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Assessing the acoustic behaviour of Anopheles gambiae s.l. dsxF mutants: Implications for Vector Control

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Abstract

Background The release of genetically modified mosquitoes which use gene-drive mechanisms to suppress reproduction in natural populations of Anopheles mosquitoes is one of the scientifically most promising methods for malaria transmission control. However, many scientific, regulatory and ethical questions remain before transgenic mosquitoes can be utilised in the field. Mutations which reduce an individual’s reproductive success are likely to create strong selective pressures to evolve resistance. It is thus crucial that the targeted population collapses as rapidly and as completely as possible to reduce the available time for the emergence of drive-resistant mutations. At a behavioural level, this means that the gene-drive carrying mutants should be at least as (and ideally more) sexually attractive than the wildtype population they compete against. A key element in the copulatory negotiations of Anopheles mosquitoes is their acoustic courtship. We therefore analysed sound emissions and acoustic preference in a doublesex mutant previously used to successfully collapse caged colonies of Anopheles gambiae s . l .. Methods The flight tones produced by the beating of their wings form the signals for acoustic mating communication in Anopheles species. We assessed the acoustic impact of the disruption of a female-specific isoform of the doublesex gene ( dsxF ) on the wing beat frequency (WBF; measured as flight tone ) of both males (XY) and females (XX) in homozygous dsxF - mutants ( dsxF -/- ), heterozygous dsxF - carriers ( dsxF +/- ) and G3 ‘wildtype’ dsxF + controls ( dsxF +/+ ). To exclude non-genetic influences, we controlled for temperature and measured wing lengths for all experimental animals. We used a phonotaxis assay to test the acoustic preferences of mutant and control mosquitoes. Results A previous study demonstrated an altered phenotype only for females homozygous for the disrupted dsx allele ( dsxF -/- ), who appear intersex. No phenotypic changes were observed for heterozygous carriers or males, suggesting that the female-specific dsxF allele is haplosufficient. We here identify significant, dose-dependent increases in the flight tones of both dsxF -/- and dsxF +/- females when compared to dsxF +/+ control females. Flight tone frequencies in all three female genotypes remained significantly lower than in males, however. When tested experimentally, males showed stronger phonotactic responses to the flight tones of control dsxF +/+ females. While flight tones from dsxF +/- and dsxF -/- females also elicited positive phonotactic behaviour in males, this was significantly reduced compared to responses to control tones. We found no evidence of phonotactic behaviour in any female genotype tested. None of the male genotypes displayed any deviations from the control condition. Conclusions A key prerequisite for copulation in anopheline mosquitoes is the phonotactic attraction of males towards female flight tones within large - spatially and acoustically crowded - mating swarms. Reductions in acoustic attractiveness of released mutant lines, as reported here for heterozygous dsxF +/- females, reduce the line’s mating efficiency, and could consequently reduce the efficacy of the associated population control effort. Assessments of caged populations may not successfully reproduce the challenges posed by natural mating scenarios. We propose to amend existing testing protocols in order to more faithfully reflect the competitive conditions between a mutant line and the wildtype population it is meant to interact with. This should also include novel tests of ‘acoustic fitness’. In line with previous studies, our findings confirm that disruption of the female-specific isoform dsxF has no effect on males; for some phenotypic traits, such as female flight tones, however, the effects of dsxF appear to be dose-dependent rather than haplosufficient.
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Assessing the acoustic behaviour of Anopheles gambiae s.l. dsxF mutants:
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Implications for Vector Control
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Authors: Matthew P Su1,2,3, Marcos Georgiades1,2, Judit Bagi1,2, Kyros Kyrou4, Andrea
3
Crisanti4, Joerg T Albert1,2,*
4
Affiliations
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These authors contributed equally
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1 Ear Institute, University College London, 332 Grays Inn Road, London, WC1X 8EE, UK
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2 The Francis Crick Institute, 1 Midland Road, London, NW1 1AT, UK
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3 Division of Biological Science, Nagoya University, Nagoya, 464-8602, Japan
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4 Department of Life Sciences, Imperial College London, UK.
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* Correspondence: joerg.albert@ucl.ac.uk
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E-mails:
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MS: su.matthew.paul@h.mbox.nagoya-u.ac.jp
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MG: marcos.georgiades.18@ucl.ac.uk
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JB: j.bagi@ucl.ac.uk
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KK: kyros.kyrou14@imperial.ac.uk
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AC: a.drcrisanti@imperial.ac.uk
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JTA: joerg.albert@ucl.ac.uk
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2
Abstract
21
Background
22
The release of genetically modified mosquitoes which use gene-drive mechanisms to suppress
23
reproduction in natural populations of Anopheles mosquitoes is one of the scientifically most
24
promising methods for malaria transmission control. However, many scientific, regulatory and
25
ethical questions remain before transgenic mosquitoes can be utilised in the field. Mutations
26
which reduce an individual’s reproductive success are likely to create strong selective pressures
27
to evolve resistance. It is thus crucial that the targeted population collapses as rapidly and as
28
completely as possible to reduce the available time for the emergence of drive-resistant
29
mutations. At a behavioural level, this means that the gene-drive carrying mutants should be at
30
least as (and ideally more) sexually attractive than the wildtype population they compete
31
against. A key element in the copulatory negotiations of Anopheles mosquitoes is their acoustic
32
courtship. We therefore analysed sound emissions and acoustic preference in a doublesex
33
mutant previously used to successfully collapse caged colonies of Anopheles gambiae s.l..
34
Methods
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The flight tones produced by the beating of their wings form the signals for acoustic mating
36
communication in Anopheles species. We assessed the acoustic impact of the disruption of a
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female-specific isoform of the doublesex gene (dsxF) on the wing beat frequency (WBF;
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measured as flight tone) of both males (XY) and females (XX) in homozygous dsxF- mutants
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(dsxF-/-), heterozygous dsxF- carriers (dsxF+/-) and G3 ‘wildtype’ dsxF+ controls (dsxF+/+). To
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exclude non-genetic influences, we controlled for temperature and measured wing lengths for
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all experimental animals. We used a phonotaxis assay to test the acoustic preferences of mutant
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and control mosquitoes.
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Results
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.CC-BY-NC 4.0 International licensepreprint (which was not certified by peer review) is the author/funder. It is made available under a The copyright holder for thisthis version posted September 6, 2020. . https://doi.org/10.1101/2020.09.06.284679doi: bioRxiv preprint
3
A previous study demonstrated an altered phenotype only for females homozygous for the
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disrupted dsx allele (dsxF-/-), who appear intersex. No phenotypic changes were observed for
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heterozygous carriers or males, suggesting that the female-specific dsxF allele is
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haplosufficient. We here identify significant, dose-dependent increases in the flight tones of
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both dsxF-/- and dsxF+/- females when compared to dsxF+/+ control females. Flight tone
49
frequencies in all three female genotypes remained significantly lower than in males, however.
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When tested experimentally, males showed stronger phonotactic responses to the flight tones
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of control dsxF+/+ females. While flight tones from dsxF+/- and dsxF-/- females also elicited
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positive phonotactic behaviour in males, this was significantly reduced compared to responses
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to control tones. We found no evidence of phonotactic behaviour in any female genotype tested.
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None of the male genotypes displayed any deviations from the control condition.
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Conclusions
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A key prerequisite for copulation in anopheline mosquitoes is the phonotactic attraction of
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males towards female flight tones within large - spatially and acoustically crowded - mating
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swarms. Reductions in acoustic attractiveness of released mutant lines, as reported here for
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heterozygous dsxF+/- females, reduce the line’s mating efficiency, and could consequently
60
reduce the efficacy of the associated population control effort. Assessments of caged
61
populations may not successfully reproduce the challenges posed by natural mating scenarios.
62
We propose to amend existing testing protocols in order to more faithfully reflect the
63
competitive conditions between a mutant line and the wildtype population it is meant to interact
64
with. This should also include novel tests of acoustic fitness. In line with previous studies,
65
our findings confirm that disruption of the female-specific isoform dsxF has no effect on males;
66
for some phenotypic traits, such as female flight tones, however, the effects of dsxF appear to
67
be dose-dependent rather than haplosufficient.
68
.CC-BY-NC 4.0 International licensepreprint (which was not certified by peer review) is the author/funder. It is made available under a The copyright holder for thisthis version posted September 6, 2020. . https://doi.org/10.1101/2020.09.06.284679doi: bioRxiv preprint
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Keywords
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Anopheles gambiae s.l., Anopheles coluzzii, doublesex, Gene drive, Wing beat frequency,
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Flight tone, Mosquito, Acoustic communication, Hearing, Phonotaxis, Vector control
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Background
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Mosquitoes represent a major global health problem, with Aedes, Anopheles and Culex species
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acting as vectors of diseases that infect millions of people each year [1]. Malaria remains a
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major cause of mortality and morbidity worldwide in spite of significant advances made in
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disease control since the turn of the century [2, 3]. This is in part due to the reduced efficacy
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of current control tools such as insecticidal nets and indoor residual spraying, as well as the
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emergence of secondary disease vectors [4, 5, 6]. Novel control techniques are therefore
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necessary to continue the push towards disease elimination [7].
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One potential option is the utilisation of gene drive systems, which target
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haplosufficient female fertility genes, leading to a reduction in female fertility and, eventually,
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population collapse [8, 9]. The recent generation of Anopheles gambiae CRISPR/Cas9 mutants
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in which a female specific exon of the doublesex (dsxF) gene was disrupted is here of interest.
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Lab cage trials have demonstrated that the introduction of dsxF mutants into cages of wildtype
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mosquitoes was sufficient to lead to eventual population collapse [10].
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However, there are many scientific, ethical and regulatory hurdles to overcome before
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such transgenic mosquitoes can be released in even semi-field trials [11]. It is vital that any
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transgenic mosquitoes are subjected to rigorous testing prior to use in the field; gene transfer
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into natural populations following release of transgenic Aedes aegypti has highlighted the
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potential risks of release of transgenic insects [12]. On a scientific level, one important task
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will be to maintain the gene drive’s effectiveness outside of the laboratory and under more ‘real
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world’ scenarios.
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A major element of this testing is the investigation of interactions with natural, non-
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mutant populations, particularly with regards to courtship behaviour. If mutant mosquitoes are
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unable, or only less likely, to copulate with native populations then they become the less
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attractive option, which will slow down or outright frustrate the population control effort [13].
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In addition to potential direct and indirect fitness costs associated with mutations, laboratory
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habituation and mass rearing can also affect mating performance [14, 15]. In this context it is
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noteworthy that the dsxF mutants we tested were also generated from a lab-established strain
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(G3) rather than any wildtype population [10]. Extensive testing of mutant mating fitness prior
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to translation from laboratory mating assays is thus a key requirement for assessing a specific
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line’s suitability for use as part of a release program.
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The sense of hearing is a vital component of mosquito reproduction, with males
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identifying females within swarms via phonotactic responses to female flight tones and
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acoustic communication is also thought to play a role in female mate selection [16, 17, 18, 19].
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The phonotactic response is highly specific, however, with males responding only to a narrow
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range of frequencies [20]. Both male and female mosquitoes have extraordinarily sensitive and
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complex ears, but there are also significant sexual dimorphisms in auditory function and
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hearing-related behaviours [21, 22, 23].
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Chromosomally female (XX) dsxF-/- mutants display an intersex phenotype, which also
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includes an intersex morphology of their flagellar sound receivers [10]; If, and if so to what
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extent, other parts of the auditory or acoustic system are affected by the allelic disruption is
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unclear. Physiological changes that could impact the mutants’ ability to interbreed with existing
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mosquitoes, are e.g. changes in male or female flight tones or their corresponding acoustic
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preferences. It is currently unclear if any of the dsxF mutant genotypes affects these parameters.
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If so, this could have substantial effects on the ability of mutants to interbreed with existing
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mosquitoes.
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In order to address this topic, we tested the flight tones and phonotactic responses of
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dsxF XX and XY mutants and controls. We found that whilst male (XY) mutant (dsxF-/-,
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dsxF+/-) flight tones were not significantly different to male controls (dsxF+/+), female (XX)
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mutant (dsxF-/-, dsxF+/-) flight tones had significantly higher frequencies than those of their
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respective controls (dsxF+/+), with both showing an increase towards the male flight tone in a
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seemingly dose-response fashion.
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No female showed evidence of phonotaxis to any of the acoustic stimuli we provided,
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whilst all males showed a strong phonotactic response to tones of 400Hz (but much reduced or
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absent responses to tones of 100Hz or 700Hz). However, a more focused phonotaxis assay
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using the median flight tones obtained from each of the three female genotypes (dsxF+/+,
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dsxF+/-, dsxF-/-) found that control males responded far more strongly to the flight tones of
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control females than to either of the mutant flight tones. Preliminary tests of dsxF-/- males
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showed a similar preference for control flight tones (Supplemental Figure 2). As such, it seems
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likely that male mosquitoes of any genotype will demonstrate a strong preference for wildtype
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females, with mutant females potentially reduced to a lesser attractive role.
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Methods
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Mosquito rearing
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An. gambiae G3 strain (dsxF+/+), as well as dsxF+/- and dsxF-/- mutant pupae, were reared and
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provided by the Crisanti lab at Imperial College London. Larval density was kept constant
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throughout the rearing process.
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dsxF+/+ and dsxF+/- pupae were sex separated and kept in single sex cages in incubators
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maintained at 28°C and 80% relative humidity. Light/ dark conditions included a one-hour
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ramping period of constantly increasing white light; ramp for lights-ON from zeitgeber time
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(ZT) ZT0 to ZT1; then 11 hours (ZT1-ZT12) of white light at constant intensity, followed by
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a one-hour (ZT12-13) ramping period of constantly decreasing white light, and then 11 hours
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(ZT13-ZT24) of constant darkness. All light ramps transitioned linearly between a
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Photosynthetic Photon Flux Density (PPFD) of 80 µmol/m²/s (or ~ 5929 lux) and complete
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darkness (0 µmol/m²/s or 0 lux, respectively).
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dsxF-/- pupae were not sex separated but were otherwise reared in identical conditions.
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Mosquitoes were supplied with a constant source of 10% glucose solution.
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All mosquitoes used for experiments were virgin and aged 3 7 days old. Mosquitoes
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were housed within temperature, humidity and light-controlled incubators for three days prior
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to all experiments, which were conducted during a time corresponding to sunset (which
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represents a time period of peak activity and swarming under natural conditions).
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Wing length measurements
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The right wings of adult mosquitoes from each genotype were removed using a pair of forceps
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whilst the mosquitoes were CO2 sedated. The wings and flagellae were then transferred to
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separate microscope slides in groups of five. Each individual sample was immediately imaged
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using a Zeiss Axioplan 2 microscope and Axiovision 4.3 software. Wing lengths were
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determined using the Axiovision 4.3 software length measurement function, calibrated to the
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nearest 0.1 mm. Three biological repeats were conducted over separate generations.
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Total sample sizes for each group: dsxF+/+ XX = 40; dsxF+/- XX = 40; dsxF-/- XX = 40;
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dsxF+/+ XY = 41; dsxF+/- XY = 40; dsxF-/- XY = 41.
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Wing beat frequency measurements
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A resin casing was printed using an Ultimaker 2+ 3D printer and used to house a particle
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velocity microphone (Knowles NR-3158). The whole apparatus was held in a
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micromanipulator placed on a vibration isolation table.
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Adult mosquitoes from each genotype were cold-sedated using ice before blue-light
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cured glue was used to fix the tip of a tungsten wire to their thoraces, taking care not to restrict
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or damage the wings in doing so. The tethered mosquito was mounted into the microphone
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case and oriented such that its posterior was facing the particle velocity microphone. All
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measurements were conducted in the same isolated room at a temperature between 21 22°C.
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Mosquito flight was initiated via a tarsal reflex response [24]. A small cotton ball was
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placed underneath each tethered mosquito; once the mosquito had clasped the ball, it was
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swiftly removed, with this removal stimulating flight initiation. Minimum flight length used
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was 10 seconds. The voltage timeseries waveform measured for each flying mosquito by the
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particle velocity microphone was recorded using the Spike2 software (Cambridge Electronic
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Design Ltd., UK).
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Sample sizes for each group were: dsxF+/+ XX = 30; dsxF+/- XX = 30; dsxF-/- XX = 30;
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dsxF+/+ XY = 27; dsxF+/- XY = 30; dsxF-/- XY = 30.
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Flight tone analysis algorithm
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Raw data from the Spike2 recordings were exported to Python for analysis via a custom script.
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The first and last two seconds of each flight were discarded prior to analysis. Subsequently the
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timeseries was divided into 5-second subsegments, discarding the final shorter subsegment (if
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flight length modulo 5 0). A Fast Fourier transform (FFT) with a 200ms window was then
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applied throughout each of the subsegments. This window was shifted in 100ms increments
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(i.e. 50% overlap between successive FFTs) and applied repeatedly until the end of the flight
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segment was reached (Figure 1a).
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Limits were applied to the frequency domain of each FFT such that only frequencies
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between 200 1,000Hz would be extracted for analysis. For each FFT, the peak frequency was
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identified and assigned as the flight tone for the time segment over which the FFT was
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calculated. A list of peak frequencies was compiled for each of the aforementioned
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subsegments. These lists were added together and averaged, resulting in a 5-second long final
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list of average frequencies. The mean was employed in the averaging step as these values were
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normally distributed. As the list of means, in turn, tended to be non-normally distributed, the
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median was taken and assigned as the flight tone of that individual animal. The segmentation
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of the original waveform and summarization into a single 5-second long list of values served
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to moderate for potential effects of flight duration on the animals’ flight tone.
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Spectrally broad phonotaxis assay
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Female (XX) and male (XY) mosquitoes from all three genotypes were aspirated into small,
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single-sex cages in groups of 25 and kept for at least two hours in the same room used for flight
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tone experiments. All experiments were conducted at a temperature between 20 23°C and at
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~ ZT13 (i.e. swarming time, around the time of complete cessation of light). Throughout the
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experiment, mosquitoes were kept in constant darkness.
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A free app (TMsoft tone generator) was used to provide acoustic stimulation to caged
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mosquitoes; this stimulation consisted of three pure tones with frequencies of 100, 400 and 700
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Hz. These frequencies were chosen based on the prior recordings which found no female flight
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tones as high as 700Hz, and no male or female frequency as low as 100Hz.
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The sound source was placed next to the cage with its speaker touching the cage mesh
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prior to stimulus initiation. Each tone was played for 1 minute and was succeeded in turn by a
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1-minute long silence before the next tone was played. The tones were played first from low to
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high frequencies and subsequently from high to low, allowing mosquitoes to rest for 5 minutes
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between forward and backward playbacks. To ensure that mosquitoes were being attracted to
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the sound emitted by the sound source rather than the sound source itself, at the start of each
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experiment the sound source was placed next to the cage with its speaker touching the cage’s
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mesh with no stimulus playing. Mosquitoes that approached the sound source during either
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control or acoustic playback were counted manually using a red-light flashlight. Three
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biological repeats were conducted for each group.
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Spectrally focused phonotaxis assay
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dsxF+/+ XY mosquitoes were tested in groups of 25 as above for the broad-range assay, this
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time, however using three pure tones with frequencies equal to the recorded median flight tone
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frequencies of each of the female genotypes; 380Hz (dsxF+/+), 432Hz (dsxF+/-) and 497Hz
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(dsxF-/-). [Please note that the played dsxF+/+ control tone of 380Hz is marginally different
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from the median reported in Table 1; this is because the flight tone choice for the playback
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experiments was based on an earlier data cohort].
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Statistical analysis
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Flight tone analyses were conducted in Python. Remaining analyses were completed in Matlab
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and R. Throughout the analyses, all statistical tests used a significance level of p <0.05.
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12
Sample sizes for all experiments were determined via reference to published
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investigations. Within-group variation estimates were calculated when appropriate as part of
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standard statistical testing.
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Statistical tests for normality (ShapiroWilk Normality tests with a significance level
236
of p < 0.05) were first applied to each dataset.
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Wing length measurements and flight tones were found to be normally distributed; two-
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way ANOVA tests were thus used for comparisons across the genotypes and sexes.
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For the spectrally broad phonotaxis assay, the proportion of responders to the control
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stimulus (silence) was subtracted from the proportion of responders to the stimulus tones. That
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is, to calculate the adjusted proportion of responders we calculated:
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Adjusted proportion of responders = Responders 𝑡𝑜𝑛𝑒 Responders𝑠𝑖𝑙𝑒𝑛𝑐𝑒
Total number of mosquitoes
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Where Responderstone and Responderssilence refers to the number of responders to the
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individual tones or silence respectively. One-way ANOVAs were then used to test for
245
differences in responses between the stimulus tone frequencies. For the focused phonotaxis
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assay, no adjusted proportion was calculated and one-way ANOVAs were applied directly to
247
the Proportion of responders.
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Results
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dsxF+/- and dsxF-/- XX mutants have different flight tones to all other XX and XY
251
mosquitoes
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By recording the flight tones of tethered female and male mosquitoes we were able to
253
calculate the median flight tones for each group (Figure 1b). All male flight tones were found
254
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13
to be greater than all female flight tones, but we found no differences between males (Two-
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way ANOVA; p<0.001; p>0.05 respectively). The flight tones of dsxF-/- females were
256
significantly different from all other groups; they were significantly higher than the other
257
female genotypes (497 ± 22.2 Hz compared to 432 ± 28.7 Hz and 380 ± 30.0 Hz for dsxF+/-
258
and dsxF+/+, respectively), and significantly lower than all male genotypes (Two-way
259
ANOVA; p<0.001; Table 1; Figure 1b). We also found a significant difference between dsxF+/-
260
XX mutants and the other two female genotypes in an apparent dose response fashion (Two-
261
way ANOVA; p=0.002; Figure 1b).
262
Mosquito flight tone frequencies have been reported to show correlations with
263
temperature (see e.g. [25] for Aedes), but the relation, especially for anopheline mosquitoes,
264
has remained unclear. Here, temperature was tightly controlled, with all recordings being made
265
between 21 and 22°C. The relationship between wing beat frequency (= flight tone) and wing
266
length is far more contentious however, with conflicting reports on potential correlations (see
267
e.g. [26, 27]). We measured wing lengths for each group and found significant differences
268
between the sexes (Two-way ANOVA; p<0.001; Figure 1c). Further differences were found
269
between dsxF+/- and dsxF+/+, as well as dsxF-/- and dsxF+/+, mosquitoes of both sexes (Two-
270
way ANOVA; p<0.001). Individual correlation analyses for each group showed a relationship
271
between wing length and wing beat frequency only for dsxF+/+ females (Supplemental Figure
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1). Furthermore, a linear model fit including data from all groups found no significant
273
relationship between wing length and wing beat frequency (see Supplemental Table 1).
274
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14
Male, but not female, mosquitoes show positive phonotactic responses to acoustic
275
stimuli mimicking female flight tones
276
We tested for mosquito responses to auditory stimulation in order to investigate whether
277
mutants showed altered behaviour (Figure 2a). No females from any genotype showed a
278
significantly greater response to an acoustic stimulus (defined as an approach to the sound
279
source) than to silence (ANOVA; p>0.05 for all comparisons; see Figure 2b top). All male
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groups tested were found to respond more strongly to tones of 400Hz, the stimulus which most
281
closely mimicked wildtype female WBF, than any other stimulus type (ANOVA; p<0.05;
282
Table 2; Figure 2b bottom). However, a few males also responded to the 100 and 700Hz tones.
283
It seems noteworthy that the males’ flight-mediated responses to the playback tones were
284
equally strong in mutants and controls, suggesting that the dsxF-/- allele does not affect male
285
flight behaviour.
286
We then investigated if the flight tone differences observed between females with
287
different allelic combinations of dsxF (+/+, +/-, -/-) were behaviourally relevant. Specifically, we
288
tested the phonotactic preferences of dsxF+/+ males to pure tones with frequencies equivalent
289
to the median frequencies of females from all three genotypes (+/+ = 380 ± 30.0 Hz, +/- = 432
290
± 28.7 Hz and +/- = 497 ± 22.2 Hz), at the narrow temperature range of 21 - 22 °C. Males were
291
found to respond significantly more to tones similar to ‘wildtype’ dsxF+/+ female flight tones
292
than to tones mimicking either of the female mutants. The ability of flight tones to induce male
293
phonotaxis followed a dose-dependent’ pattern with dsxF+/+ > dsxF+/- > dsxF-/- (ANOVA;
294
p<0.001; Table 2; Figure 2c).
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Discussion
297
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15
Hearing plays a crucial role in mosquito copulation [28]. The phonotactic responses of
298
mosquito males to the flight tones of nearby flying females (or to artificial pure tones
299
mimicking such females), are an important behavioural feature for mosquito reproductive
300
fitness, and reproduction [29]. As such, the acoustic fitness’ of transgenic lines marked for
301
release in the field is a key requirement for the successful spread of deleterious mutations into
302
wildtype populations. Here we show that the transgenic disruption of a female-specific isoform
303
of the sex-determination gene doublesex (dsxF) changes female flight tones and that mutant
304
flight tones elicit substantially reduced phonotactic responses in control males. The flight tone
305
changes observed were more pronounced in homozygous (dsxF-/-) than in heterozygous
306
condition (dsxF-/-), indicating a dsxF+ dose-dependence of this phenotypic trait, which
307
contrasts with the previously shown haplosufficiencies [10].
308
Previous recordings of mosquito flight tones have implemented a variety of analytic
309
techniques, but rarely implemented strict environmental controls. This is problematic given the
310
significant variation for reported flight tones at different temperatures, and also the suggested
311
correlations of flight tone and body size [25, 28]. Here we strictly controlled temperature, and
312
also measured wing length as a proxy for body size, to control for this variability. Anopheles
313
swarms form predominantly at dusk, when both light and temperature decrease rapidly [30]. It
314
seems possible that during this time female Anopheles flight tones decrease rapidly in direct
315
correlation to these temperature decreases; female Aedes aegypti WBF fell by around 10Hz per
316
degree over similar temperature changes [25]. Given the sizeable differences we observed in
317
male phonotactic responses to acoustic stimuli less than 50Hz apart, these differences could
318
have a significant effect on male auditory behaviours.
319
If dsxF mutants are to be released in the wild, then only heterozygous males are likely
320
to be released. Updated cage trials with a starting allelic frequency of only 2.5% predicted
321
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16
population collapse within 14 generations [31]. Generation of dsx mutants in other mosquito
322
species (such as Aedes aegypti) could not only provide a promising control method to combat
323
other mosquito populations, but also provide an ideal tool to investigate the fundamental
324
mechanisms which underly the sizeable sexual dimorphisms in mosquito auditory systems and
325
behaviours. The dsxF isoform is reported to be female-specific, it is therefore reassuring that
326
we found no differences in flight tones between male genotypes. All males not only displayed
327
typical phonotactic behaviour but furthermore retained their acoustic preference for the flight
328
tones of control (‘wildtype’) females around 400Hz (at 20-21°C). Most interestingly also, the
329
intersex phenotype of dsxF-/- females did not include the display of phonotactic behaviour,
330
possibly indicating an independence of male phonotaxis from the dsx pathway or leaving a role
331
for the male doublesex isoform (dsxM).
332
Lab-based assays in cage conditions can only partially, at best, replicate field
333
conditions. Throughout our phonotaxis experiments, we provided only a single, monofrequent
334
acoustic stimulus at any one time. This is a poor simulation of the auditory landscape of an An.
335
gambiae swarm containing many hundreds of males whose flight tones may be constantly
336
modulated [25]. The presence of multiple females within this environment may lead to
337
selection choices for individual males. This may exacerbate the phonotactic preferences we
338
discovered (see Figure 2c), with males possibly disregarding the flight tones of mutant females
339
if simultaneously presented with the sounds of wildtype ones.
340
Yet the fact that mutant males retain a strong preference for the sounds of wildtype
341
females, bodes well for the effective spread of mutant alleles into resident wildtype
342
populations. It remains to be seen though whether mutant males can successfully join the
343
natural swarms, in which Anopheles copulation occurs. Further studies of both mutant and
344
wildtype swarming behaviour are necessary to better understand and predict the relevant
345
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17
male-female interactions. This also holds true for a potential female choice element; although
346
we here found no differences between the male genotypes in terms of flight tones, there may
347
be other differences which influence female mate selection.
348
The argument for utilising transgenic Anopheles strains for fighting malaria grows
349
stronger with each new report of insecticide resistance or change in biting behaviour. It is
350
essential however that transgenic lines are tested thoroughly for their suitability. Not only will
351
such experimental testing improve a respective line’s chances of success, but it will also help
352
to create a more detailed profile of the specific requirements for successful release lines (e.g.
353
gene drive carriers). Given the importance of audition for all disease-transmitting mosquito
354
species, acoustic (and auditory) fitness will feature high on that list of requirements. Acoustic
355
courtship in Anopheles, finally, is inextricably linked to the mating swarm. Including swarming
356
behaviour in the pre-release testing will thus be crucial. A pipeline of testing focused on
357
mosquito acoustic mating behaviour could significantly help in boosting the efficacy of any
358
release effort. This testing could comprise a sequence of analyses, covering anatomical
359
investigation of the ear, functional tests of hearing, flight tone recordings, and phonotaxis/
360
mating assays under cage or semi-field conditions. This study utilised only a fraction of these
361
analyses and discovered ecologically relevant differences between mutant and control lines; a
362
comprehensive assessment may provide substantially more evidence which can inform the
363
decision-making process over mutant release strategies and help optimise future disease-
364
control efforts.
365
366
Acknowledgements and Funding
367
The authors would like to thank Carla Siniscalchi (Imperial College London) for providing G3
368
strain pupae. This work received funding through a pump-priming award from the BBSRC
369
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18
Vector Borne Disease (VBD) Network ANTI-VeC (AV/PP/0028/1, to J.T.A. and M.S.) and a
370
UCL Global Challenges Research Fund (GCRF) small grant (to J.T.A.) and the European
371
Research Council (ERC) under the Horizon 2020 research and innovation programme (Grant
372
agreement No 648709, to J.T.A.).
373
Author contributions
374
M.P.S., M.G., A.C. and J.T.A. contributed to the conception and design of the research. M.P.S.,
375
M.G., K.K. and J.B. performed experiments. M.P.S., M.G. and J.T.A. analysed the data.
376
M.P.S., M.G. and J.T.A. wrote the manuscript. J.T.A supervised the study. All authors read
377
and approved of the final manuscript.
378
379
Ethics approval and consent to participate
380
Not applicable.
381
Consent for publication
382
Not applicable.
383
Competing interests
384
The authors declare no competing interests.
385
Data availability
386
All data analysed in this paper are available from the authors, as well as more comprehensive
387
details on experimental or analytical methodologies.
388
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19
Figure Legends
389
Figure 1: dsxF+/-and dsxF-/- XX mutants have different wing beat frequencies (=flight tones) to all other
390
groups
391
a) Sketch of flight tone recording set-up: mosquitoes were tethered then placed at a constant distance
392
from a microphone. Temperature and humidity conditions were controlled (21-22OC; 50% RH) and
393
recordings always took place within the same two-hour window.
394
b) Calculated wing beat frequencies for each genotype significant differences (Two-way ANOVA; *
395
p < 0.05) between groups are indicated by letter. Centre line mean; box limits, lower and upper
396
quartiles; whiskers, 5th and 95th percentiles (identical B-C).
397
Sample sizes: dsxF+/+ XX = 30; dsxF+/- XX = 30; dsxF-/- XX = 30; dsxF+/+ XY = 27; dsxF+/- XY = 30;
398
dsxF-/- XY = 30.
399
c) Wing length measurements for each genotype - significant differences (Two-way ANOVA; *
400
p < 0.05) between groups are indicated by letter.
401
Sample sizes: dsxF+/+ XX = 40; dsxF+/- XX = 40; dsxF-/- XX = 40; dsxF+/+ XY = 41; dsxF+/- XY = 40;
402
dsxF-/- XY = 41.
403
404
Figure 2: Males show a strong preference for acoustic stimuli of similar frequency to wildtype female
405
flight tones; this phonotactic response is reduced as the tone becomes increasingly different
406
a) Diagram of phonotaxis experimental set-up: Single-sex virgin cages were provided with one-minute
407
periods of stimulation in the form of three pure tones (100, 400 and 700Hz) or a one-minute period of
408
silence. The number of mosquitoes attracted to the sound source for each type of stimulus was
409
calculated.
410
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20
b) Adjusted proportion of mosquitoes responding to each stimulus type (no stimulus, 100Hz, 400Hz
411
and 700Hz respectively) for XX and XY mosquitoes from each genotype. Centre circle, median; error
412
bars represent ± SEM.
413
c) Adjusted proportion of control mosquitoes responding to each stimulus type (380Hz, 432Hz and
414
497Hz respectively) for dsxF+/+ XY mosquitoes. Centre line, median; error bars represent ± SEM.
415
416
Supplementary Figure 1: Correlations between wing length and wing beat frequency
417
a) Correlations between wing length (mm) and wing beat frequency (Hz) for all groups tested. Sample
418
sizes are the same as for wing beat frequency calculations.
419
420
Supplementary Figure 2: Phonotactic response of dsxF-/- males to phonotactic stimulation
421
a) Adjusted proportion of control mosquitoes responding to each stimulus type (380Hz, 432Hz and
422
497Hz respectively) for dsxF-/- XY mosquitoes. Centre line, median; error bars represent ± SEM.
423
424
Supplemental Information
425
Linear model fitting
426
In order to investigate the potential relationship between wing beat frequency (=flight tones)
427
and wing length (as well as other potential variables) in greater detail, we used the R package
428
‘lme4’ to fit the following equation:
429
Wing beat frequency ~ Sex*Genotype + Wing length
430
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21
We found that sex, genotype, and sex:genotype were all highly significant factors in
431
determining wing beat frequency. However, wing length was not found to significantly affect
432
wing beat frequency.
433
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22
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514
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24
Table 1: Quantification of changes to dsxF+/- XX flight tones
516
Mean values of wing lengths and flight tones for dsxF+/+, dsxF+/- and dsxF+/+ XX and XY
517
mosquitoes, with standard deviation (SD) values provided in brackets. Significant differences
518
found between dsxF-/- XX mosquitoes and any other mosquito group are starred (ANOVA on
519
ranks; *p < 0.05; ***p < 0.001).
520
521
dsxF+/+ XX
dsxF+/- XX
dsxF+/+ XY
dsxF+/- XY
dsxF-/- XY
Sample size,
wing length
40
40
41
40
41
Wing length
in mm (SD)
3.806*
(0.126)
3.894
(0.152)
3.604***
(0.153)
3.746***
(0.100)
3.666***
(0.109)
Sample size,
flight tone
30
30
27
30
30
flight tone in
Hz (SD)
388.52***
(29.97)
431.55***
(28.68)
590.60***
(46.10)
596.14***
(47.40)
597.71***
(47.33)
522
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25
Table 2: Quantification of phonotactic responses to acoustic stimulation
523
(Top) Median values of the number of responders to coarse phonotactic stimulation for
524
dsxF+/+, dsxF+/- and dsxF-/- XX and XY mosquitoes, with SEM values provided in brackets.
525
Significant differences found within a genotype between the response to 400Hz and 100/700Hz
526
stimulation are starred (ANOVA; *p < 0.05).
527
(Bottom) Median values of the number of responders to focused phonotactic stimulation for
528
dsxF+/+ XY mosquitoes, with SEM values provided in brackets. Significant differences found
529
between the three stimulation frequencies are starred (ANOVA; ***p < 0.001).
530
531
Sample size
(coarse)
3 cages of
25
2 cages of
25
3 cages of
25
3 cages of
25
3 cages of
25
3 cages of
25
Proportion of
responders to
control
0.02
(0.02)
0.1
(0)
0
(0)
0
(0)
0
(0)
0
(0.01)
Proportion of
responders to
100 Hz
0
(0.03)
0.09
(0.01)
0
(0.01)
0.1*
(0.03)
0.15*
(0.03)
0.1*
(0.08)
Proportion of
responders to
400 Hz
0.05
(0.02)
0.11
(0.04)
0
(0)
0.69
(0.18)
0.85
(0.07)
0.55
(0.17)
Proportion of
responders to
700 Hz
0.05
(0.03)
0.09
(0.04)
0
(0.02)
0*
(0.01)
0*
(0)
0.05*
(0.02)
Sample size
(focused)
-
-
-
6 cages of
25
-
-
Proportion of
responders to
380 Hz
-
-
-
0.75
(0.03)
-
-
Proportion of
responders to
432 Hz
-
-
-
0.54***
(0.03)
-
-
Proportion of
responders to
497 Hz
-
-
-
0.20***
(0.02)
-
-
532
533
.CC-BY-NC 4.0 International licensepreprint (which was not certified by peer review) is the author/funder. It is made available under a The copyright holder for thisthis version posted September 6, 2020. . https://doi.org/10.1101/2020.09.06.284679doi: bioRxiv preprint
26
534
Supplemental table 1
535
Outputs of linear model relating wing beat frequency to sex, genotype and wing length.
536
Significant values are italicised.
537
Variable
Estimate
SE
T value
Pr(>|t|)
(Intercept)
335.44
118.73
2.825
0.00559 **
Sex (Male)
196.10
13.88
14.130
<2e-16 ***
Genotype
(Heterozygous)
39.06
14.16
2.758
0.00679 **
Genotype
(Homozygous)
108.00
14.09
7.663
6.80e-12 ***
Wing Length
13.16
31.36
0.420
0.67554
Sex (Male):
Genotype
(Heterozygous)
-44.19
18.84
-2.346
0.02072 *
Sex (Male):
Genotype
(Homozygous)
-93.51
19.16
-4.881
3.49e-06 ***
538
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Background: Evaluating and improving mating success and competitive ability of laboratory-reared transgenic mosquito strains will enhance the effectiveness of proposed disease-control strategies that involve deployment of transgenic strains. Two components of the mosquito rearing process, larval diet quantity and aquatic environment - which are linked to physiological and behavioural differences in adults - are both relatively easy to manipulate. In mosquitoes, as for many other arthropod species, the quality of the juvenile habitat is strongly associated with adult fitness characteristics, such as longevity and fecundity. However, the influence of larval conditioning on mating performance is poorly understood. Here, we investigated the combined effects of larval diet amount and environmental water source on adult male mating success in a genetically modified strain of Aedes aegypti mosquitoes in competition with wild-type conspecifics. Importantly, this research was conducted in a field setting using low generation laboratory and wild-type lines. Results: By controlling larval diet (high and low) and rearing water source (field-collected and laboratory water), we generated four treatment lines of a genetically modified strain of Ae. aegypti tagged with fluorescent sperm. Laboratory reared mosquitoes were then competed against a low generation wild-type colony in a series of laboratory and semi-field mating experiments. While neither food quantity nor larval aquatic environment were found to affect male mating fitness, the transgenic lines consistently outperformed wild-types in laboratory competition assays, an advantage that was not conferred to semi-field tests. Conclusions: Using a model transgenic system, our results indicate that differences in the experimental conditions of laboratory- and field-based measures of mating success can lead to variation in the perceived performance ability of modified strains if they are only tested in certain environments. While there are many potential sources of variation between laboratory and field lines, laboratory adaptation - which may occur over relatively few generations in this species - may directly impact mating ability depending on the context in which it is measured. We suggest that colony-hybridization with field material can potentially be used to mitigate these effects in a field setting. Release programs utilising mass-produced modified laboratory strains should incorporate comparative assessments of quality in candidate lines.
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Background The Global Burden of Diseases, Injuries, and Risk Factors Study 2017 (GBD 2017) includes a comprehensive assessment of incidence, prevalence, and years lived with disability (YLDs) for 354 causes in 195 countries and territories from 1990 to 2017. Previous GBD studies have shown how the decline of mortality rates from 1990 to 2016 has led to an increase in life expectancy, an ageing global population, and an expansion of the non-fatal burden of disease and injury. These studies have also shown how a substantial portion of the world's population experiences non-fatal health loss with considerable heterogeneity among different causes, locations, ages, and sexes. Ongoing objectives of the GBD study include increasing the level of estimation detail, improving analytical strategies, and increasing the amount of high-quality data. Methods We estimated incidence and prevalence for 354 diseases and injuries and 3484 sequelae. We used an updated and extensive body of literature studies, survey data, surveillance data, inpatient admission records, outpatient visit records, and health insurance claims, and additionally used results from cause of death models to inform estimates using a total of 68 781 data sources. Newly available clinical data from India, Iran, Japan, Jordan, Nepal, China, Brazil, Norway, and Italy were incorporated, as well as updated claims data from the USA and new claims data from Taiwan (province of China) and Singapore. We used DisMod-MR 2.1, a Bayesian meta-regression tool, as the main method of estimation, ensuring consistency between rates of incidence, prevalence, remission, and cause of death for each condition. YLDs were estimated as the product of a prevalence estimate and a disability weight for health states of each mutually exclusive sequela, adjusted for comorbidity. We updated the Socio-demographic Index (SDI), a summary development indicator of income per capita, years of schooling, and total fertility rate. Additionally, we calculated differences between male and female YLDs to identify divergent trends across sexes. GBD 2017 complies with the Guidelines for Accurate and Transparent Health Estimates Reporting. Findings Globally, for females, the causes with the greatest age-standardised prevalence were oral disorders, headache disorders, and haemoglobinopathies and haemolytic anaemias in both 1990 and 2017. For males, the causes with the greatest age-standardised prevalence were oral disorders, headache disorders, and tuberculosis including latent tuberculosis infection in both 1990 and 2017. In terms of YLDs, low back pain, headache disorders, and dietary iron deficiency were the leading Level 3 causes of YLD counts in 1990, whereas low back pain, headache disorders, and depressive disorders were the leading causes in 2017 for both sexes combined. All-cause age-standardised YLD rates decreased by 3·9% (95% uncertainty interval [UI] 3·1–4·6) from 1990 to 2017; however, the all-age YLD rate increased by 7·2% (6·0–8·4) while the total sum of global YLDs increased from 562 million (421–723) to 853 million (642–1100). The increases for males and females were similar, with increases in all-age YLD rates of 7·9% (6·6–9·2) for males and 6·5% (5·4–7·7) for females. We found significant differences between males and females in terms of age-standardised prevalence estimates for multiple causes. The causes with the greatest relative differences between sexes in 2017 included substance use disorders (3018 cases [95% UI 2782–3252] per 100 000 in males vs s1400 [1279–1524] per 100 000 in females), transport injuries (3322 [3082–3583] vs 2336 [2154–2535]), and self-harm and interpersonal violence (3265 [2943–3630] vs 5643 [5057–6302]). Interpretation Global all-cause age-standardised YLD rates have improved only slightly over a period spanning nearly three decades. However, the magnitude of the non-fatal disease burden has expanded globally, with increasing numbers of people who have a wide spectrum of conditions. A subset of conditions has remained globally pervasive since 1990, whereas other conditions have displayed more dynamic trends, with different ages, sexes, and geographies across the globe experiencing varying burdens and trends of health loss. This study emphasises how global improvements in premature mortality for select conditions have led to older populations with complex and potentially expensive diseases, yet also highlights global achievements in certain domains of disease and injury.
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Hearing is essential for the courtship of one of the major carriers of human disease, the mosquito. Males locate females through flight-tone recognition and both sexes engage in mid-air acoustic communications, which can take place within swarms containing thousands of individuals. Despite the importance of hearing for mosquitoes, its mechanisms are still largely unclear. We here report a multilevel analysis of auditory function across three disease-transmitting mosquitoes (Aedes aegypti, Anopheles gambiae and Culex quinquefasciatus). All ears tested display transduction-dependent power gain. Quantitative analyses of mechanotransducer function reveal sex-specific and species-specific variations, including male-specific, highly sensitive transducer populations. Systemic blocks of neurotransmission result in large-amplitude oscillations only in male flagellar receivers, indicating sexually dimorphic auditory gain control mechanisms. Our findings identify modifications of auditory function as a key feature in mosquito evolution. We propose that intra-swarm communication has been a driving force behind the observed sex-specific and species-specific diversity.
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In the human malaria vector Anopheles gambiae, the gene doublesex (Agdsx) encodes two alternatively spliced transcripts, dsx-female (AgdsxF) and dsx-male (AgdsxM), that control differentiation of the two sexes. The female transcript, unlike the male, contains an exon (exon 5) whose sequence is highly conserved in all Anopheles mosquitoes so far analyzed. We found that CRISPR–Cas9-targeted disruption of the intron 4–exon 5 boundary aimed at blocking the formation of functional AgdsxF did not affect male development or fertility, whereas females homozygous for the disrupted allele showed an intersex phenotype and complete sterility. A CRISPR–Cas9 gene drive construct targeting this same sequence spread rapidly in caged mosquitoes, reaching 100% prevalence within 7–11 generations while progressively reducing egg production to the point of total population collapse. Owing to functional constraint of the target sequence, no selection of alleles resistant to the gene drive occurred in these laboratory experiments. Cas9-resistant variants arose in each generation at the target site but did not block the spread of the drive.
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Background The success of the sterile insect technique depends, among other things, on continuous releases of sexually competitive sterile males within the target area. Several factors (including high rearing density and physical manipulation, such as larvae and pupae separation) can influence the quality of males produced in mass-rearing facilities. The different steps in mass production in the laboratory may modify the behaviour of mosquitoes, directly or through loss of natural characters as a result of adaptation to lab rearing, and lead to the competitiveness of sterile male being reduced. In the present study, the objective was to evaluate the effect of mass-rearing conditions on sterile male sexual competitiveness in semi-field cages compared to routine small scale laboratory rearing methods. Methods Anopheles arabiensis immature stages were reared both on a large scale using a rack and tray system developed by the FAO/IAEA (MRS), and on a small scale using standard laboratory rearing trays (SRS). Mosquito life history traits such as pupation rate, emergence rate, adult size as well as the effect of irradiation on adult longevity were evaluated. Moreover, 5–6 day old mosquitoes were released into field cages and left for two nights to mate and the mating competitiveness between sterile mass-reared males and fertile males reared on a small scale when competing for small scale reared virgin females was investigated. Resulting fertility in a treatment ratio of 1:1:1 (100 irradiated males: 100 non-irradiated males: 100 virgin females) was compared to control cages with 0:100:100 (non-irradiated control) and 100:0:100 (irradiated control). Results No significant differences in life history parameters were observed between rearing methods. The competitiveness index of mass reared males (0.58) was similar to males reared on a small scale (0.59). A residual fertility rate of 20% was observed in the irradiated control (100:0:100), measured as the percentage of eggs collected from the cages which developed to adulthood. No significant difference was observed (t = 0.2896, df = 4, P = 0.7865) between the rearing treatments (MRS and SRS) in the fertility rate, a measure of mating competitiveness. Conclusions The results showed that the FAO/IAEA mass-rearing process did not affect mosquito life history parameters or the mating competitiveness of males.
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The evolution of hearing in terrestrial animals has resulted in remarkable adaptations enabling exquisitely sensitive sound detection by the ear and sophisticated sound analysis by the brain. In this review, we examine several such characteristics, using examples from insects and vertebrates. We focus on two strong and interdependent forces that have been shaping the auditory systems across taxa: the physical environment of auditory transducers on the small, subcellular scale, and the sensory-ecological environment within which hearing happens, on a larger, evolutionary scale. We briefly discuss acoustical feature selectivity and invariance in the central auditory system, highlighting a major difference between insects and vertebrates as well as a major similarity. Through such comparisons within a sensory ecological framework, we aim to emphasize general principles underlying acute sensitivity to airborne sounds.