FIELD and LABORATORY STUDIES of Culex Erraticus (Diptera: Culicidae) ABILITY to DETECT HOSTS, HABITAT IDENTIFICATION and ATTEMPTS at COLONIZATION
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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. -
Health Risk Assessment for the Introduction of Eastern Wild Turkeys (Meleagris Gallopavo Silvestris) Into Nova Scotia
University of Nebraska - Lincoln DigitalCommons@University of Nebraska - Lincoln Canadian Cooperative Wildlife Health Centre: Wildlife Damage Management, Internet Center Newsletters & Publications for April 2004 Health risk assessment for the introduction of Eastern wild turkeys (Meleagris gallopavo silvestris) into Nova Scotia A.S. Neimanis F.A. Leighton Follow this and additional works at: https://digitalcommons.unl.edu/icwdmccwhcnews Part of the Environmental Sciences Commons Neimanis, A.S. and Leighton, F.A., "Health risk assessment for the introduction of Eastern wild turkeys (Meleagris gallopavo silvestris) into Nova Scotia" (2004). Canadian Cooperative Wildlife Health Centre: Newsletters & Publications. 48. https://digitalcommons.unl.edu/icwdmccwhcnews/48 This Article is brought to you for free and open access by the Wildlife Damage Management, Internet Center for at DigitalCommons@University of Nebraska - Lincoln. It has been accepted for inclusion in Canadian Cooperative Wildlife Health Centre: Newsletters & Publications by an authorized administrator of DigitalCommons@University of Nebraska - Lincoln. Health risk assessment for the introduction of Eastern wild turkeys (Meleagris gallopavo silvestris) into Nova Scotia A.S. Neimanis and F.A. Leighton 30 April 2004 Canadian Cooperative Wildlife Health Centre Department of Veterinary Pathology Western College of Veterinary Medicine 52 Campus Dr. University of Saskatchewan Saskatoon, SK Canada S7N 5B4 Tel: 306-966-7281 Fax: 306-966-7439 [email protected] [email protected] 1 SUMMARY This health risk assessment evaluates potential health risks associated with a proposed introduction of wild turkeys to the Annapolis Valley of Nova Scotia. The preferred source for the turkeys would be the Province of Ontario, but alternative sources include the northeastern United States from Minnesota eastward and Tennessee northward. -
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. -
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. -
Ana Kurbalija PREGLED ENTOMOFAUNE MOČVARNIH
SVEUČILIŠTE JOSIPA JURJA STROSSMAYERA U OSIJEKU I INSTITUT RUĐER BOŠKOVI Ć, ZAGREB Poslijediplomski sveučilišni interdisciplinarni specijalisti čki studij ZAŠTITA PRIRODE I OKOLIŠA Ana Kurbalija PREGLED ENTOMOFAUNE MOČVARNIH STANIŠTA OD MEĐUNARODNOG ZNAČENJA U REPUBLICI HRVATSKOJ Specijalistički rad Osijek, 2012. TEMELJNA DOKUMENTACIJSKA KARTICA Sveučilište Josipa Jurja Strossmayera u Osijeku Specijalistički rad Institit Ruđer Boškovi ć, Zagreb Poslijediplomski sveučilišni interdisciplinarni specijalisti čki studij zaštita prirode i okoliša Znanstveno područje: Prirodne znanosti Znanstveno polje: Biologija PREGLED ENTOMOFAUNE MOČVARNIH STANIŠTA OD ME ĐUNARODNOG ZNAČENJA U REPUBLICI HRVATSKOJ Ana Kurbalija Rad je izrađen na Odjelu za biologiju, Sveučilišta Josipa Jurja Strossmayera u Osijeku Mentor: izv.prof. dr. sc. Stjepan Krčmar U ovom radu je istražen kvalitativni sastav entomof aune na četiri močvarna staništa od me đunarodnog značenja u Republici Hrvatskoj. To su Park prirode Kopački rit, Park prirode Lonjsko polje, Delta rijeke Neretve i Crna Mlaka. Glavni cilj specijalističkog rada je objediniti sve objavljene i neobjavljene podatke o nalazima vrsta kukaca na ova četiri močvarna staništa te kvalitativno usporediti entomofau nu pomoću Sörensonovog indexa faunističke sličnosti. Na području Parka prirode Kopački rit utvrđeno je ukupno 866 vrsta kukaca razvrstanih u 84 porodice i 513 rodova. Na području Parka prirode Lonjsko polje utvrđeno je 513 vrsta kukaca razvrstanih u 24 porodice i 89 rodova. Na području delte rijeke Neretve utvrđeno je ukupno 348 vrsta kukaca razvrstanih u 89 porodica i 227 rodova. Za područje Crne Mlake nije bilo dostupne literature o nalazima kukaca. Velika vrijednost Sörensonovog indexa od 80,85% ukazuje na veliku faunističku sličnost između faune obada Kopačkoga rita i Lonjskoga polja. Najmanja sličnost u fauni obada utvrđena je između močvarnih staništa Lonjskog polja i delte rijeke Neretve, a iznosi 41,37%. -
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). -
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 ................................................................................................. -
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. -
Diptera: Culicidae) in Chaharmahal and Bakhtiari Province, Iran
International Journal of Epidemiologic Research Archivedoi:10.34172/ijer.2020.15 of SID 2020 Spring;7(2):74-91 http://ijer.skums.ac.ir Original Article Vertical Distribution, Biodiversity, and Some Selective Aspects of the Physicochemical Characteristics of the Larval Habitats of Mosquitoes (Diptera: Culicidae) in Chaharmahal and Bakhtiari Province, Iran Seyed-Mohammad Omrani1* ID , Shahyad Azari-Hamidian2 ID 1Medical Parasitology Department, Shahrekord University of Medical Sciences, Shahrekord, Iran. 2Department of Health Education, Research Center of Health and Environment, School of Health, Guilan University of Medical Sciences, Rasht, Iran. *Corresponding Author: Abstract Dr. Seyed-Mohammad Omrani, Assistant Professor, Background and aims: Mosquitoes (Diptera: Culicidae) are still a focus of research because of their role Medical Parasitology in the transmission of diseases and annoying biting behavior. Source reduction is an effective measure Department, Shahrekord to control mosquito populations, which is based on good knowledge of larval habitats. This study was University of Medical Sciences, Shahrekord, conducted to obtain that basic knowledge in Chaharmahal and Bakhtiari province. Iran, P.O. Box: 3391, Methods: This study was carried out in 2011 and 2012. Geographical coordinates, altitude, pH, Shahrekord, Iran, Tel: 0098 383 33335635, E-mail: temperature, and the dissolved oxygen level of larval habitats were recorded by relevant devices, [email protected] followed by documenting physical attributes by direct observation. In addition, the indices of biodiversity were calculated to analyze the vertical biodiversity of species. Finally, the affinity index was calculated to elucidate species co-occurrence. Received: 17 Mar. 2020 Results: Eighteen species were recovered from 92 larval habitats. Low- (≤ 1400 m), mid- (1401–2000 Accepted: 18 May 2020 ePublished: 28 June 2020 m), and high- (≥ 2001 m) altitudes lodged 7, 17, and 14 species, respectively. -
Mosquito and Arbovirus Activity During 1997–2002 in a Wetland in Northeastern Mississippi
VECTOR-BORNE DISEASES,SURVEILLANCE,PREVENTION Mosquito and Arbovirus Activity During 1997–2002 in a Wetland in Northeastern Mississippi E. W. CUPP,1 K. J. TENNESSEN,2, 3 W. K. OLDLAND,2 H. K. HASSAN,4 G. E. HILL,5 6 4 C. R. KATHOLI, AND T. R. UNNASCH J. Med. Entomol. 41(3): 495Ð501 (2004) ABSTRACT The species composition and population dynamics of adult mosquitoes in a wetland near Iuka, MS, were analyzed over a 6-yr period (1997Ð2002)and reverse transcription-polymerase chain reaction (PCR)detection rates of arboviruses determined during Þve of those years. Blood meals of three likely vector species were identiÞed using a PCR-based method that allows identiÞcation of the host to species. Culex erraticus (Dyar & Knab)composed 51.9% of the population during the 6-yr period with 295 females collected per trap night. Eastern equine encephalomyelitis (EEE)virus was detected in six genera of mosquitoes [Coquillettidia perturbans (Walker), Culex restuans Theobald, Culex salinarius Coquillett, Culex erraticus (Dyar & Knab), Anopheles crucians Wiedemann, Anopheles quadrimaculatus Say, Aedes vexans (Meigen), Ochlerotatus triseriatus Say, and Psorophora ferox Hum- boldt)with positive pools occurring in 1998, 1999, and 2002. Culiseta melanura Coquillett occurred at a low level (Ͻ1%)and was not infected. Saint Louis encephalitis virus was detected once in a single pool of Cx. erraticus in 1998. Neither West Nile virus nor LaCrosse virus was found. Minimum infection rates per 1000 females tested of competent vectors of EEE virus were variable and ranged from 0.14 for Cx. erraticus to 40.0 for Oc. triseriatus. Thirty-nine species of birds were identiÞed in the focus with blood-engorged mosquitoes found to contain meals (n ϭ 29)from eight avian species. -
Guidelines for Arbovirus Surveillance Programs in the United States
GUIDELINES FOR ARBOVIRUS SURVEILLANCE PROGRAMS IN THE UNITED STATES C.G. Moore, R.G. McLean, C.J. Mitchell, R.S. Nasci, T.F. Tsai, C.H. Calisher, A.A. Marfin, P.S. Moore, and D.J. Gubler Division of Vector-Borne Infectious Diseases National Center for Infectious Diseases Centers for Disease Control and Prevention Public Health Service U.S. Department of Health and Human Services Fort Collins, Colorado April, 1993 TABLE OF CONTENTS INTRODUCTION ........................................................................ 1 Purpose of The Guidelines ........................................................... 1 General Considerations ............................................................. 1 Seasonal Dynamics ................................................................ 2 Patch Dynamics and Landscape Ecology ................................................ 2 Meteorologic Data Monitoring ........................................................ 2 Vertebrate Host Surveillance ......................................................... 3 Domestic chickens .......................................................... 4 Free-ranging wild birds ...................................................... 5 Equines .................................................................. 5 Other domestic and wild mammals ............................................. 5 Mosquito Surveillance .............................................................. 6 Human Case Surveillance ........................................................... 6 Laboratory Methods to