Detection of the Bloodmeal Origin of Mosquitoes Collected at Alligator
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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. -
The 2014 Golden Gate National Parks Bioblitz - Data Management and the Event Species List Achieving a Quality Dataset from a Large Scale Event
National Park Service U.S. Department of the Interior Natural Resource Stewardship and Science The 2014 Golden Gate National Parks BioBlitz - Data Management and the Event Species List Achieving a Quality Dataset from a Large Scale Event Natural Resource Report NPS/GOGA/NRR—2016/1147 ON THIS PAGE Photograph of BioBlitz participants conducting data entry into iNaturalist. Photograph courtesy of the National Park Service. ON THE COVER Photograph of BioBlitz participants collecting aquatic species data in the Presidio of San Francisco. Photograph courtesy of National Park Service. The 2014 Golden Gate National Parks BioBlitz - Data Management and the Event Species List Achieving a Quality Dataset from a Large Scale Event Natural Resource Report NPS/GOGA/NRR—2016/1147 Elizabeth Edson1, Michelle O’Herron1, Alison Forrestel2, Daniel George3 1Golden Gate Parks Conservancy Building 201 Fort Mason San Francisco, CA 94129 2National Park Service. Golden Gate National Recreation Area Fort Cronkhite, Bldg. 1061 Sausalito, CA 94965 3National Park Service. San Francisco Bay Area Network Inventory & Monitoring Program Manager Fort Cronkhite, Bldg. 1063 Sausalito, CA 94965 March 2016 U.S. Department of the Interior National Park Service Natural Resource Stewardship and Science Fort Collins, Colorado The National Park Service, Natural Resource Stewardship and Science office in Fort Collins, Colorado, publishes a range of reports that address natural resource topics. These reports are of interest and applicability to a broad audience in the National Park Service and others in natural resource management, including scientists, conservation and environmental constituencies, and the public. The Natural Resource Report Series is used to disseminate comprehensive information and analysis about natural resources and related topics concerning lands managed by the National Park Service. -
Operations and Disease Surveillance
VECTOR CONTROL DISTRICT COUNTY OF SANTA CLARA MONTHLY REPORT MAY 2020 SAVE WATER. NOT MOSQUITOES. DON’T CREATE MOSQUITO HABITAT BY ACCIDENT. Over watering lawns and plants is a large contributor to mosquito breeding. Help fight the bite by: • Fixing leaky faucets and broken sprinklers. • Only apply as much waster as your plants and soil need. Visit SCCVector.org for more information. IN THIS ISSUE MANAGER'S MESSAGE 2 SERVICES AVAILABLE 3 OPERATIONS DATA 4 - 6 WEST NILE 7 - 8 SURVEILLANCE PUBLIC SURVICE 9 REQUESTS VECTOR CONTROL DISTRICT COUNTY OF SANTA CLARA CONSUMER & ENVIRONMENTAL PROTECTION AGENCY PAGE 2 | OPERATIONS AND SURVEILLANCE REPORT MESSAGE FROM THE MANAGER Warm weather is here and that means vectors such as ticks are more active. May was Lyme Disease Awareness Month, and the County of Santa Clara Vector Control District celebrated by participating and advertising the Centers for Disease Control and Prevention’s Lyme Disease Awareness Month Lunch and Learn Series. The weekly series offered interactive presentations on tick surveillance, tick collection, tick bite prevention, and other activities. The District reminds the public to practice preventative measures to avoid coming into contact with ticks. Use insect repellent approved by the Environmental Protection Agency, avoid areas with high grass, and check gear, pets, and children for ticks during and after being in tick habitat. Warm months also mean other vectors such as mosquitoes are more active as well. The District is hard at work monitoring for diseases, such as West Nile virus and Nayer Zahiri eliminating mosquito breeding in areas like marshes, neglected pools, curbs, catch basins, and ponds. -
Caracterização Molecular Do Isolado Viral AR115: Evidência Da Circulação De Vírus Do Sorogrupo Gamboa No Sudeste Do Brasil
14 INSTITUTO EVANDRO CHAGAS NÚCLEO DE ENSINO E PÓS-GRADUAÇÃO PROGRAMA DE PÓS-GRADUAÇÃO EM VIROLOGIA Aline Gonçalves da Costa Caracterização molecular do isolado viral AR115: evidência da circulação de vírus do sorogrupo Gamboa no sudeste do Brasil ANANINDEUA 2018 15 Aline Gonçalves da Costa Caracterização molecular do isolado viral AR115: evidência da circulação de vírus do sorogrupo Gamboa no sudeste do Brasil Dissertação apresentada ao Programa de Pós- Graduação em Virologia do Instituto Evandro Chagas, para obtenção do título de Mestre em Virologia Orientadora: Prof.ª Dr.ª Ana Cecília Ribeiro Cruz ANANINDEUA 2018 16 Dados Internacionais de Catalogação na Publicação (CIP) Biblioteca do Instituto Evandro Chagas Costa, Aline Gonçalves da. Caracterização molecular do isolado viral AR115: evidência da circulação de vírus do sorogrupo Gamboa no sudeste do Brasil./ Aline Gonçalves da Costa. – Ananindeua, 2018. 54 f.: il.; 30 cm Orientadora: Dra. Ana Cecília Ribeiro Cruz Dissertação (Mestrado em Virologia) – Instituto Evandro Chagas, Programa de Pós-Graduação em Virologia, 2018. 1. Classificação. 2. Arbovírus. 3. Ortobunyavírus. 4. Artropodes. I. Cruz, Ana Cecília Ribeiro, orient. II. Instituto Evandro Chagas. III. Título. CDD: 579.2562 17 Aline Gonçalves da Costa Caracterização molecular do isolado viral AR115: evidência da circulação de vírus do sorogrupo Gamboa no sudeste do Brasil Dissertação apresentada ao Programa de Pós- Graduação em Virologia do Instituto Evandro Chagas, para obtenção do título de Mestre em Virologia Aprovado em: 10/01/2018 BANCA EXAMINADORA Profa. Dra. Daniele Barbosa de Almeida Medeiros Instituto Evandro Chagas Prof. Dr. Carlos Alberto Marques de Carvalho Instituto Evandro Chagas Dra. Adriana Ribeiro Carneiro Folador Universidade Federal do Pará Dr. -
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. -
Importance of Mosquitoes
IMPORTANCE OF MOSQUITOES Portions of this chapter were obtained from the University of Florida and the American Mosquito Control Association Public Health Pest Control website at http://vector.ifas.ufl.edu. Introduction to Pests and Public Health: Arthropods are the most successful group of animals on Earth. They thrive in every habitat and in all regions of the world. A small number of species from this phylum have a great impact on humans, affecting us not only by damaging agriculture and horticultural crops but also through the diseases they can transmit to humans and our domestic animals. Insects can transmit disease (vectors), cause wounds, inject venom, or create nuisance, and have serious social and economic consequences. Arthropods can be indirect (mechanical carriers) or direct (biological carriers) transmitters of disease. As indirect agents they serve as simple mechanical carriers of various bacteria and fungi which may cause disease. As direct or biological agents they serve as vectors for diseasecausing agents that require the insect as part of the life cycle. In considering transmission of disease causing organisms, it is important to understand the relationships among the vector (the disease transmitting organism, i.e. an insect), the disease pathogen (for example, a virus) and the host (humans or animals). The pathogen may or may not undergo different life stages while in the vector. Pathogens that undergo changes in life stages within the vector before being transmitted to a host require the vector—without the vector, the disease life cycle would be broken and the pathogen would die. In either case, the vector is the means for the pathogen to pass from one host to another. -
Table of Contents
Table of Contents Oral Presentation Abstracts ............................................................................................................................... 3 Plenary Session ............................................................................................................................................ 3 Adult Control I ............................................................................................................................................ 3 Mosquito Lightning Symposium ...................................................................................................................... 5 Student Paper Competition I .......................................................................................................................... 9 Post Regulatory approval SIT adoption ......................................................................................................... 10 16th Arthropod Vector Highlights Symposium ................................................................................................ 11 Adult Control II .......................................................................................................................................... 11 Management .............................................................................................................................................. 14 Student Paper Competition II ...................................................................................................................... 17 Trustee/Commissioner -
Biology and Control of Aquatic Plants
BIOLOGY AND CONTROL OF AQUATIC PLANTS A Best Management Practices Handbook Lyn A. Gettys, William T. Haller and Marc Bellaud, editors Cover photograph courtesy of SePRO Corporation Biology and Control of Aquatic Plants: A Best Management Practices Handbook First published in the United States of America in 2009 by Aquatic Ecosystem Restoration Foundation, Marietta, Georgia ISBN 978-0-615-32646-7 All text and images used with permission and © AERF 2009 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 or mechanical, by photocopying, recording or otherwise, without prior permission in writing from the publisher. Printed in Gainesville, Florida, USA October 2009 Dear Reader: Thank you for your interest in aquatic plant management. The Aquatic Ecosystem Restoration Foundation (AERF) is pleased to bring you Biology and Control of Aquatic Plants: A Best Management Practices Handbook. The mission of the AERF, a not for profit foundation, is to support research and development which provides strategies and techniques for the environmentally and scientifically sound management, conservation and restoration of aquatic ecosystems. One of the ways the Foundation accomplishes the mission is by providing information to the public on the benefits of conserving aquatic ecosystems. The handbook has been one of the most successful ways of distributing information to the public regarding aquatic plant management. The first edition of this handbook became one of the most widely read and used references in the aquatic plant management community. This second edition has been specifically designed with the water resource manager, water management association, homeowners and customers and operators of aquatic plant management companies and districts in mind. -
Pesticide Discharge Management Plan
Pesticide Discharge Management Plan 1. PDMP Team a. Person(s) responsible for managing pests in relation to pest management area: All operational and biological support staff along with the Director of Mosquito Management Services (Wade Brennan, 5531 Pinkney Ave. Sarasota, FL. 34233) b. Person(s) responsible for developing and revising PDMP John Eaton, Operations Supervisor, and Wade Brennan Environmental Scientist III, are the individuals responsible for monitoring changes in Federal and State regulatory agencies that govern mosquito control operations. c. John Eaton, and Wade Brennan, are the individuals responsible for developing, revising and implementing corrective actions and other effluent requirements d. Person(s) responsible for pesticide applications Persons (supervisors and above) who direct applicators these include: All Operational staff employed by Sarasota County Mosquito Management Services that hold a Public Health Pest Control License administered by Florida Department of Agriculture and Consumer Services are directly responsible for pesticide applications (because they can oversee uncertified applicators) additionally, Sarasota County’s awarded Contractors must have required state certification (s). 2. Pest Management Area Description Overview Sarasota County Mosquito Management Services (SCMMS) has been mitigating pestiferous nuisance host seeking mosquitoes of public health importance for over 60 years. A total of forty- four mosquito species are found in Sarasota County of which a dozen are in need of management through a typical peak mosquito season, April through November. When intervention action plans are developed and implemented more than one species is usually involved. Past and current mitigation strategies for both larval and adult mosquitoes have always been in full compliance with FIFRA conditions which have met water quality standards. -
The Mosquitoes of Alaska
LIBRAR Y ■JRD FEBE- Î961 THE U. s. DtPÁ¡<,,>^iMl OF AGidCÜLl-yí MOSQUITOES OF ALASKA Agriculture Handbook No. 182 Agricultural Research Service UNITED STATES DEPARTMENT OF AGRICULTURE U < The purpose of this handbook is to present information on the biology, distribu- tion, identification, and control of the species of mosquitoes known to occur in Alaska. Much of this information has been published in short papers in various journals and is not readily available to those who need a comprehensive treatise on this subject ; some of the material has not been published before. The information l)r()UKlit together here will serve as a guide for individuals and communities that have an interest and responsibility in mosquito problems in Alaska. In addition, the military services will have considerable use for this publication at their various installations in Alaska. CuUseta alaskaensis, one of the large "snow mosquitoes" that overwinter as adults and emerge from hiber- nation while much of the winter snow is on the ground. In some localities this species is suJBBciently abundant to cause serious annoy- ance. THE MOSQUITOES OF ALASKA By C. M. GJULLIN, R. I. SAILER, ALAN STONE, and B. V. TRAVIS Agriculture Handbook No. 182 Agricultural Research Service UNITED STATES DEPARTMENT OF AGRICULTURE Washington, D.C. Issued January 1961 For «ale by the Superintendent of Document«. U.S. Government Printing Office Washington 25, D.C. - Price 45 cent» Contents Page Page History of mosquito abundance Biology—Continued and control 1 Oviposition 25 Mosquito literature 3 Hibernation 25 Economic losses 4 Surveys of the mosquito problem. 25 Mosquito-control organizations 5 Mosquito surveys 25 Life history 5 Engineering surveys 29 Eggs_". -
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. -
A Classification System for Mosquito Life Cycles: Life Cycle Types for Mosquitoes of the Northeastern United States
June, 2004 Journal of Vector Ecology 1 Distinguished Achievement Award Presentation at the 2003 Society for Vector Ecology Meeting A classification system for mosquito life cycles: life cycle types for mosquitoes of the northeastern United States Wayne J. Crans Mosquito Research and Control, Department of Entomology, Rutgers University, 180 Jones Avenue, New Brunswick, NJ 08901, U.S.A. Received 8 January 2004; Accepted 16 January 2004 ABSTRACT: A system for the classification of mosquito life cycle types is presented for mosquito species found in the northeastern United States. Primary subdivisions include Univoltine Aedine, Multivoltine Aedine, Multivoltine Culex/Anopheles, and Unique Life Cycle Types. A montotypic subdivision groups life cycle types restricted to single species. The classification system recognizes 11 shared life cycle types and three that are limited to single species. Criteria for assignments include: 1) where the eggs are laid, 2) typical larval habitat, 3) number of generations per year, and 4) stage of the life cycle that overwinters. The 14 types in the northeast have been named for common model species. A list of species for each life cycle type is provided to serve as a teaching aid for students of mosquito biology. Journal of Vector Ecology 29 (1): 1-10. 2004. Keyword Index: Mosquito biology, larval mosquito habitats, classification of mosquito life cycles. INTRODUCTION strategies that do not fit into any of the four basic temperate types that Bates described in his book. Two There are currently more than 3,000 mosquito of the mosquitoes he suggested as model species occur species in the world grouped in 39 genera and 135 only in Europe and one of his temperate life cycle types subgenera (Clements 1992, Reinert 2000, 2001).