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Bisia M, Papadopoulos P, Filis S, Beleri S, Tegos N, Lamprou GK, Balatsos G, Papachristos D, Michaelakis A, Patsoula E. Field Evaluation of Commonly Used Adult Mosquito Traps in Greece. Vector Borne Zoonotic Dis 2023; 23:119-128. [PMID: 36888960 DOI: 10.1089/vbz.2022.0066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/10/2023] Open
Abstract
Background: Entomological monitoring activities are a major part of mosquito and mosquito-borne diseases surveillance. Several trapping methods are implemented worldwide, aiming to gather data on species composition and their abundance in various study areas. Methods: Several methodological modifications, such as trapping systems baited with attractants or carbon dioxide, have been proposed to increase trap efficiency. The aim of this study was to test different trap types, commonly used in Greece to collect mosquitoes, with the addition of the Biogents Sentinel lure. Moreover, traps were placed in two distinct land types and two different heights above the ground to compare their efficacy. West Nile Virus is endemic in Greece, so we also aimed to detect viral presence and circulation in selected mosquito pools. Results: Adult mosquitoes of Aedes albopictus, Culex pipiens s.l., and Culiseta longiareolata were collected in both study areas. The trap type had a significant impact on the total collections, while the trap position and interaction between trap and position did not significantly affect mosquito catches. WNV was detected in Cx. pipiens s.l. pools examined from the two study areas. Conclusion: This study emphasizes the role of trapping methods as a key component for monitoring and surveillance of adult mosquito populations, reflecting that several trap types present with different mosquito species capture and catch rates.
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Affiliation(s)
- Marina Bisia
- Scientific Directorate of Entomology and Agricultural Zoology, Benaki Phytopathological Institute, Athens, Greece
| | - Pavlos Papadopoulos
- Department of Public Health Policy, School of Public Health, University of West Attika, Athens, Greece
| | - Stelios Filis
- Scientific Directorate of Entomology and Agricultural Zoology, Benaki Phytopathological Institute, Athens, Greece.,Department of Microbiology, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Stavroula Beleri
- Department of Public Health Policy, School of Public Health, University of West Attika, Athens, Greece
| | - Nikolaos Tegos
- Department of Public Health Policy, School of Public Health, University of West Attika, Athens, Greece
| | - George K Lamprou
- Laboratory of Organic Chemical Technology, School of Chemical Engineering, National Technical University of Athens, Athens, Greece
| | - Georgios Balatsos
- Scientific Directorate of Entomology and Agricultural Zoology, Benaki Phytopathological Institute, Athens, Greece
| | - Dimitrios Papachristos
- Scientific Directorate of Entomology and Agricultural Zoology, Benaki Phytopathological Institute, Athens, Greece
| | - Antonios Michaelakis
- Scientific Directorate of Entomology and Agricultural Zoology, Benaki Phytopathological Institute, Athens, Greece
| | - Eleni Patsoula
- Department of Public Health Policy, School of Public Health, University of West Attika, Athens, Greece
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2
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Kittayapong P, Kittayapong R, Ninphanomchai S, Limohpasmanee W. The MosHouse ® Trap: Evaluation of the Efficiency in Trapping Sterile Aedes aegypti Males in Semi-Field Conditions. INSECTS 2022; 13:1050. [PMID: 36421953 PMCID: PMC9693147 DOI: 10.3390/insects13111050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 11/04/2022] [Accepted: 11/08/2022] [Indexed: 06/16/2023]
Abstract
Arbovirus diseases, such as dengue, chikungunya, and Zika, are important public health problems. Controlling the major vector, Aedes aegypti, is the only approach to suppressing these diseases. The surveillance of this mosquito species needs effective collecting methods. In this study, a simple MosHouse sticky trap was evaluated in a semi-field condition. Our results demonstrated the efficiency of this trap in collecting Ae. aegypti males, and no significant difference (p > 0.05) in the numbers of males was detected when compared with the widely used BG- Sentinel trap. However, there were significantly lower numbers of females (p < 0.05) collected using the MosHouse trap when compared to the BG-Sentinel trap. We also found a significant difference (p < 0.05) in the collected numbers between irradiated and non-irradiated males. More irradiated males were collected in the MosHouse traps. The improvement of male collection was achieved with the addition of a sugar stick and sticky flags. Significantly higher numbers of males were collected in the MosHouse trap with sticky flags compared to the original one when they were released independently of females, but both were collected in higher numbers when they were released together (p < 0.05). In conclusion, our experiments demonstrated that the MosHouse trap could sample Ae. aegypti, especially males, as efficiently as the established BG-Sentinel trap, while the cost was more than 50 times lower, showing the potential of the MosHouse trap for improved Ae. aegypti male and female surveillance with very large numbers of traps at affordable costs. In addition, significantly (p < 0.001) increased male sampling was achieved by adding an external sticky flag on the MosHouse trap, providing an avenue for further development of the novel male-trapping strategy.
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Affiliation(s)
- Pattamaporn Kittayapong
- Center of Excellence for Vectors and Vector-Borne Diseases, Faculty of Science, Mahidol University at Salaya, Nakhon Pathom 73170, Thailand
- Department of Biology, Faculty of Science, Mahidol University, Bangkok 10400, Thailand
- Go Green Company Limited, Science Building 2, Faculty of Science, Mahidol University at Salaya, Nakhon Pathom 73170, Thailand
| | - Rungrith Kittayapong
- Go Green Company Limited, Science Building 2, Faculty of Science, Mahidol University at Salaya, Nakhon Pathom 73170, Thailand
| | - Suwannapa Ninphanomchai
- Center of Excellence for Vectors and Vector-Borne Diseases, Faculty of Science, Mahidol University at Salaya, Nakhon Pathom 73170, Thailand
| | - Wanitch Limohpasmanee
- Thailand Institute of Nuclear Technology, Ministry of Higher Education, Science, Research and Innovation, Nakhon Nayok 26120, Thailand
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3
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Infrared spectroscopy (NIRS and ATR-FTIR) together with multivariate classification for non-destructive differentiation between female mosquitoes of Aedes aegypti recently infected with dengue vs. uninfected females. Acta Trop 2022; 235:106633. [PMID: 35932844 DOI: 10.1016/j.actatropica.2022.106633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Revised: 07/12/2022] [Accepted: 08/03/2022] [Indexed: 11/23/2022]
Abstract
One of the most important steps in preventing arboviruses is entomological surveillance. The main entomological surveillance action is to detect vector foci in the shortest possible stages. In this work, near and medium infrared spectra collected from female Aedes aegypti mosquitoes recently infected and not infected with dengue were used in order to build chemometric models capable of differentiating the spectra of each class. For this, computational algorithms such as Successive Projection Algorithm (SPA) and Genetic Algorithm (GA) were used together with Linear Discriminant Analysis (LDA). The constructed models were evaluated with sensitivity and specificity calculations. It was observed that models based on near infrared (NIR) spectra have better classification results when compared to mid infrared (MIR) spectra, as well as models based on GA present better results when compared to those based on SPA. Thus, NIR-GA-LDA obtained the best results, reaching 100.00 % for sensitivity and specificity. NIR spectroscopy is 18 times faster and 116 times cheaper than RT-qPCR. The findings reported in this study may have important applications in the field of entomological surveillance, prevention and control of dengue vectors. In the future, mosquito traps equipped with portable NIR instruments capable of detecting infected mosquitoes may be used, in order to enable an action plan to prevent future outbreaks of the disease.
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Harmonic convergence coordinates swarm mating by enhancing mate detection in the malaria mosquito Anopheles gambiae. Sci Rep 2021; 11:24102. [PMID: 34916521 PMCID: PMC8677761 DOI: 10.1038/s41598-021-03236-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2021] [Accepted: 11/30/2021] [Indexed: 11/30/2022] Open
Abstract
The mosquito Anopheles gambiae is a major African malaria vector, transmitting parasites responsible for significant mortality and disease burden. Although flight acoustics are essential to mosquito mating and present promising alternatives to insecticide-based vector control strategies, there is limited data on mosquito flight tones during swarming. Here, for the first time, we present detailed analyses of free-flying male and female An. gambiae flight tones and their harmonization (harmonic convergence) over a complete swarm sequence. Audio analysis of single-sex swarms showed synchronized elevation of male and female flight tones during swarming. Analysis of mixed-sex swarms revealed additional 50 Hz increases in male and female flight tones due to mating activity. Furthermore, harmonic differences between male and female swarm tones in mixed-sex swarms and in single-sex male swarms with artificial female swarm audio playback indicate that frequency differences of approximately 50 Hz or less at the male second and female third harmonics (M2:F3) are maintained both before and during mating interactions. This harmonization likely coordinates male scramble competition by maintaining ideal acoustic recognition within mating pairs while acoustically masking phonotactic responses of nearby swarming males to mating females. These findings advance our knowledge of mosquito swarm acoustics and provide vital information for reproductive control strategies.
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Designing Aedes (Diptera: Culicidae) Mosquito Traps: The Evolution of the Male Aedes Sound Trap by Iterative Evaluation. INSECTS 2021; 12:insects12050388. [PMID: 33925425 PMCID: PMC8146609 DOI: 10.3390/insects12050388] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/27/2021] [Revised: 04/22/2021] [Accepted: 04/23/2021] [Indexed: 11/17/2022]
Abstract
Effective surveillance of Aedes aegypti (Linnaeus, Diptera: Culicidae) is critical to monitoring the impact of vector control measures when mitigating disease transmission by this species. There are benefits to deploying male-specific traps, particularly when a high level of catch-specificity is desired. Here, the rationale behind the developmental process of an entirely new trap which uses a sound lure to capture male Ae. aegypti, the male Aedes sound trap (MAST), is presented as a target product profile with findings from developmental trials of key trap components and performance. Trial results suggest that the presence of a black base associated with the trap influenced male catches as did variations in size of this base, to a degree. Trap entrance shape didn't influence catch rates, but entrance size did. No significant differences in catch rates were found when sound lures were set to intermittent or continuous playbacks, at volumes between 63-74 dB or frequencies of 450 Hz compared to 500 Hz. Additionally, adult males aged 3 days post-eclosion, were less responsive to sound lures set to 500 Hz than those 4 or 6 days old. Lastly, almost no males were caught when the MAST directly faced continual winds of 1.5 ms-1, but males were captured at low rates during intermittent winds, or if the trap faced away from the wind. The developmental process to optimising this trap is applicable to the development of alternate mosquito traps beyond Aedes sound traps and provides useful information towards the improved surveillance of these disease vectors.
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Mankin R, Hagstrum D, Guo M, Eliopoulos P, Njoroge A. Automated Applications of Acoustics for Stored Product Insect Detection, Monitoring, and Management. INSECTS 2021; 12:insects12030259. [PMID: 33808747 PMCID: PMC8003406 DOI: 10.3390/insects12030259] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 03/04/2021] [Accepted: 03/05/2021] [Indexed: 11/18/2022]
Abstract
Simple Summary A variety of different acoustic devices has been commercialized for detection of hidden insect infestations in stored products, trees, and soil, including a recently introduced device demonstrated in this report to successfully detect rice weevil immatures and adults in grain. Several of the systems have incorporated digital signal processing and statistical analyses such as neural networks and machine learning to distinguish targeted pests from each other and from background noise, enabling automated monitoring of the abundance and distribution of pest insects in stored products, and potentially reducing the need for chemical control. Current and previously available devices are reviewed in the context of the extensive research in stored product insect acoustic detection since 2011. It is expected that further development of acoustic technology for detection and management of stored product insect pests will continue, facilitating automation and decreasing detection and management costs. Abstract Acoustic technology provides information difficult to obtain about stored insect behavior, physiology, abundance, and distribution. For example, acoustic detection of immature insects feeding hidden within grain is helpful for accurate monitoring because they can be more abundant than adults and be present in samples without adults. Modern engineering and acoustics have been incorporated into decision support systems for stored product insect management, but with somewhat limited use due to device costs and the skills needed to interpret the data collected. However, inexpensive modern tools may facilitate further incorporation of acoustic technology into the mainstream of pest management and precision agriculture. One such system was tested herein to describe Sitophilus oryzae (Coleoptera: Curculionidae) adult and larval movement and feeding in stored grain. Development of improved methods to identify sounds of targeted pest insects, distinguishing them from each other and from background noise, is an active area of current research. The most powerful of the new methods may be machine learning. The methods have different strengths and weaknesses depending on the types of background noise and the signal characteristic of target insect sounds. It is likely that they will facilitate automation of detection and decrease costs of managing stored product insects in the future.
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Affiliation(s)
- Richard Mankin
- United States Department of Agriculture, Agricultural Research Service Center for Medical, Agricultural and Veterinary Entomology (CMAVE), Gainesville, FL 32608, USA
- Correspondence: ; Tel.: +1-352-374-5774
| | - David Hagstrum
- Department of Entomology, Kansas State University, Manhattan, KS 66502, USA;
| | - Min Guo
- School of Computer Science, Shaanxi Normal University, Xi’an 710119, China;
| | | | - Anastasia Njoroge
- Tropical Research and Education Center, Institute of Food and Agricultural Sciences, University of Florida, Homestead, FL 33031, USA;
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Swan T, Russell TL, Burkot TR, Liu J, Ritchie SA, Staunton KM. The Effect of Sound Lure Frequency and Habitat Type on Male Aedes albopictus (Diptera: Culicidae) Capture Rates With the Male Aedes Sound Trap. JOURNAL OF MEDICAL ENTOMOLOGY 2021; 58:708-716. [PMID: 33179740 PMCID: PMC7954095 DOI: 10.1093/jme/tjaa242] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Indexed: 06/11/2023]
Abstract
The global distribution of Aedes albopictus (Skuse) is rapidly expanding which has contributed to the emergence and re-emergence of dengue and chikungunya outbreaks. Improvements in vector surveillance are necessary to facilitate optimized, evidence-based vector control operations. Current trapping technology used to target Ae. albopictus and other Aedes species for vector surveillance are limited in both scale and scope, thus novel tools are required. Here, we evaluated the Male Aedes Sound Trap (MAST) for its capacity to sample male Ae. albopictus. Aims of this study were twofold: 1) to determine the most effective frequency for capturing male Ae. albopictus and 2) to investigate fine-scale variations in male Ae. albopictus abundance. MASTs which produced sound lure frequencies between 500 and 650 Hz captured significantly more male Ae. albopictus than those with sound lure frequencies set to 450 Hz. Further, the higher sound lure frequency of 700 Hz significantly reduced catches relative to 650 Hz. MASTs placed in woodland habitats captured significantly more male Ae. albopictus than MASTs placed near houses. These results provide baseline information for optimizing sound lure frequencies and placement of the MAST to sample male Ae. albopictus in remote areas.
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Affiliation(s)
- Tom Swan
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Cairns, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Cairns, Australia
| | - Tanya L Russell
- Australian Institute of Tropical Health and Medicine, James Cook University, Cairns, Australia
| | - Thomas R Burkot
- Australian Institute of Tropical Health and Medicine, James Cook University, Cairns, Australia
| | - Jianyi Liu
- Verily Life Sciences, 259 East Grand Avenue, South San Francisco, CA
| | - Scott A Ritchie
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Cairns, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Cairns, Australia
| | - Kyran M Staunton
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Cairns, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Cairns, Australia
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8
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Staunton KM, Leiva D, Cruz A, Goi J, Arisqueta C, Liu J, Desnoyer M, Howell P, Espinosa F, Mendoza AC, Karl S, Crawford JE, Xiang W, Manrique-Saide P, Achee NL, Grieco JP, Ritchie SA, Burkot TR, Snoad N. Outcomes from international field trials with Male Aedes Sound Traps: Frequency-dependent effectiveness in capturing target species in relation to bycatch abundance. PLoS Negl Trop Dis 2021; 15:e0009061. [PMID: 33630829 PMCID: PMC7906331 DOI: 10.1371/journal.pntd.0009061] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Accepted: 12/09/2020] [Indexed: 02/07/2023] Open
Abstract
Aedes aegypti and Aedes albopictus vector dengue, chikungunya and Zika viruses. With both species expanding their global distributions at alarming rates, developing effective surveillance equipment is a continuing priority for public health researchers. Sound traps have been shown, in limited testing, to be highly species-specific when emitting a frequency corresponding to a female mosquito wingbeat. Determining male mosquito capture rates in sound traps based on lure frequencies in endemic settings is the next step for informed deployment of these surveillance tools. We field-evaluated Male Aedes Sound Traps (MASTs) set to either 450 Hz, 500 Hz, 550 Hz or 600 Hz for sampling Aedes aegypti and/or Aedes albopictus and compared catch rates to BG-Sentinel traps within Pacific (Madang, Papua New Guinea) and Latin American (Molas, Mexico and Orange Walk Town, Belize) locations. MASTs set to 450-550 Hz consistently caught male Ae. aegypti at rates comparable to BG-Sentinel traps in all locations. A peak in male Ae. albopictus captures in MASTs set at 550 Hz was observed, with the lowest mean abundance recorded in MASTs set to 450 Hz. While significantly higher abundances of male Culex were sampled in MASTs emitting lower relative frequencies in Molas, overall male Culex were captured in significantly lower abundances in the MASTs, relative to BG-Sentinel traps within all locations. Finally, significant differences in rates at which male Aedes and Culex were positively detected in trap-types per weekly collections were broadly consistent with trends in abundance data per trap-type. MASTs at 550 Hz effectively captured both male Ae. aegypti and Ae. albopictus while greatly reducing bycatch, especially male Culex, in locations where dengue transmission has occurred. This high species-specificity of the MAST not only reduces staff-time required to sort samples, but can also be exploited to develop an accurate smart-trap system-both outcomes potentially reducing public health program expenses.
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Affiliation(s)
- Kyran M. Staunton
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Smithfield, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, Australia
| | - Donovan Leiva
- Belize Vector and Ecology Center (BVEC), Orange Walk Town, Belize, Central America
| | - Alvaro Cruz
- Belize Vector and Ecology Center (BVEC), Orange Walk Town, Belize, Central America
| | - Joelyn Goi
- Vector-Borne Diseases Unit, PNG Institute of Medical Research, Madang, Papua New Guinea
| | - Carlos Arisqueta
- Collaborative Unit for Entomological Bioassays (UCBE) and the Laboratory of Biological Control for Ae. aegypti, Universidad Autónoma de Yucatán, Merida, México
| | - Jianyi Liu
- Verily Life Sciences, San Francisco, California, United States of America
| | - Mark Desnoyer
- Verily Life Sciences, San Francisco, California, United States of America
| | - Paul Howell
- Verily Life Sciences, San Francisco, California, United States of America
| | - Francia Espinosa
- Collaborative Unit for Entomological Bioassays (UCBE) and the Laboratory of Biological Control for Ae. aegypti, Universidad Autónoma de Yucatán, Merida, México
| | - Azael Che Mendoza
- Collaborative Unit for Entomological Bioassays (UCBE) and the Laboratory of Biological Control for Ae. aegypti, Universidad Autónoma de Yucatán, Merida, México
| | - Stephan Karl
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, Australia
- Vector-Borne Diseases Unit, PNG Institute of Medical Research, Madang, Papua New Guinea
| | - Jacob E. Crawford
- Verily Life Sciences, San Francisco, California, United States of America
| | - Wei Xiang
- School of Engineering and Mathematical Sciences, La Trobe University, Melbourne, Australia
| | - Pablo Manrique-Saide
- Collaborative Unit for Entomological Bioassays (UCBE) and the Laboratory of Biological Control for Ae. aegypti, Universidad Autónoma de Yucatán, Merida, México
| | - Nicole L. Achee
- Department of Biological Sciences, Eck Institute for Global Health, University of Notre Dame, Notre Dame, Indiana, United States of America
| | - John P. Grieco
- Department of Biological Sciences, Eck Institute for Global Health, University of Notre Dame, Notre Dame, Indiana, United States of America
| | - Scott A. Ritchie
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Smithfield, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, Australia
| | - Thomas R. Burkot
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, Australia
| | - Nigel Snoad
- Verily Life Sciences, San Francisco, California, United States of America
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9
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Staunton KM, Crawford JE, Liu J, Townsend M, Han Y, Desnoyer M, Howell P, Xiang W, Burkot TR, Snoad N, Ritchie SA. A Low-Powered and Highly Selective Trap for Male Aedes (Diptera: Culicidae) Surveillance: The Male Aedes Sound Trap. JOURNAL OF MEDICAL ENTOMOLOGY 2021; 58:408-415. [PMID: 32740655 PMCID: PMC7801748 DOI: 10.1093/jme/tjaa151] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Indexed: 05/05/2023]
Abstract
As Aedes aegypti (Linnaeus, Diptera: Culicidae) expands its global distribution and vectors a range of debilitating arboviruses there is an increased need for enhanced mosquito surveillance. Consequently, we developed a Male Aedes Sound Trap (MAST) that requires minimal power and is highly species-specific. Two different versions of the MAST were developed, one that uses synthetic pyrethroid to kill captured mosquitoes (MAST Spray) and another which has an internal divider to create a killing chamber in which a sticky panel can be placed to capture mosquitoes (MAST Sticky). We compared weekly capture rates of male Ae. aegypti and bycatch from the two MAST versions to those from BG-Sentinel (BGS) traps and Sound-producing BG-Gravid Aedes Traps (SGATs) throughout Cairns, northern Australia. Weekly mean male Ae. aegypti catches did not significantly differ between trap types. However, the rate of positive weekly detections of male Ae. aegypti was lower for the MAST Sticky than the other three trap types. The MASTs sampled significantly fewer mosquitoes other than male Ae. aegypti, than either the BGS trap or the SGAT. Also, the MASTs and SGATs all caught significantly less non-Culicidae bycatch than the BGS traps. Consequently, we have developed a versatile male Ae. aegypti trap which is potentially of great benefit to Ae. aegypti surveillance programs.
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Affiliation(s)
- Kyran M Staunton
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Smithfield, QLD, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, QLD, Australia
- Corresponding author, e-mail:
| | | | - Jianyi Liu
- Verily Life Sciences, South San Francisco, CA
| | - Michael Townsend
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Smithfield, QLD, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, QLD, Australia
| | - Yu Han
- College of Science & Engineering, James Cook University, Smithfield, QLD, Australia
| | | | - Paul Howell
- Verily Life Sciences, South San Francisco, CA
| | - Wei Xiang
- College of Science & Engineering, James Cook University, Smithfield, QLD, Australia
| | - Thomas R Burkot
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, QLD, Australia
| | - Nigel Snoad
- Verily Life Sciences, South San Francisco, CA
| | - Scott A Ritchie
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Smithfield, QLD, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, QLD, Australia
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10
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Fernandes MS, Cordeiro W, Recamonde-Mendoza M. Detecting Aedes aegypti mosquitoes through audio classification with convolutional neural networks. Comput Biol Med 2020; 129:104152. [PMID: 33333363 DOI: 10.1016/j.compbiomed.2020.104152] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Revised: 11/23/2020] [Accepted: 11/23/2020] [Indexed: 12/12/2022]
Abstract
The incidence of mosquito-borne diseases is significant in under-developed regions, mostly due to the lack of resources to implement aggressive control measurements against mosquito proliferation. A potential strategy to raise community awareness regarding mosquito proliferation is building a live map of mosquito incidences using smartphone apps and crowdsourcing. In this paper, we explore the possibility of identifying Aedes aegypti mosquitoes using machine learning techniques and audio analysis captured from commercially available smartphones. In summary, we downsampled Aedes aegypti wingbeat recordings and used them to train a convolutional neural network (CNN) through supervised learning. As a feature, we used the recording spectrogram to represent the mosquito wingbeat frequency over time visually. We trained and compared three classifiers: a binary, a multiclass, and an ensemble of binary classifiers. In our evaluation, the binary and ensemble models achieved accuracy of 97.65% (±0.55) and 94.56% (±0.77), respectively, whereas the multiclass had an accuracy of 78.12% (±2.09). The best sensitivity was observed in the ensemble approach (96.82% ± 1.62), followed by the multiclass for the particular case of Aedes aegypti (90.23% ± 3.83) and the binary (88.49% ± 6.68). The binary classifier and the multiclass classifier presented the best balance between precision and recall, with F1-measure close to 90%. Although the ensemble classifier achieved the lowest precision, thus impairing its F1-measure (79.95% ± 2.13), it was the most powerful classifier to detect Aedes aegypti in our dataset.
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Affiliation(s)
| | - Weverton Cordeiro
- Institute of Informatics (INF), Universidade Federal Do Rio Grande Do Sul (UFRGS), Porto Alegre, Brazil.
| | - Mariana Recamonde-Mendoza
- Institute of Informatics (INF), Universidade Federal Do Rio Grande Do Sul (UFRGS), Porto Alegre, Brazil; Bioinformatics Core, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Brazil.
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11
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Madhav M, Baker D, Morgan JAT, Asgari S, James P. Wolbachia: A tool for livestock ectoparasite control. Vet Parasitol 2020; 288:109297. [PMID: 33248417 DOI: 10.1016/j.vetpar.2020.109297] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Revised: 10/24/2020] [Accepted: 10/26/2020] [Indexed: 12/14/2022]
Abstract
Ectoparasites and livestock-associated insects are a major concern throughout the world because of their economic and welfare impacts. Effective control is challenging and relies mainly on the use of chemical insecticides and acaricides. Wolbachia, an arthropod and nematode-infecting, maternally-transmitted endosymbiont is currently of widespread interest for use in novel strategies for the control of a range of arthropod-vectored human diseases and plant pests but to date has received only limited consideration for use in the control of diseases of veterinary concern. Here, we review the currently available information on Wolbachia in veterinary ectoparasites and disease vectors, consider the feasibility for use of Wolbachia in the control of livestock pests and diseases and highlight critical issues which need further investigation.
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Affiliation(s)
- Mukund Madhav
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), The University of Queensland, Brisbane, QLD 4072, Australia
| | - Dalton Baker
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), The University of Queensland, Brisbane, QLD 4072, Australia
| | - Jess A T Morgan
- Department of Agriculture and Fisheries, Brisbane, Australia
| | - Sassan Asgari
- Australian Infectious Disease Research Centre, School of Biological Sciences, The University of Queensland, Brisbane, QLD 4072, Australia
| | - Peter James
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), The University of Queensland, Brisbane, QLD 4072, Australia.
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12
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Amos BA, Ritchie SA, Cardé RT. Attraction Versus Capture II: Efficiency of the BG-Sentinel Trap Under Semifield Conditions and Characterizing Response Behaviors of Male Aedes aegypti (Diptera: Culicidae). JOURNAL OF MEDICAL ENTOMOLOGY 2020; 57:1539-1549. [PMID: 32363393 DOI: 10.1093/jme/tjaa065] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2019] [Indexed: 06/11/2023]
Abstract
Aedes aegypti (L.) is an important vector of viruses causing dengue, Zika, chikungunya, and yellow fever and as such presents a serious threat to public health in tropical regions. Control programs involving 'rear and release' of modified male Ae. aegypti are underway and require effective trapping methods for surveillance of both the released insects and the impacted wild mosquito population. The BG-Sentinel trap (BGS) is widely used in Ae. aegypti surveillance but its level of efficiency, that is, what proportion of the mosquitoes encountering the trap are captured, is unknown. This is especially true for male mosquitoes, the behavior of which is incompletely understood. We tested the efficiency of two versions of the BGS for capturing male Ae. aegypti under semifield conditions with and without CO2 and a human skin odor mimic lure and with these baits combined. A navy-blue BGS trap emitting CO2 and a human skin odor mimic captured 18% of the released male Ae. aegypti, with a capture efficiency of 9 % (of the total encounters with the trap). Male Ae. aegypti had multiple encounters with the BGS that did not result in capture; they crossed over the trap entrance without being captured or landed on the sides of the trap. Swarming behavior around the BGS was also recorded, even when only a visual cue was present. Understanding male Ae. aegypti behaviors during an encounter with the BGS can inform improvement of trap design and therefore capture efficiency for surveillance in control programs.
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Affiliation(s)
- Brogan A Amos
- Department of Entomology, University of California, Riverside, CA
| | - Scott A Ritchie
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Smithfield, QLD, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, QLD, Australia
| | - Ring T Cardé
- Department of Entomology, University of California, Riverside, CA
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13
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Andrés M, Su MP, Albert J, Cator LJ. Buzzkill: targeting the mosquito auditory system. CURRENT OPINION IN INSECT SCIENCE 2020; 40:11-17. [PMID: 32505906 DOI: 10.1016/j.cois.2020.04.003] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Revised: 04/22/2020] [Accepted: 04/24/2020] [Indexed: 06/11/2023]
Abstract
Sound plays an important role in mosquito sensory ecology. Acoustic perception and acoustically driven behaviours therefore represent potentially effective control targets. Previous scientific efforts around acoustic-based control and surveillance have not been systematic and ambiguity around the exact role of acoustic communication in conspecific interactions remains. Here, we briefly review recent advances in mosquito auditory physiology and behavioural ecology as well as ongoing activities to incorporate sound into control and surveillance tools. We highlight areas where increased collaboration between physiologists, molecular biologists, behavioural ecologists and control experts is needed to capitalize on this progress and realize the potential of sound-based technologies and strategies.
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Affiliation(s)
- Marta Andrés
- Ear Institute, University College London, London, WC1X 8EE, United Kingdom; The Francis Crick Institute, London, NW1 1AT, United Kingdom
| | - Matthew P Su
- Ear Institute, University College London, London, WC1X 8EE, United Kingdom; Division of Biological Science, Nagoya University, Nagoya, 464-8601, Japan
| | - Joerg Albert
- Ear Institute, University College London, London, WC1X 8EE, United Kingdom; The Francis Crick Institute, London, NW1 1AT, United Kingdom.
| | - Lauren J Cator
- Grand Challenges in Ecosystems and Environment, Department of Life Sciences, Imperial College London, Ascot, SL5 7PY, United Kingdom.
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14
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Staunton KM, Rohde BB, Townsend M, Liu J, Desnoyer M, Howell P, Amos B, Crawford J, Snoad N, Ritchie SA. Investigating Male Aedes aegypti (Diptera: Culicidae) Attraction to Different Oviposition Containers Using Various Configurations of the Sound Gravid Aedes Trap. JOURNAL OF MEDICAL ENTOMOLOGY 2020; 57:957-961. [PMID: 31799614 DOI: 10.1093/jme/tjz229] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2019] [Indexed: 06/10/2023]
Abstract
Aedes aegypti (Linnaeus), the primary vectors of the arboviruses dengue virus and Zika virus, continue to expand their global distributions. In efforts to better control such species, several mosquito control programs are investigating the efficacy of rearing and releasing millions of altered male Aedes throughout landscapes to reduce populations and disease transmission risk. Unfortunately, little is known about Ae. aegypti, especially male, dispersal behaviors within urban habitats. We deployed Sound-producing Gravid Aedes Traps (SGATs) in Cairns, northern Australia, to investigate male Ae. aegypti attraction to various oviposition container configurations. The traps were arranged to include: 1) water only, 2) organically infused water, 3) infused water and L3 larvae, 4) infused water and a human-scented lure, and lastly 5) no water or olfactory attractant (dry). Our data suggest that males were more attracted to SGATs representing active larval sites than potential larval sites, but were equally attracted to dry SGATs relative to those containing water and/or infusion. Additionally, we found that female Ae. aegypti were equally attracted to wet SGATs, with or without infusion, but not dry ones. These results suggest that male Ae. aegypti within northern Australia are more attracted to active larval sites and equally attracted to dry containers as wet or infused ones. Additionally, female Ae. aegypti are unlikely to enter dry containers. Such findings contribute to our understanding of potentially attractive features for local and released Ae. aegypti throughout the northern Australian urban landscape.
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Affiliation(s)
- Kyran M Staunton
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Smithfield, QLD, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, QLD, Australia
| | - Barukh B Rohde
- Department of Electrical & Computer Engineering, University of Florida, Gainesville, FL
| | - Michael Townsend
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Smithfield, QLD, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, QLD, Australia
| | - Jianyi Liu
- Verily Life Sciences, South San Francisco, CA
| | | | - Paul Howell
- Verily Life Sciences, South San Francisco, CA
| | - Brogan Amos
- Department of Entomology, University of California, Riverside, CA
| | | | - Nigel Snoad
- Verily Life Sciences, South San Francisco, CA
| | - Scott A Ritchie
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Smithfield, QLD, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, QLD, Australia
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15
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Visser TM, de Cock MP, Hiwat H, Wongsokarijo M, Verhulst NO, Koenraadt CJM. Optimisation and field validation of odour-baited traps for surveillance of Aedes aegypti adults in Paramaribo, Suriname. Parasit Vectors 2020; 13:121. [PMID: 32143711 PMCID: PMC7059684 DOI: 10.1186/s13071-020-4001-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2019] [Accepted: 02/26/2020] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Emerging arboviral diseases like Zika, dengue and chikungunya that are transmitted by Aedes aegypti mosquitoes, are increasingly threatening human health. Blends of human-like synthetic chemical attractants can be used to attract host-seeking mosquitoes. The aim of this study was to test new combinations of traps and odour baits in the laboratory, followed by testing the best candidates in the field to improve Ae. aegypti monitoring and surveillance. METHODS First, the BG-Suna trap was evaluated for capturing laboratory-reared Ae. aegypti by testing normal and inverted positions in screen cage tests. Secondly, the attractiveness of the MB5 blend, CO2, and their combination was tested. Thirdly, we tested the attractiveness of different trap types (BG-Suna, BG-Sentinel, MM-X and CDC light trap). Finally, we confirmed laboratory results in the field in Paramaribo, Suriname, using the MB5 and BG-Lure odour blends, CO2 and the BG-Sentinel and BG-Bowl trap using a Latin Square design. RESULTS The MB5 blend in combination with CO2 outperformed traps baited only with CO2 or MB5 in screen cage tests (P < 0.0001). The BG-Sentinel trap performed equally well as the inverted BG-Suna and was taken to the field (P = 0.729). In the field, we captured Ae. aegypti, Cx. quinquefasciatus and Cx. nigripalpus. We confirmed the laboratory results and found that the combination of the MB5 blend and CO2 almost doubled Ae. aegypti female captures (P = 0.004) and more than doubled Culex spp. female captures (P = 0.005) compared to using only CO2. Interestingly, the MB5 blend outperformed the commercially available BG-Lure, in the BG-Sentinel (P < 0.001). The BG-Bowl also attracted Ae. aegypti when baited with the MB5 blend in similar numbers as the BG-Sentinel baited with the MB5 (P = 0.362). CONCLUSIONS Our study demonstrated that the BG-Sentinel trap baited with the MB5 blend and CO2 outperforms the current golden standard (BG-Sentinel trap with BG-Lure) for monitoring Ae. aegypti females and males, in both laboratory and field experiments. The BG-Bowl baited with the MB5 blend is a good candidate for home use. Finally, the results show that CO2 is an indispensable component of the attractive blend.
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Affiliation(s)
- Tessa M Visser
- Laboratory of Entomology, Department of Plant Sciences, Wageningen University and Research, Wageningen, The Netherlands.
| | - Marieke P de Cock
- Laboratory of Entomology, Department of Plant Sciences, Wageningen University and Research, Wageningen, The Netherlands
| | - Hélène Hiwat
- Malaria Programme, Ministry of Health, Paramaribo, Suriname
| | | | - Niels O Verhulst
- National Centre for Vector Entomology, Institute of Parasitology, Vetsuisse Faculty, University of Zürich, Zurich, Switzerland
| | - Constantianus J M Koenraadt
- Laboratory of Entomology, Department of Plant Sciences, Wageningen University and Research, Wageningen, The Netherlands
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16
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Ross PA, Axford JK, Yang Q, Staunton KM, Ritchie SA, Richardson KM, Hoffmann AA. Heatwaves cause fluctuations in wMel Wolbachia densities and frequencies in Aedes aegypti. PLoS Negl Trop Dis 2020; 14:e0007958. [PMID: 31971938 PMCID: PMC6977724 DOI: 10.1371/journal.pntd.0007958] [Citation(s) in RCA: 51] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Accepted: 11/27/2019] [Indexed: 11/21/2022] Open
Abstract
Aedes aegypti mosquitoes infected with the wMel strain of Wolbachia are being released into natural mosquito populations in the tropics as a way of reducing dengue transmission. High temperatures adversely affect wMel, reducing Wolbachia density and cytoplasmic incompatibility in some larval habitats that experience large temperature fluctuations. We monitored the impact of a 43.6°C heatwave on the wMel infection in a natural population in Cairns, Australia, where wMel was first released in 2011 and has persisted at a high frequency. Wolbachia infection frequencies in the month following the heatwave were reduced to 83% in larvae sampled directly from field habitats and 88% in eggs collected from ovitraps, but recovered to be near 100% four months later. Effects of the heatwave on wMel appeared to be stage-specific and delayed, with reduced frequencies and densities in field-collected larvae and adults reared from ovitraps but higher frequencies in field-collected adults. Laboratory experiments showed that the effects of heatwaves on cytoplasmic incompatibility and density are life stage-specific, with first instar larvae being the most vulnerable to temperature effects. Our results indicate that heatwaves in wMel-infected populations will have only temporary effects on Wolbachia frequencies and density once the infection has established in the population. Our results are relevant to ongoing releases of wMel-infected Ae. aegypti in several tropical countries. Mosquitoes infected with Wolbachia bacteria are being released in the tropics to replace natural mosquito populations and suppress dengue transmission. Aedes aegypti mosquitoes with the wMel strain of Wolbachia were first released in Cairns, Australia in 2011 and releases were then expanded to the entire city and surrounding suburbs. Today, wMel is at a high frequency within the Ae. aegypti population and local dengue transmission in Cairns has declined to nearly zero. Wolbachia infections are vulnerable to high temperatures and the ability of wMel to persist in populations and block dengue may be constrained by climate. Cairns experienced a record heatwave of 43.6°C in November 2018 and we wanted to see whether this affected the wMel-infected Ae. aegypti population. Our results show that the frequency and density of wMel declined after the heatwave, with effects depending on the mosquito life stage tested. When we monitored the population again in April 2019, wMel had returned to a high frequency. We suggest that heatwaves of the magnitude experienced in Cairns will not have long-term impacts on the wMel infection but may affect invasion during releases or interfere with dengue blockage. Heatwaves may affect interventions with wMel-infected Ae. aegypti that are being deployed in several countries. Effects may depend on the proportion of larval habitats that are protected from extreme temperature fluctuations.
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Affiliation(s)
- Perran A. Ross
- Pest and Environmental Adaptation Research Group, Bio21 Institute and the School of BioSciences, The University of Melbourne, Parkville, Victoria, Australia
- * E-mail:
| | - Jason K. Axford
- Pest and Environmental Adaptation Research Group, Bio21 Institute and the School of BioSciences, The University of Melbourne, Parkville, Victoria, Australia
| | - Qiong Yang
- Pest and Environmental Adaptation Research Group, Bio21 Institute and the School of BioSciences, The University of Melbourne, Parkville, Victoria, Australia
| | - Kyran M. Staunton
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Smithfield, Queensland, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, Queensland, Australia
| | - Scott A. Ritchie
- College of Public Health, Medical and Veterinary Sciences, James Cook University, Smithfield, Queensland, Australia
- Australian Institute of Tropical Health and Medicine, James Cook University, Smithfield, Queensland, Australia
| | - Kelly M. Richardson
- Pest and Environmental Adaptation Research Group, Bio21 Institute and the School of BioSciences, The University of Melbourne, Parkville, Victoria, Australia
| | - Ary A. Hoffmann
- Pest and Environmental Adaptation Research Group, Bio21 Institute and the School of BioSciences, The University of Melbourne, Parkville, Victoria, Australia
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