Markarian N.*, Kassis A.* & Nuwayri-Salti N.**
Article available at http://www.parasite-journal.org or http://dx.doi.org/10.1051/parasite/2005123229 A TWO-YEAR SURVEY ON MOSQUITOES OF LEBANON KNIO K.M.*, MARKARIAN N.*, KASSIS A.* & NUWAYRI-SALTI N.** Summary: Résumé : LES MOUSTIQUES DU LIBAN : RÉSULTATS DE DEUX ANS DE RÉCOLTES A total of 6,500 mosquitoes were identified during a two-year survey (1999-2001) in Lebanon, and these belonged to twelve Au cours d’une période d’observation de deux ans (1999-2001), species: Culex pipiens, Cx. laticinctus, Cx. mimeticus, 6500 moustiques ont été identifiés au Liban et répartis en Cx. hortensis, Cx. judaicus, Aedes aegypti, Ae. cretinus, 12 espèces : Culex pipiens, Cx. laticinctus, Cx. mimeticus, Ochlerotatus caspius, Oc. geniculatus, Oc. pulchritarsis, Culiseta Cx. hortensis, Cx. judaicus, Aedes aegypti, Ae. cretinus, longiareolata and Anopheles claviger. Culex pipiens was the most Ochlerotatus caspius, Oc. geniculatus, Oc. pulchritarsis, Culiseta predominant species in Lebanon, collected indoors and outdoors. longiareolata and Anopheles claviger. Culex pipiens, l’espèce It was continuously abundant and active throughout the year. prédominante, a été collectée à l’extérieur et à l’intérieur. Elle a Culex judaicus was a small and rare mosquito and it is reported été trouvée abondante et active tout au long de l’année. Culex to occur for the first time in Lebanon. On the coastal areas, judaicus, espèce petite et rare, a été observée et identifiée pour Ochlerotatus caspius was very common, and proved to be a la première fois au Liban. Dans les zones côtières, il s’est avéré complex of species as two forms were detected. -
North American Wetlands and Mosquito Control
Int. J. Environ. Res. Public Health 2012, 9, 4537-4605; doi:10.3390/ijerph9124537 OPEN ACCESS International Journal of Environmental Research and Public Health ISSN 1660-4601 www.mdpi.com/journal/ijerph Article North American Wetlands and Mosquito Control Jorge R. Rey 1,*, William E. Walton 2, Roger J. Wolfe 3, C. Roxanne Connelly 1, Sheila M. O’Connell 1, Joe Berg 4, Gabrielle E. Sakolsky-Hoopes 5 and Aimlee D. Laderman 6 1 Florida Medical Entomology Laboratory and Department of Entomology and Nematology, University of Florida-IFAS, Vero Beach, FL 342962, USA; E-Mails: [email protected] (R.C.); [email protected] (S.M.O.C.) 2 Department of Entomology, University of California, Riverside, CA 92521, USA; E-Mail: [email protected] 3 Connecticut Department of Energy and Environmental Protection, Franklin, CT 06254, USA; E-Mail: [email protected] 4 Biohabitats, Inc., 2081 Clipper Park Road, Baltimore, MD 21211, USA; E-Mail: [email protected] 5 Cape Cod Mosquito Control Project, Yarmouth Port, MA 02675, USA; E-Mail: [email protected] 6 Marine Biological Laboratory, Woods Hole, MA 02543, USA; E-Mail: [email protected] * Author to whom correspondence should be addressed; E-Mail: [email protected]; Tel.: +1-772-778-7200 (ext. 136). Received: 11 September 2012; in revised form: 21 November 2012 / Accepted: 22 November 2012 / Published: 10 December 2012 Abstract: Wetlands are valuable habitats that provide important social, economic, and ecological services such as flood control, water quality improvement, carbon sequestration, pollutant removal, and primary/secondary production export to terrestrial and aquatic food chains. There is disagreement about the need for mosquito control in wetlands and about the techniques utilized for mosquito abatement and their impacts upon wetlands ecosystems. -
Mosquitoes and the Diseases They Transmit J
B-6119 6-02 Mosquitoes and the Diseases they Transmit J. A. Jackman and J. K. Olson* osquitoes are among the most important The length of time that a mosquito takes to complete insect pests affecting the health of people its life cycle varies according to food availability, weath- er conditions and the species of mosquito. Under favor- and animals. Biting female mosquitoes not M able conditions, some mosquitoes can complete their only irritate people and animals, but they can also entire life cycle in only 8 to 10 days. transmit many disease-causing organisms. Egg Annoying populations of mosquitoes can occur any- where in Texas because there are habitats favorable for One way to identify mosquito species almost everywhere in the state. the breeding sites of mosquitoes is to find the To control mosquitoes effectively, it helps to under- eggs. Mosquito eggs may stand their life cycle, to be able to identify the various be laid in clusters called kinds of mosquitoes, and to know what steps work best rafts on the water sur- for the different species and specific locations. face. They may also be laid singly on the water Life history surface or in dry areas Adult mosquito laying eggs. Mosquitoes have four distinct stages during their life that are flooded periodi- cycle: egg, larva, pupa and adult. The adult stage is free- cally. flying; the other stages are aquatic. When first laid, mosquito eggs are white, but within a few hours they become dark brown to black. The shape and size of mosquito eggs vary, with most being football- shaped or boat-shaped and 0.02 to 0.04 inch long.