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Wimbush R, Addison P, Bekker F, Karsten M, Powell M, Marais G, Moerat A, Bierman A, Terblanche JS. Preliminary Analysis of Quantum Dots as a Marking Technique for Ceratitis capitata. INSECTS 2025; 16:270. [PMID: 40266776 PMCID: PMC11942647 DOI: 10.3390/insects16030270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/26/2024] [Revised: 01/31/2025] [Accepted: 02/27/2025] [Indexed: 04/25/2025]
Abstract
This study evaluates the potential of quantum dots (QDs) as a marking method for Mediterranean fruit flies (Ceratitis capitata) (Medfly) in comparison to traditional fluorescent powder. As a highly destructive pest impacting a wide variety of fruit crops, an effective marking technique is essential for improving the biological understanding and management of Medflies, including control strategies like the Sterile Insect Technique (SIT). Through multiple controlled experiments, we examined the effects of QDs and fluorescent powder markers on Medfly flight ability, marker retention rates, and marker durability and stability under diverse storage conditions. Fluorescent powder demonstrated consistently high reliability across all parameters, whereas QDs showed reduced retention, particularly when applied to pupae, and had a more pronounced negative effect on flight ability. This was illustrated by the field trials, which did not recapture any of the QD-marked flies, highlighting the current limitations in QD application methods. Additionally, fluorescent powders outperformed QDs in both long-term storage conditions and short-term stability tests. These findings indicate that while QDs possess potential as marking agents, further refinement of application techniques is required to achieve comparable efficacy to fluorescent powders in pest management contexts.
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Affiliation(s)
- Richard Wimbush
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch 7600, South Africa; (R.W.); (P.A.); (F.B.); (M.K.); (M.P.); (G.M.); (A.M.); (A.B.)
| | - Pia Addison
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch 7600, South Africa; (R.W.); (P.A.); (F.B.); (M.K.); (M.P.); (G.M.); (A.M.); (A.B.)
| | - Francois Bekker
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch 7600, South Africa; (R.W.); (P.A.); (F.B.); (M.K.); (M.P.); (G.M.); (A.M.); (A.B.)
| | - Minette Karsten
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch 7600, South Africa; (R.W.); (P.A.); (F.B.); (M.K.); (M.P.); (G.M.); (A.M.); (A.B.)
| | - Melissa Powell
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch 7600, South Africa; (R.W.); (P.A.); (F.B.); (M.K.); (M.P.); (G.M.); (A.M.); (A.B.)
| | - George Marais
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch 7600, South Africa; (R.W.); (P.A.); (F.B.); (M.K.); (M.P.); (G.M.); (A.M.); (A.B.)
| | - Aaisha Moerat
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch 7600, South Africa; (R.W.); (P.A.); (F.B.); (M.K.); (M.P.); (G.M.); (A.M.); (A.B.)
| | - Anandie Bierman
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch 7600, South Africa; (R.W.); (P.A.); (F.B.); (M.K.); (M.P.); (G.M.); (A.M.); (A.B.)
| | - John S. Terblanche
- Department of Conservation Ecology and Entomology, Centre for Invasion Biology, Stellenbosch University, Stellenbosch 7600, South Africa
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Potgieter L, Human DJ, Downing S. Combining sterile insect releases with refuge areas to delay the evolution of resistance to Bt sugarcane: an agent-based modeling approach. JOURNAL OF ECONOMIC ENTOMOLOGY 2025; 118:339-350. [PMID: 39504582 PMCID: PMC11818401 DOI: 10.1093/jee/toae248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Revised: 09/20/2024] [Accepted: 10/12/2024] [Indexed: 11/08/2024]
Abstract
The strategic use of refuge areas is a well-known method for delaying the development of pest resistance to Bacillus thuringiensis (Bt) crop. A lesser-known method to control against resistance development is sterile insect releases. In this article, an agent-based simulation model is used to test the effectiveness of combining the use of Bt sugarcane, refuge areas, and sterile insect releases as an integrated strategy against Eldana saccharina Walker (Lepidoptera: Pyralidae) infestation and resistance development. Individual insects are modeled with their own genetic traits on a simulated sugarcane field that represents either Bt or refuge area. The model is applied to 2 hypothetical case studies. In the first experiment, resistance development and infestation dynamics in Bt sugarcane without refuge areas are considered using various sterile:wild sterile release ratios, and different release distributions. In the second experiment, the inclusion of a refuge area in Bt sugarcane is considered, using various sterile:wild releases ratios and different release distributions. A trade-off between sterile insect releases and the use of the refuge area was observed, and could, in some cases, work against each other.
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Affiliation(s)
- Linke Potgieter
- Department of Logistics, Faculty of Economics and Business Management, Stellenbosch University, Stellenbosch, South Africa
| | - Dirk J Human
- Department of Logistics, Faculty of Economics and Business Management, Stellenbosch University, Stellenbosch, South Africa
| | - Samantha Downing
- Department of Logistics, Faculty of Economics and Business Management, Stellenbosch University, Stellenbosch, South Africa
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Guilhot R, Xuéreb A, Fellous S. Transmission of yeast and bacterial symbionts between sexual partners in Drosophila suzukii and Drosophila melanogaster. ROYAL SOCIETY OPEN SCIENCE 2025; 12:241149. [PMID: 39975657 PMCID: PMC11836538 DOI: 10.1098/rsos.241149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Revised: 12/21/2024] [Accepted: 01/14/2025] [Indexed: 02/21/2025]
Abstract
Sexually transmitted symbionts can substantially affect the performance and evolution of their hosts. From a pest control perspective, the sexually transmitted microorganisms of insects can be considered powerful biological control agents or probiotics. The sterile insect technique (SIT) is currently being developed as a new tool to control Drosophila suzukii, a major crop pest. With considerable numbers of mass-reared insects released to mate with wild individuals, understanding how microbiota transfers between adult insects is necessary not only to improve the effectiveness of the technique but also to prevent the potential spread of non-native and harmful microorganisms in wild arthropod populations and their environment. We investigated the sexual transmission of yeast and bacterial symbionts in Drosophila suzukii and in the universal model Drosophila melanogaster. In an ecologically realistic set-up, we combined behavioural and microbiological measurements using flies associated with four microorganisms. We detected microbial transmission more frequently in mated flies, which was mostly influenced by the identity and density of microbial strains in the donor and recipient hosts. Our results suggest the importance of using hosts associated with several microorganisms in microbiota transmission studies, open new perspectives for crop protection and point to an overlooked non-target effect of the SIT.
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Affiliation(s)
- Robin Guilhot
- CBGP, Univ Montpellier, CIRAD, INRAE, Institut Agro, IRD, Montpellier, France
| | - Anne Xuéreb
- CBGP, Univ Montpellier, CIRAD, INRAE, Institut Agro, IRD, Montpellier, France
| | - Simon Fellous
- CBGP, Univ Montpellier, CIRAD, INRAE, Institut Agro, IRD, Montpellier, France
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Herbillon F, Diouf EG, Brévault T, Haramboure M, Fellous S, Piou C. Life history traits of the target pest and transmission routes of the biocide are critical for the success of the boosted Sterile Insect Technique. CURRENT RESEARCH IN INSECT SCIENCE 2024; 6:100101. [PMID: 39628650 PMCID: PMC11612786 DOI: 10.1016/j.cris.2024.100101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Revised: 11/04/2024] [Accepted: 11/08/2024] [Indexed: 12/06/2024]
Abstract
The sterile insect technique (SIT) is an environmentally friendly pest control strategy that consists of inundative releases of mass-reared sterilized males over defined areas, where they mate with wild females, resulting in no offspring and a declining pest population. The technique has effectively managed many crop pests and vector-borne diseases worldwide. A new approach, called boosted SIT, has been proposed to gain efficiency. It combines SIT with the contamination of wild females by sterile males previously coated with biocides. The present study investigated to what extent life history traits of the target pest and biocides can make the boosted SIT more efficient than the classical SIT. We built a generic agent-based model (SIT++) that simulates the population dynamics of insect pests. We then explored parameters related to the mating system, spermatic competition, and fecundity, taking examples from the biology of three well-known Dipteran pest species (Bactrocera dorsalis, Ceratitis capitata, and Glossina palpalis gambiensis). We found that for boosted SIT to be more beneficial than SIT, horizontal transmission of the biocide to the same generation and to the progeny must be very high. Female fecundity was the other key parameter behind the success of boosted SIT, which was more efficient with insect pests having low reproduction rates. In particular, vertical transmission and late killing time were critical parameters. We also observed that a high level of virulence can help, but only when the boosted SIT is already advantageous; otherwise, it becomes detrimental. The boosted SIT might be advantageous depending on the life history traits of the target pest and transmission routes. For a more extensive exploration, the model can easily be tailored to pests with very different life history traits.
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Affiliation(s)
- Fanny Herbillon
- CIRAD, UMR CBGP, F-34398 Montpellier, France
- CBGP, Univ Montpellier, CIRAD, INRAE, Institut Agro, IRD, Montpellier, France
| | - Esther Gnilane Diouf
- CIRAD, UMR CBGP, F-34398 Montpellier, France
- CBGP, Univ Montpellier, CIRAD, INRAE, Institut Agro, IRD, Montpellier, France
- ENSA, Université de Thiès, Thiès, Sénégal
| | - Thierry Brévault
- CIRAD, UPR AIDA, BIOPASS, Centre de recherche ISRA-IRD, Dakar, Sénégal
- CIRAD, UPR AIDA, F-34398 Montpellier, France
| | - Marion Haramboure
- CIRAD, UPR AIDA, F-34398 Montpellier, France
- AIDA, Univ Montpellier, Montpellier, France
| | - Simon Fellous
- CBGP, Univ Montpellier, CIRAD, INRAE, Institut Agro, IRD, Montpellier, France
- INRAE, UMR CBGP, F-34398 Montpellier, France
| | - Cyril Piou
- CIRAD, UMR CBGP, F-34398 Montpellier, France
- CBGP, Univ Montpellier, CIRAD, INRAE, Institut Agro, IRD, Montpellier, France
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Diouf EG, Brévault T, Ndiaye S, Piou C. Exploration of the potential of a boosted sterile insect technique to control fruit flies in mango orchards. PEST MANAGEMENT SCIENCE 2024; 80:5212-5223. [PMID: 38923745 DOI: 10.1002/ps.8248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 05/17/2024] [Accepted: 06/04/2024] [Indexed: 06/28/2024]
Abstract
BACKGROUND An innovative version of the sterile insect technique (SIT) for pest control, called boosted SIT, relies on the use of sterile males coated with a biocide to control a target wild pest population of the same species. The objective of the present study was to assess the relevance of such technology to control the fruit fly Bactrocera dorsalis and fruit losses in mango orchards using. An agent-based simulation model named BOOSTIT was used to explore the reduction of fruit losses thank to sterile male fruit flies control and economic benefits according to different strategies of sterile male release. The simulation considered a landscape of 30.25 ha made up of four mango orchards. RESULTS The SIT and the boosted SIT reduced fruit losses when releases were made before the mango fruiting period. According to model simulations, releases should be performed at least seven times at 2-week intervals and with a sterile/wild male ratio of at least 10:1. Considering the benefit/cost ratio (BCR), few releases should be done with a late start date. The BCR showed economic gains from the two control methods, the number of saved fruits and BCR being higher for SIT. CONCLUSION Our simulations showed that SIT would have better results than the boosted SIT to contribute to an effective control of Bactrocera dorsalis at the scale of a small landscape. We highlight the need for laboratory studies of other types of pathogen to find a suitable one with higher incubation time and lower cost. © 2024 The Author(s). Pest Management Science published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry.
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Affiliation(s)
- Esther Gnilane Diouf
- Bios Department, CIRAD, UMR CBGP, Montpellier, France
- Bios Department, CBGP, CIRAD, INRAE, IRD, Montpellier SupAgro, Montpellier Univ, Montpellier, France
- ENSA, Université Iba Der Thiam, Thiès, Senegal
| | - Thierry Brévault
- Persyst Department, CIRAD, UPR AIDA, BIOPASS, Centre de Recherche ISRA-IRD, Dakar, Senegal
- AIDA, University of Montpellier, CIRAD, Montpellier, France
| | | | - Cyril Piou
- Bios Department, CIRAD, UMR CBGP, Montpellier, France
- Bios Department, CBGP, CIRAD, INRAE, IRD, Montpellier SupAgro, Montpellier Univ, Montpellier, France
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Malod K, Bierman A, Karsten M, Manrakhan A, Weldon CW, Terblanche JS. Evidence for transient deleterious thermal acclimation in field recapture rates of an invasive tropical species, Bactrocera dorsalis (Diptera: Tephritidae). INSECT SCIENCE 2024. [PMID: 39126165 DOI: 10.1111/1744-7917.13435] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Revised: 06/30/2024] [Accepted: 07/23/2024] [Indexed: 08/12/2024]
Abstract
Knowing how environmental conditions affect performance traits in pest insects is important to improve pest management strategies. It can be informative for monitoring, but also for control programs where insects are mass-reared, and field-released. Here, we investigated how adult thermal acclimation in sterile Bactrocera dorsalis affects dispersal and recapture rates in the field using a mark-release-recapture method. We also considered how current abiotic factors may affect recapture rates and interact with thermal history. We found that acclimation at 20 or 30 °C for 4 d prior to release reduced the number of recaptures in comparison with the 25 °C control group, but with no differences between groups in the willingness to disperse upon release. However, the deleterious effects of acclimation were only detectable in the first week following release, whereafter only the recent abiotic conditions explained recapture rates. In addition, we found that recent field conditions contributed more than thermal history to explain patterns of recaptures. The two most important variables affecting the number of recaptures were the maximum temperature and the average relative humidity experienced in the 24 h preceding trapping. Our results add to the handful of studies that have considered the effect of thermal acclimation on insect field performance, but notably lend support to the deleterious acclimation hypothesis among the various hypotheses that have been proposed. Finally, this study shows that there are specific abiotic conditions (cold/hot and dry) in which recaptures will be reduced, which may therefore bias estimates of wild population size.
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Affiliation(s)
- Kevin Malod
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch, South Africa
| | - Anandi Bierman
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch, South Africa
| | - Minette Karsten
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch, South Africa
| | - Aruna Manrakhan
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch, South Africa
- Citrus Research International, Mbombela, South Africa
| | - Christopher W Weldon
- Department of Zoology and Entomology, University of Pretoria, Hatfield, South Africa
| | - John S Terblanche
- Department of Conservation Ecology and Entomology, Stellenbosch University, Stellenbosch, South Africa
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Dumont Y, Oliva CF. On the impact of re-mating and residual fertility on the Sterile Insect Technique efficacy: Case study with the medfly, Ceratitis capitata. PLoS Comput Biol 2024; 20:e1012052. [PMID: 38709817 PMCID: PMC11098522 DOI: 10.1371/journal.pcbi.1012052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Revised: 05/16/2024] [Accepted: 04/03/2024] [Indexed: 05/08/2024] Open
Abstract
The sterile insect technique (SIT) can be an efficient solution for reducing or eliminating certain insect pest populations. It is widely used in agriculture against fruit flies, including the Mediterranean fruit fly (medfly), Ceratitis capitata. The re-mating tendency of medfly females and the fact that the released sterile males may have some residual fertility could be a challenge for the successful implementation of the SIT. Obtaining the right balance between sterility level and sterile male quality (competitiveness, longevity, etc) is the key to a cost-efficient program. Since field experimental approaches can be impacted by many environmental variables, it is difficult to get a clear understanding on how specific parameters, alone or in combination, may affect the SIT efficiency. The use of models not only helps to gather knowledge, but it allows the simulation of a wide range of scenarios and can be easily adapted to local populations and sterile male production. In this study, we consider single- and double-mated females. We first show that SIT can be successful only if the residual fertility is less than a threshold value that depends on the basic offspring number of the targeted pest population, the re-mating rates, and the parameters of double-mated females. Then, we show how the sterile male release rate is affected by the parameters of double-mated females and the male residual fertility. Different scenarios are explored with continuous and periodic sterile male releases, with and without ginger aromatherapy, which is known to enhance sterile male competitiveness, and also taking into account some biological parameters related to females that have been mated twice, either first by a wild (sterile) male and then a sterile (wild) male, or by two wild males only. Parameter values were chosen for peach as host fruit to reflect what could be expected in the Corsican context, where SIT against the medfly is under consideration. Our results suggest that ginger aromatherapy can be a decisive factor determining the success of SIT against medfly. We also emphasize the importance of estimating the duration of the refractory period between matings depending on whether a wild female has mated with a wild or sterile male. Further, we show the importance of parameters, like the (hatched) eggs deposit rate and the death-rate related to all fertile double-mated females. In general, re-mating is considered to be detrimental to SIT programs. However, our results show that, depending on the parameter values of double-mated females, re-mating may also be beneficial for SIT. Our model can be easily adapted to different contexts and species, for a broader understanding of release strategies and management options.
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Affiliation(s)
- Yves Dumont
- UMR AMAP, CIRAD, Saint-Pierre, Réunion island, France
- UMR AMAP, Univ Montpellier, CIRAD, CNRS, INRAE, IRD, Montpellier, France
- Department of Mathematics and Applied Mathematics, University of Pretoria, Pretoria, South Africa
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Gladson SL, Stepien TL. An Agent-Based Model of Biting Midge Dynamics to Understand Bluetongue Outbreaks. Bull Math Biol 2023; 85:69. [PMID: 37318632 DOI: 10.1007/s11538-023-01177-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 06/07/2023] [Indexed: 06/16/2023]
Abstract
Bluetongue (BT) is a well-known vector-borne disease that infects ruminants such as sheep, cattle, and deer with high mortality rates. Recent outbreaks in Europe highlight the importance of understanding vector-host dynamics and potential courses of action to mitigate the damage that can be done by BT. We present an agent-based model, entitled 'MidgePy', that focuses on the movement of individual Culicoides spp. biting midges and their interactions with ruminants to understand their role as vectors in BT outbreaks, especially in regions that do not regularly experience outbreaks. The results of our sensitivity analysis suggest that midge survival rate has a significant impact on the probability of a BTV outbreak as well as its severity. Using midge flight activity as a proxy for temperature, we found that an increase in environmental temperature corresponded with an increased probability of outbreak after identifying parameter regions where outbreaks are more likely to occur. This suggests that future methods to control BT spread could combine large-scale vaccination programs with biting midge population control measures such as the use of pesticides. Spatial heterogeneity in the environment is also explored to give insight on optimal farm layouts to reduce the potential for BT outbreaks.
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Affiliation(s)
- Shane L Gladson
- Department of Mathematics, University of Florida, Gainesville, FL, USA
| | - Tracy L Stepien
- Department of Mathematics, University of Florida, Gainesville, FL, USA.
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Clarke AR, Leach P, Measham PF. The Fallacy of Year-Round Breeding in Polyphagous Tropical Fruit Flies (Diptera: Tephritidae): Evidence for a Seasonal Reproductive Arrestment in Bactrocera Species. INSECTS 2022; 13:882. [PMID: 36292829 PMCID: PMC9604198 DOI: 10.3390/insects13100882] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 09/19/2022] [Accepted: 09/24/2022] [Indexed: 06/16/2023]
Abstract
The genus Bactrocera (Diptera: Tephritidae) is endemic to the monsoonal rainforests of South-east Asia and the western Pacific where the larvae breed in ripe, fleshy fruits. While most Bactrocera remain rainforest restricted, species such as Bactrocera dorsalis, Bactrocera zonata and Bactrocera tryoni are internationally significant pests of horticulture, being both highly invasive and highly polyphagous. Almost universally in the literature it is assumed that Bactrocera breed continuously if temperature and hosts are not limiting. However, despite that, these flies show distinct seasonality. If discussed, seasonality is generally attributed to the fruiting of a particular breeding host (almost invariably mango or guava), but the question appears not to have been asked why flies do not breed at other times of the year despite other hosts being available. Focusing initially on B. tryoni, for which more literature is available, we demonstrate that the seasonality exhibited by that species is closely correlated with the seasons of its endemic rainforest environment as recognised by traditional Aboriginal owners. Evidence suggests the presence of a seasonal reproductive arrest which helps the fly survive the first two-thirds of the dry season, when ripe fruits are scarce, followed by a rapid increase in breeding at the end of the dry season as humidity and the availability of ripe fruit increases. This seasonal phenology continues to be expressed in human-modified landscapes and, while suppressed, it also partially expresses in long-term cultures. We subsequently demonstrate that B. dorsalis, across both its endemic and invasive ranges, shows a very similar seasonality although reversed in the northern hemisphere. While high variability in the timing of B. dorsalis population peaks is exhibited across sites, a four-month period when flies are rare in traps (Dec-Mar) is highly consistent, as is the fact that nearly all sites only have one, generally very sharp, population peak per year. While literature to support or deny a reproductive arrest in B. dorsalis is not available, available data is clear that continuous breeding does not occur in this species and that there are seasonal differences in reproductive investment. Throughout the paper we reinforce the point that our argument for a complex reproductive physiology in Bactrocera is based on inductive reasoning and requires specific, hypothesis-testing experiments to confirm or deny, but we do believe there is ample evidence to prioritise such research. If it is found that species in the genus undergo a true reproductive diapause then there are very significant implications for within-field management, market access, and biosecurity risk planning which are discussed. Arguably the most important of these is that insects in diapause have greater stress resistance and cold tolerance, which could explain how tropical Bactrocera species have managed to successfully invade cool temperate regions.
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Affiliation(s)
- Anthony R. Clarke
- School of Biology and Environmental Science, Queensland University of Technology (QUT), P.O. Box 2434, Brisbane, QLD 4001, Australia
| | - Peter Leach
- Horticulture and Forestry Science, Department of Agriculture and Fisheries, P.O. Box 652, Cairns, QLD 4870, Australia
| | - Penelope F. Measham
- Horticulture and Forestry Science, Department of Agriculture and Fisheries, Ecosciences Precinct Dutton Park, P.O. Box 267, Dutton Park, QLD 4102, Australia
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