The Mosquitoes of Minnesota
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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. -
Wild Species 2010 the GENERAL STATUS of SPECIES in CANADA
Wild Species 2010 THE GENERAL STATUS OF SPECIES IN CANADA Canadian Endangered Species Conservation Council National General Status Working Group This report is a product from the collaboration of all provincial and territorial governments in Canada, and of the federal government. Canadian Endangered Species Conservation Council (CESCC). 2011. Wild Species 2010: The General Status of Species in Canada. National General Status Working Group: 302 pp. Available in French under title: Espèces sauvages 2010: La situation générale des espèces au Canada. ii Abstract Wild Species 2010 is the third report of the series after 2000 and 2005. The aim of the Wild Species series is to provide an overview on which species occur in Canada, in which provinces, territories or ocean regions they occur, and what is their status. Each species assessed in this report received a rank among the following categories: Extinct (0.2), Extirpated (0.1), At Risk (1), May Be At Risk (2), Sensitive (3), Secure (4), Undetermined (5), Not Assessed (6), Exotic (7) or Accidental (8). In the 2010 report, 11 950 species were assessed. Many taxonomic groups that were first assessed in the previous Wild Species reports were reassessed, such as vascular plants, freshwater mussels, odonates, butterflies, crayfishes, amphibians, reptiles, birds and mammals. Other taxonomic groups are assessed for the first time in the Wild Species 2010 report, namely lichens, mosses, spiders, predaceous diving beetles, ground beetles (including the reassessment of tiger beetles), lady beetles, bumblebees, black flies, horse flies, mosquitoes, and some selected macromoths. The overall results of this report show that the majority of Canada’s wild species are ranked Secure. -
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. -
A Mosquito Psorophora Ciliata (Fabricius) (Insecta: Diptera: Culicidae)1 Ephraim V
EENY-540 A Mosquito Psorophora ciliata (Fabricius) (Insecta: Diptera: Culicidae)1 Ephraim V. Ragasa and Phillip E. Kaufman2 Introduction For additional information on mosquitoes, see http://edis. ifas.ufl.edu/IN652. Psorophora ciliata (Fabricius) is a large mosquito (Cutwa and O’Meara 2005) that has developed an outsized reputa- tion because of its relatively intimidating heft and persistent Synonymy biting behavior (Gladney and Turner 1969), including Psorophora ciliata (Fabricius 1794) anecdotal historical accounts of its legendary aggressiveness Culex ciliata Fabricius (1794) (Wallis and Whitman 1971) and ‘frightening appearance’ Culex conterrens Walker (1856) (King et al. 1960). The ‘gallinipper’ or ‘shaggy-legged Culex molestus Weidemann (1820) gallinipper’ was used as a common name for Psorophora Culex rubidus Robineau-Desvoidy (1827) ciliata in various published reports (Ross 1947; King et al. Psorophora boscii Robineau-Desvoidy (1827) 1960; Breeland et al. 1961; Goddard et al. 2009). The term Psorophora ctites Dyar (1918) was mentioned much earlier by Flanery (1897) describing (From ITIS 2011) the mosquito as ‘the little zebra-legged thing—the shyest, slyest, meanest, and most venomous of them all’ [sic] but Distribution did not specify what species it was. The word gallinipper Psorophora ciliata usually is associated with other flood- originated as a vernacular term in the southeastern region water mosquitoes, including many species from the Aedes of the United States referring to ‘a large mosquito or other genera (Breeland et al. 1961), and has a wide distribution insect that has a painful bite or sting’ and has appeared in the New World. Floodwater mosquitoes often lay in folk tales, traditional minstrel songs, and a blues their eggs in low-lying areas with damp soil and grassy song referencing a large mosquito with a ‘fearsome bite’ overgrowth. -
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. -
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. -
Metropolitan Mosquito Control District 2020 Operational Review & Plans for 2021
This document is made available electronically by the Minnesota Legislative Reference Library as part of an ongoing digital archiving project. https://www.lrl.mn.gov METROPOLITAN MOSQUITO CONTROL DISTRICT 2020 OPERATIONAL REVIEW & PLANS FOR 2021 Annual Report to the Technical Advisory Board Joe Elling, Field Operations Supervisor, Plymouth Facility, testing larvicide treatments by drone in a small wetland. MMCD photo Metro Counties Government Center ~ 2099 University Avenue West ~ St. Paul, MN 55104-3431 www.mmcd.org Metropolitan Mosquito Control District Mission Technical Advisory Board The MMCC formed the TAB in 1981 to provide annual, The Metropolitan Mosquito Control District’s mission is to promote health and well-being by independent review of the field control programs, to enhance protecting the public from disease and annoyance inter-agency cooperation, and to facilitate compliance with caused by mosquitoes, black flies, and ticks in an Minnesota State Statute 473.716. environmentally sensitive manner. Technical Advisory Board Members Governance 2020-2021 The Metropolitan Mosquito Control District, Stephen Kells, Chair University of Minnesota established in 1958, controls mosquitoes and Donald Baumgartner US EPA gnats and monitors ticks in the metropolitan Phil Monson Mn Pollution Control Agency counties of Anoka, Carver, Dakota, Hennepin, Ramsey, Scott, and Washington. The District John Moriarty Three Rivers Park District operates under the eighteen-member Metropolitan Elizabeth Schiffman Mn Department of Health Mosquito Control Commission (MMCC), Gary Montz Mn Dept. of Natural Resources composed of county commissioners from the Susan Palchick Hennepin Co. Public Health participating counties. An executive director is responsible for the operation of the program and Robert Sherman Independent Statistician reports to the MMCC. -
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). -
A-Lovisolo.Vp:Corelventura
Acta zoologica cracoviensia, 46(suppl.– Fossil Insects): 37-50, Kraków, 15 Oct., 2003 Searching for palaeontological evidence of viruses that multiply in Insecta and Acarina Osvaldo LOVISOLO and Oscar RÖSLER Received: 31 March, 2002 Accepted for publication: 17 Oct., 2002 LOVISOLO O., RÖSLER O. 2003. Searching for palaeontological evidence of viruses that multiply in Insecta and Acarina. Acta zoologica cracoviensia, 46(suppl.– Fossil Insects): 37-50. Abstract. Viruses are known to be agents of important diseases of Insecta and Acarina, and many vertebrate and plant viruses have arthropods as propagative vectors. There is fossil evidence of arthropod pathogens for some micro-organisms, but not for viruses. Iso- lated virions would be hard to detect but, in fossil material, it could be easier to find traces of virus infection, mainly virus-induced cellular structures (VICS), easily recognisable by electron microscopy, such as virions encapsulated in protein occlusion bodies, aggregates of membrane-bounded virus particles and crystalline arrays of numerous virus particles. The following main taxa of viruses that multiply in arthropods are discussed both for some of their evolutionary aspects and for the VICS they cause in arthropods: A. dsDNA Poxviridae, Asfarviridae, Baculoviridae, Iridoviridae, Polydnaviridae and Ascoviridae, infecting mainly Lepidoptera, Hymenoptera, Coleoptera, Diptera and Acarina; B. ssDNA Parvoviridae, infecting mainly Diptera and Lepidoptera; C. dsRNA Reoviridae and Bir- naviridae, infecting mainly Diptera, Hymenoptera and Acarina, and plant viruses also multiplying in Hemiptera; D. Amb.-ssRNA Bunyaviridae and Tenuivirus, that multiply in Diptera and Hemiptera (animal viruses) and in Thysanoptera and Hemiptera (plant vi- ruses); E. -ssRNA Rhabdoviridae, multiplying in Diptera and Acarina (vertebrate vi- ruses), and mainly in Hemiptera (plant viruses); F. -
ABSTRACT Title of Thesis: IMPROVING the SURVEILLANCE and CONTROL of VECTOR MOSQUITOES in HETEROGENEOUS LANDSCAPES Kaitlin
ABSTRACT Title of Thesis: IMPROVING THE SURVEILLANCE AND CONTROL OF VECTOR MOSQUITOES IN HETEROGENEOUS LANDSCAPES Kaitlin Michelle Saunders, Master of Science, 2020 Thesis Directed By: Paul T. Leisnham, Associate Professor, Department of Environmental Science and Technology Mosquitoes are often called the deadliest animals on earth, posing major public health issues in the United States and worldwide. The most common mosquito species in urban areas in the eastern United States are Aedes albopictus and Culex pipiens , which are vectors of numerous diseases including West Nile virus. Surveillance and management of Ae. albopictus and Cx. pipiens is particularly challenging due to the heterogeneity of urban landscapes, which change on relatively small spatial scales because of underlying social factors such as socioeconomic status (SES) and related infrastructure. As a result, mosquito habitat and distribution varies at correspondingly fine scales. The overall goal of my thesis is to assess relationships between SES and its associated environmental variables with Aedes and Culex mosquitoes in urban landscapes. The results of my research provide recommendations for integrated pest management strategies and highlight environmental justice issues related to disease transmission in low income areas. IMPROVING THE SURVEILLANCE AND CONTROL OF VECOR MOSQUITOES IN HETEROGENEOUS URBAN LANDSCAPES by Kaitlin Michelle Saunders Thesis submitted to the Faculty of the Graduate School of the University of Maryland, College Park, in partial fulfillment of the requirements for the degree of Master of Science 2020 Advisory Committee: Dr. Paul T. Leisnham, Chair Dr. Mitchell Pavao-Zuckerman Dr. Lance Yonkos © Copyright by Kaitlin Michelle Saunders 2020 Acknowledgements Many thanks to my thesis advisor, Dr. -
Testing Effects of Aerial Spray Technologies on Biting Flies
TESTING EFFECTS OF AERIAL SPRAY TECHNOLOGIES ON BITING FLIES AND NONTARGET INSECTS AT THE PARRIS ISLAND MARINE CORPS RECRUIT DEPOT, SOUTH CAROLINA, USA. A dissertation submitted to Kent State University in partial fulfillment of the requirements for the degree of Doctor of Philosophy by Mark S. Breidenbaugh December 2008 Dissertation written by Mark S. Breidenbaugh B.S., California State Polytechnic University, Pomona 1994 M.S., University of California, Riverside, 1997 Ph.D., Kent State University, 2008 Approved by _____________________________, Chair, Doctoral Dissertation Committee Ferenc A. de Szalay _____________________________, Members, Doctoral Dissertation Committee Benjamin A. Foote _____________________________ Mark W. Kershner _____________________________ Scott C. Sheridan Accepted by ______________________________, Chair, Department of Biological Sciences James L. Blank ______________________________, Dean, College of Arts and Sciences John R.D. Stalvey ii TABLE OF CONTENTS Page LIST OF FIGURES……………………………………………………………………viii LIST OF TABLES………………………………………………………………………xii ACKNOWLEDGEMENTS………………….…………………………………………xiv CHAPTER I. An introduction to the biting flies of Parris Island and the use of aerial spray technologies in their control……………………………………………..1 Biology of biting midges .....……..……………………………………………..1 Culicoides as nuisance pests and vectors……………………………3 Biology of mosquitoes…………………………………………………………..5 Mosquitoes as nuisance pests and vectors…………………………..6 Integrated pest management…………………………………………………..7 Physical barriers…………………………………………………………8 -
Diptera: Culicidae) in RELATION to EPIZOOTIC TRANSMISSION of EASTERN EQUINE ENCEPHALITIS VIRUS in CENTRAL FLORIDA
SEASONAL CHANGES IN HOST USE AND VECTORIAL CAPACITY OF Culiseta melanura (Diptera: Culicidae) IN RELATION TO EPIZOOTIC TRANSMISSION OF EASTERN EQUINE ENCEPHALITIS VIRUS IN CENTRAL FLORIDA By RICHARD G. WEST A THESIS PRESENTED TO THE GRADUATE SCHOOL OF THE UNIVERSITY OF FLORIDA IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF MASTER OF SCIENCE UNIVERSITY OF FLORIDA 2019 © 2019 Richard G. West 2 ACKNOWLEDGMENTS I would like to thank my advisor Nathan Burkett-Cadena for his invaluable guidance and instruction and Derrick Mathias and Jonathan Day for serving on my committee and sharing their expertise and helpful input. I would like to thank the following for their assistance with mosquito sampling: Carl Boohene, Jackson Mosley, Hugo Ortiz Saavedra, and Roger Johnson at Polk County Mosquito Control District; Kelly Deutsch, Rafael Melendez, and others at Orange County Mosquito Control District; and Sue Bartlett, Miranda Tressler, Hong Chen, Drake Falcon, Tia Vasconcellos, and Brandi Anderson at Volusia County Mosquito Control District. This study could not have been done without their cooperation and hard work. I would also like to thank Carolina Acevedo for help with bloodmeal analysis, Erik Blosser for help with mosquito identifications, Diana Rojas and Annsley West for helping with field collections, and to all the faculty, staff, and students at FMEL for their support and encouragement. Finally, I thank my wife Annsley for her faithful encouragement and love and for my Lord Jesus and family for their support. This research is supported by the CDC Southeast Gateway Center of Excellence and the University of Florida. 3 TABLE OF CONTENTS Page ACKNOWLEDGMENTS .................................................................................................