The Mosquito Taste System and Disease Control PERSPECTIVE
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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. -
MOSQUITOES of the SOUTHEASTERN UNITED STATES
L f ^-l R A R > ^l^ ■'■mx^ • DEC2 2 59SO , A Handbook of tnV MOSQUITOES of the SOUTHEASTERN UNITED STATES W. V. King G. H. Bradley Carroll N. Smith and W. C. MeDuffle Agriculture Handbook No. 173 Agricultural Research Service UNITED STATES DEPARTMENT OF AGRICULTURE \ I PRECAUTIONS WITH INSECTICIDES All insecticides are potentially hazardous to fish or other aqpiatic organisms, wildlife, domestic ani- mals, and man. The dosages needed for mosquito control are generally lower than for most other insect control, but caution should be exercised in their application. Do not apply amounts in excess of the dosage recommended for each specific use. In applying even small amounts of oil-insecticide sprays to water, consider that wind and wave action may shift the film with consequent damage to aquatic life at another location. Heavy applications of insec- ticides to ground areas such as in pretreatment situa- tions, may cause harm to fish and wildlife in streams, ponds, and lakes during runoff due to heavy rains. Avoid contamination of pastures and livestock with insecticides in order to prevent residues in meat and milk. Operators should avoid repeated or prolonged contact of insecticides with the skin. Insecticide con- centrates may be particularly hazardous. Wash off any insecticide spilled on the skin using soap and water. If any is spilled on clothing, change imme- diately. Store insecticides in a safe place out of reach of children or animals. Dispose of empty insecticide containers. Always read and observe instructions and precautions given on the label of the product. UNITED STATES DEPARTMENT OF AGRICULTURE Agriculture Handbook No. -
The Role of Landmarks in Territory
Eastern Illinois University The Keep Masters Theses Student Theses & Publications 2014 The Role of Landmarks in Territory Maintenance by the Black Saddlebags Dragonfly, Tramea lacerata Jeffrey Lojewski Eastern Illinois University This research is a product of the graduate program in Biological Sciences at Eastern Illinois University. Find out more about the program. Recommended Citation Lojewski, Jeffrey, "The Role of Landmarks in Territory Maintenance by the Black Saddlebags Dragonfly, Tramea lacerata" (2014). Masters Theses. 1305. https://thekeep.eiu.edu/theses/1305 This is brought to you for free and open access by the Student Theses & Publications at The Keep. It has been accepted for inclusion in Masters Theses by an authorized administrator of The Keep. For more information, please contact [email protected]. Thesis Reproduction Certificate Page 1of1 THESIS MAINTENANCE AND REPRODUCTION CERTIFICATE TO: Graduate Degree Candidates (who have written formal theses) SUBJECT: Permission to Reproduce Theses An important part of Booth Library at Eastern Illinois University's ongoing mission is to preserve and provide access to works of scholarship. In order to further this goal, Booth Library makes all theses produced at Eastern Illinois University available for personal study, research, and other not-for-profit educational purposes. Under 17 U.S.C. § 108, the library may reproduce and distribute a copy without infringing on copyright; however, professional courtesy dictates that permission be requested from the author before doing so. By signing this form: • You confirm your authorship of the thesis. • You retain the copyright and intellectual property rights associated with the original research, creative activity, and intellectual or artistic content of the thesis . -
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. -
Marine Insects
UC San Diego Scripps Institution of Oceanography Technical Report Title Marine Insects Permalink https://escholarship.org/uc/item/1pm1485b Author Cheng, Lanna Publication Date 1976 eScholarship.org Powered by the California Digital Library University of California Marine Insects Edited by LannaCheng Scripps Institution of Oceanography, University of California, La Jolla, Calif. 92093, U.S.A. NORTH-HOLLANDPUBLISHINGCOMPANAY, AMSTERDAM- OXFORD AMERICANELSEVIERPUBLISHINGCOMPANY , NEWYORK © North-Holland Publishing Company - 1976 All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted, in any form or by any means, electronic, mechanical, photocopying, recording or otherwise,without the prior permission of the copyright owner. North-Holland ISBN: 0 7204 0581 5 American Elsevier ISBN: 0444 11213 8 PUBLISHERS: NORTH-HOLLAND PUBLISHING COMPANY - AMSTERDAM NORTH-HOLLAND PUBLISHING COMPANY LTD. - OXFORD SOLEDISTRIBUTORSFORTHEU.S.A.ANDCANADA: AMERICAN ELSEVIER PUBLISHING COMPANY, INC . 52 VANDERBILT AVENUE, NEW YORK, N.Y. 10017 Library of Congress Cataloging in Publication Data Main entry under title: Marine insects. Includes indexes. 1. Insects, Marine. I. Cheng, Lanna. QL463.M25 595.700902 76-17123 ISBN 0-444-11213-8 Preface In a book of this kind, it would be difficult to achieve a uniform treatment for each of the groups of insects discussed. The contents of each chapter generally reflect the special interests of the contributors. Some have presented a detailed taxonomic review of the families concerned; some have referred the readers to standard taxonomic works, in view of the breadth and complexity of the subject concerned, and have concentrated on ecological or physiological aspects; others have chosen to review insects of a specific set of habitats. -
C{ Contributions in Science
C{ NUMBER 220 FEBRUARY 8, 1972 A SYNOPSIS OF THE BURROWING LAND CRABS OF THE WORLD and LIST OF THEIR ARTHROPOD SYMBIONTS AND BURROW ASSOCIATES By DONALD B. BRIGHT AND CHARLES L. HOGUE CONTRIBUTIONS IN SCIENCE NATURAL HISTORY MUSEUM • LOS ANGELES COUNTY CONTRIBUTIONS IN SCIENCE is a series of miscellaneous technical papers in the fields of Biology, Geology and Anthropology, published at irregular intervals by the Natural History Museum of I.os Angeles County. Issues are numbered sep- arately, and numbers run consecutively regardless of subject matter. Number 1 was issued January 23, 1957. The series is available to scientific institutions and scien- tists on an exchange basis. Copies may also be purchased at a nominal price. Inquiries should be directed to Virginia D. Miller, Natural History Museum of Los Angeles County, 900 Exposition Boulevard, Eos Angeles, California 90007. INSTRUCTIONS FOR AUTHORS Manuscripts for CONTRIBUTIONS IN SCIENCE may be in any field of Life or Earth Sciences. Acceptance of papers will be determined by the amount and character of new information. Although priority will be given to manuscripts by staff members, or to papers dealing largely with specimens in the collections of the Museum, other technical papers will be considered. All manuscripts must be recommended for consideration by the curator in charge of the proper section or by the editorial board. Manuscripts must conform to those specifications listed below and will be examined for suitability by an Editorial Committee including review by competent specialists outside the Museum. Authors proposing new taxa in a CONTRIBUTIONS IN SCIENCE must indicate that the primary type has become the property of a scientific institution of their choice and cited by name. -
Aquatic Insects
AQUATIC INSECTS Challenges to Populations This page intentionally left blank AQUATIC INSECTS Challenges to Populations Proceedings of the Royal Entomological Society’s 24th Symposium Edited by Jill Lancaster Institute of Evolutionary Biology University of Edinburgh Edinburgh, UK and Robert A. Briers School of Life Sciences Napier University Edinburgh, UK CABI is a trading name of CAB International CABI Head Offi ce CABI North American Offi ce Nosworthy Way 875 Massachusetts Avenue Wallingford 7th Floor Oxfordshire OX10 8DE Cambridge, MA 02139 UK USA Tel: +44 (0)1491 832111 Tel: +1 617 395 4056 Fax: +44 (0)1491 833508 Fax: +1 617 354 6875 E-mail: [email protected] E-mail: [email protected] Website: www.cabi.org CAB International 2008. All rights reserved. No part of this publication may be reproduced in any form or by any means, electronically, mechanically, by photocopying, recording or otherwise, without the prior permission of the copyright owners. A catalogue record for this book is available from the British Library, London, UK. Library of Congress Cataloging-in-Publication Data Royal Entomological Society of London. Symposium (24th : 2007 : University of Edinburgh) Aquatic insects : challenges to populations : proceedings of the Royal Entomological Society’s 24th symposium / edited by Jill Lancaster, Rob A. Briers. p. cm. Includes bibliographical references and index. ISBN 978-1-84593-396-8 (alk. paper) 1. Aquatic insects--Congresses. I. Lancaster, Jill. II. Briers, Rob A. III. Title. QL472.R69 2007 595.7176--dc22 2008000626 ISBN: 978 1 84593 396 8 Typeset by AMA Dataset, Preston, UK Printed and bound in the UK by Cromwell Press, Trowbridge The paper used for the text pages in this book is FSC certifi ed. -
Contributions to the Mosquito Fauna of Southeast Asia II
ILLUSTRATED KEYS TO THE GENERA OF MOSQUITOES1 BY Peter F. Mattingly 2 INTRODUCTION The suprageneric and generic classification adopted here follow closely the Synoptic Catalog of the Mosquitoes of the World (Stone et al. , 1959) and the various supplements (Stone, 1961, 1963, 1967,’ 1970). Changes in generic no- menclature arising from the publication of the Catalog include the substitution of Mansonia for Taeniorhynchus and Culiseta for Theobaldiu, bringing New and Old World practice into line, the substitution of Toxorhynchites for Megarhinus and MaZaya for Harpagomyia, the suppression of the diaeresis in Aties, A&deomyia (formerly Atiomyia) and Paraties (Christophers, 1960b) and the inclusion of the last named as a subgenus of Aedes (Mattingly, 1958). The only new generic name to appear since the publication of the Catalog is Galindomyiu (Stone & Barreto, 1969). Mimomyia, previously treated as a subgenus of Ficalbia, is here treated, in combination with subgenera Etorleptiomyia and Rauenulites, as a separate genus. Ronderos & Bachmann (1963a) proposed to treat Mansonia and Coquillettidia as separate genera and they have been fol- lowed by Stone (1967, 1970) and others. I cannot accept this and they are here retained in the single genus Mansonia. It will be seen that the treatment adopted here, as always with mosquitoes since the early days, is conservative. Inevitably, therefore, dif- fictiIties arise in connection with occasional aberrant species. In order to avoid split, or unduly prolix, couplets I have preferred, in nearly every case, to deal with these in the Notes to the Keys. The latter are consequently to be regarded as very much a part of the keys themselves and should be constantly borne in mind. -
Infrared Light Sensors Permit Rapid Recording of Wingbeat Frequency and Bioacoustic Species Identifcation of Mosquitoes Dongmin Kim1, Terry J
www.nature.com/scientificreports OPEN Infrared light sensors permit rapid recording of wingbeat frequency and bioacoustic species identifcation of mosquitoes Dongmin Kim1, Terry J. DeBriere2, Satish Cherukumalli2, Gregory S. White3 & Nathan D. Burkett‑Cadena1* Recognition and classifcation of mosquitoes is a critical component of vector‑borne disease management. Vector surveillance, based on wingbeat frequency and other parameters, is becoming increasingly important in the development of automated identifcation systems, but inconsistent data quality and results frequently emerge from diferent techniques and data processing methods which have not been standardized on wingbeat collection of numerous species. We developed a simple method to detect and record mosquito wingbeat by multi‑dimensional optical sensors and collected 21,825 wingbeat fles from 29 North American mosquito species. In pairwise comparisons, wingbeat frequency of twenty six species overlapped with at least one other species. No signifcant diferences were observed in wingbeat frequencies between and within individuals of Culex quinquefasciatus over time. This work demonstrates the potential utility of quantifying mosquito wingbeat frequency by infrared light sensors as a component of an automated mosquito identifcation system. Due to species overlap, wingbeat frequency will need to integrate with other parameters to accurately delineate species in support of efcient mosquito surveillance, an important component of disease intervention. Mosquitoes are vectors of causative agents for numerous diseases, including malaria, flariasis, dengue, Zika, chikungunya, and encephalitis, ultimately resulting in more than one million deaths annually1 and enormous economic losses through the costs of vaccinations, vector controls, and trade embargoes2. Te recent Zika virus outbreak in Latin America cost approximately USD 18 billion from 2015 to 20173. -
The Mosquitoes of New Zealand and Their Animal Disease Significance
The mosquitoes of New Some mosquito-borne animal pathogens do occur in Zealand and their animal New Zealand but this country is considered free from any that are economically significant. disease significance However, there is a threat of new species of exotic mosquitoes Mosquito type and distribution and/or exotic Species present: Of the 3,500 mosquito species recognised mosquito-borne (1) worldwide , New Zealand has only 16 (Table 1), four of which are pathogens becoming introduced. Culex quinquefasciatus, Aedes australis and Aedes established here. notoscriptus are considered to have been introduced in the nineteenth and early twentieth centuries(2) (3) (4). Aedes Peter Holder camptorhynchus has recently established in Napier and is the subject of an eradication campaign. The remaining 12 species are indigenous. contact, vector competence (the efficiency of a particular mosquito to transmit a given pathogen), mosquito abundance, and feeding Distribution: The distribution of mosquito species within New behaviour(12) all influence transmission. In addition, there may be Zealand is shown in Table 1. Culex pervigilans is the most wide regional intra-specific variation in vector competence, as well as (2) spread mosquito species in New Zealand and it utilises a wide variation in the ‘compatibility’ of various strains of a pathogen with (5) (6) range of larval habitats . Most of our remaining mosquitoes have a vector. restricted distributions and/or habitats. Cx quinquefasciatus and Ae notoscriptus have remained apparently stable around their Endemic diseases original sites of introduction in Northland and Auckland from their Mosquitoes appear to transmit very few diseases in New Zealand times of introduction (around 1830 and 1900 respectively) until the (Table 1). -
Vi'. Coelomomyces Pathogens of Culicidae
VI'. COELOMOMYCES PATHOGENS OF CULICIDAE Jessica M. Castillo and Donald W. Roberts Boyce Thompson Institute Tower Road, Cornell University Ithaca, New York 14853, USA 53 54 r'. ON~ V4.4 E _" .0 0 044 0 . 0 0 C., 44-4 5 Co 4 co 0 " S0 C o- ' 4 " - 0 o - r 0 54 CUo 4 0 % 4.4rH rZ _" 0 00 Oo 2C-o4- "4 _ 0 _ 0 o44c co - 4_>o Z 0 54 "3 0"4 o "4 "4Ai "4 "-'C - 000 0 0 0 54 0 3 a z 40 U _U> coZU4 0- 00 0 v.4 '. 4 > 00 . ~~ ~ ~ i4 @: CO 440 0 0 .4 0 0 P0 0 * 5"4 "4 54 coXz 4 4o~~~~~~~~~~~~~~~cco la "414 4i4 '.440 co04C @"-O >'~~ co4C coC. co o < 0 tl.% %-.le - c CU0 0 : CY C '. '0 0S4. 00 o '4" N 0i 54 0 00 l :" 4 '0 H~H"4 0 0 CU "4 0 cn uz~~zcn H X uz Sz '.40 0 CO2 ZlN CO CO Z co H C ~~ ~~ H * I 0RQ 9 So C ,, X~~~~~~~~~~~~~~~~~~~~do ,, "4 CJ , 4) ;+ 04-r~~~~~~~4C040Uo4 C1 O~~~~~~~~~~~~~~~~% 0 H ~ ~ ~ ~ U U 0 0 0 0P .~C " co40 %0 00 44 H' 0 co '.4 c0 ax 04- : e : z 000X>: 0 '.4 104 j jIg' CU ~~~~~~~~~~~~~~~~$40 0 0 < $ 0 0 0 CU00 01 0 C o4i4. 4.104- 0iC 4.i 4.' 0 4 coObeU > : triRl: { 14 "4 > -X1"-4 !r':1 CU | 4 = 4 0C. 0W'. i 44 coCU 0+ c 11:C Cd "44i0co co.1~0 co -c~o U co ' C .0 c0o0CU 55 o Un I- 4. -
Evolutionary Studies of the New Zealand Coastal Mosquito Opifex Fuscus (Hutton) I
EVOLUTIONARY STUDIES OF THE NEW ZEALAND COASTAL MOSQUITO OPIFEX FUSCUS (HUTTON) I. MATING BEHAVIOUR by ELISABETH SLOOTEN and DAVID M. LAMBERT1)2) (Marine Research Laboratory, R.D. Leigh, and Department of Zoology, University of Auckland, Private Bag, Auckland, New Zealand) (With2 Figures) (Acc.1-XI-1982) Introduction An understanding of the selective pressures that produced the diversity of animal reproductive behaviour is one of the major goals of evolutionary biology. Clearly, deviations from random mating caused by differences in reproductive behaviour can have a profound effect on the genetic com- position of populations. Insects exhibit a remarkable diversity of sophisticated and complex forms of mating behaviour, and are particularly suitable for studies of this kind due to the rapid turnover rate of most insect populations. The swarming and mating flight of Diptera, typical of most mosquito species, has been reviewed by DowNES (1969). There has been some controversy over the function of swarming in mosquitoes (e.g. BATES, 1949; NIELSEN & HAEGER, 1960; HADDOW & CORBET, 1961; DOWNES, 1969). On the one hand it has been claimed that it has an epigamic function and is associated with mating, on the other that its original function has been lost or is unknown. Certainly in many Anophelines, swarming appears to be associated with mating, defining a time and place in which males and virgin females of the same species are brought into close proximity (e.g. CHARLWOOD & JONES, 1980). The mating behaviour of Opifex fuscus described here is an unusual and interesting variation on the typical mosquito mating system outlined 1) Thanks are due to Brian MCARDLEand Steve DAWSONwho read and criticized the manuscript, and to Heather SILYN-ROBERTSwho took the Scanning Electron Micrographs.