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Morimoto J, Wenzel M, Derous D, Henry Y, Colinet H. The transcriptomic signature of responses to larval crowding in Drosophila melanogaster. INSECT SCIENCE 2023; 30:539-554. [PMID: 36115064 PMCID: PMC10947363 DOI: 10.1111/1744-7917.13113] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 08/22/2022] [Accepted: 08/27/2022] [Indexed: 06/15/2023]
Abstract
Intraspecific competition at the larval stage is an important ecological factor affecting life-history, adaptation and evolutionary trajectory in holometabolous insects. However, the molecular pathways underpinning these ecological processes are poorly characterized. We reared Drosophila melanogaster at three egg densities (5, 60, and 300 eggs/mL) and sequenced the transcriptomes of pooled third-instar larvae. We also examined emergence time, egg-to-adult viability, adult mass, and adult sex-ratio at each density. Medium crowding had minor detrimental effects on adult phenotypes compared to low density and yielded 24 differentially expressed genes (DEGs), including several chitinase enzymes. In contrast, high crowding had substantial detrimental effects on adult phenotypes and yielded 2107 DEGs. Among these, upregulated gene sets were enriched in sugar, steroid and amino acid metabolism as well as DNA replication pathways, whereas downregulated gene sets were enriched in ABC transporters, taurine, Toll/Imd signaling, and P450 xenobiotics metabolism pathways. Overall, our findings show that larval crowding has a large consistent effect on several molecular pathways (i.e., core responses) with few pathways displaying density-specific regulation (i.e., idiosyncratic responses). This provides important insights into how holometabolous insects respond to intraspecific competition during development.
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Affiliation(s)
- Juliano Morimoto
- School of Biological SciencesUniversity of AberdeenAberdeenUnited Kingdom
- Programa de Pós‐graduação em Ecologia e ConservaçãoUniversidade Federal do ParanáCuritibaBrazil
- Institute of MathematicsKing's CollegeUniversity of AberdeenAberdeenUnited Kingdom
| | - Marius Wenzel
- School of Biological SciencesUniversity of AberdeenAberdeenUnited Kingdom
| | - Davina Derous
- School of Biological SciencesUniversity of AberdeenAberdeenUnited Kingdom
| | - Youn Henry
- CNRS, ECOBIO (Ecosystèmes, biodiversité, évolution)—UMR 6553University of RennesRennesFrance
- Department of Ecology and EvolutionUniversity of LausanneLausanneSwitzerland
| | - Herve Colinet
- CNRS, ECOBIO (Ecosystèmes, biodiversité, évolution)—UMR 6553University of RennesRennesFrance
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Kapila R, Poddar S, Meena N, Prasad NG. Investment in adult reproductive tissues is affected by larval growth conditions but not by evolution under poor larval growth conditions in Drosophila melanogaster. CURRENT RESEARCH IN INSECT SCIENCE 2022; 2:100027. [PMID: 36003263 PMCID: PMC9387493 DOI: 10.1016/j.cris.2021.100027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 12/09/2021] [Accepted: 12/10/2021] [Indexed: 11/30/2022]
Abstract
Growing at different larval densities affect the investment in reproductive tissues Increased larval density negatively affects the testis and accessory gland size Relative investment in testis is not affected by larval densities Increased larval densities affect relative accessory gland size negatively Adaptation to high larval crowding does not affect investment in reproductive tissues
In many insects, the larval environment is confined to the egg-laying site, which often leads to crowded larval conditions, exposing the developing larvae to poor resource availability and toxic metabolic wastes. Larval crowding imposes two opposing selection pressures. On one hand, due to poor nutritional resources during developmental stages, adults from the crowded larval environment have reduced investment in reproductive tissues. On the other hand, a crowded larval environment acts as a cue for future reproductive competition inducing increased investment in reproductive tissues. Both these selection pressures are likely affected by the level of crowding. The evolutionary consequence of adaptation to larval crowding environment on adult reproductive investment is bound to be a result of the interaction of these two opposing forces. In this study, we used experimentally evolved populations of Drosophila melanogaster adapted to larval crowding to investigate the effect of adaptation to larval crowding on investment in reproductive organs (testes and accessory glands) of males. Our results show that there is a strong effect of larval developmental environment on absolute sizes of testes and accessory glands. However, there was no effect of the developmental environment when testis size was scaled by body size. We also found that flies from crowded cultures had smaller accessory gland sizes relative to body size. Moreover, the sizes of the reproductive organs were not affected by the selection histories of the populations. This study highlights that adaptation to two extremely different developmental environments does not affect the patterns of reproductive investment. We discuss the possibility that differential investment in reproductive tissues could be influenced by the mating dynamics and/or investment in larval survival traits, rather than just the developmental environment of the populations.
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Montes MA, Neves CHCB, Ferreira AF, Dos Santos MDFS, Quintas JIFP, Manetta GDÂ, de Oliveira PV, Garcia ACL. Invasion and Spreading of Drosophila nasuta (Diptera, Drosophilidae) in the Caatinga Biome, Brazil. NEOTROPICAL ENTOMOLOGY 2021; 50:571-578. [PMID: 33792856 DOI: 10.1007/s13744-021-00875-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Accepted: 03/21/2021] [Indexed: 05/17/2023]
Abstract
Biological invasions are one of the main causes of biodiversity loss, and it is essential to understand the pattern and rate of expansion of invasive species outside their native distribution. In this study, we documented the invasion of the Asian fruit fly, Drosophila nasuta Lamb, in the Caatinga, and measured its geographical distribution in this environment, which covers 11% of the Brazilian territory. We collected drosophilids in eight sites distributed in the north of the Caatinga (in the state of Ceará), in the south (in Bahia), in the east (in Pernambuco), and in the west (in Piauí), as well as in sites in the central area of the biome. Drosophila nasuta occurred in all areas and was one of the most frequently occurring species in half of the sampled sites. We observed greater abundance in areas with arboreal vegetation and a possible preference of this species for areas with higher annual rainfall in the Caatinga. Of all the biomes where D. nasuta is found in Brazil, the area occupied in the Caatinga is the largest documented to date. Our results show D. nasuta's success in invading the Caatinga and the vast area this species has colonized in this biome. The success of this invasion can be explained by the high fertility and short life cycle as well as by the ability of D. nasuta to use different trophic resources.
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Affiliation(s)
- Martín Alejandro Montes
- Depto de Biologia, Univ Federal Rural de Pernambuco, Campus Dois Irmãos, Recife, Pernambuco, Brazil
- Programa de Pós-Graduação em Ciências Biológicas (Zoologia), Univ Federal da Paraíba, João Pessoa, Paraíba, Brazil
| | | | - Alan Felipe Ferreira
- Programa de Pós-Graduação em Ciências Biológicas (Zoologia), Univ Federal da Paraíba, João Pessoa, Paraíba, Brazil
| | | | | | | | | | - Ana Cristina Lauer Garcia
- Centro Acadêmico de Vitória, Univ Federal de Pernambuco, Vitória de Santo Antão, Pernambuco, Brazil.
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Kapila R, Kashyap M, Gulati A, Narasimhan A, Poddar S, Mukhopadhaya A, Prasad NG. Evolution of sex-specific heat stress tolerance and larval Hsp70 expression in populations of Drosophila melanogaster adapted to larval crowding. J Evol Biol 2021; 34:1376-1385. [PMID: 34197669 DOI: 10.1111/jeb.13897] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Revised: 05/31/2021] [Accepted: 06/20/2021] [Indexed: 11/29/2022]
Abstract
The ability to tolerate temperature stress is an important component of adult fitness. In holometabolous insects like Drosophila melanogaster, adult stress resistance can be affected by growth conditions experienced during the larval stages. Although evolution under crowded larval conditions is known to lead to the correlated evolution of many adult traits, its consequences on adult heat stress tolerance have not been investigated. Therefore, in the present study, we assessed the adult heat stress tolerance in populations of D. melanogaster adapted to a stressful larval crowding environment. We used replicate populations of D. melanogaster, selected for adaptation to larval crowding stress (MCUs), for more than 230 generations, and their respective controls (MBs). Larvae from selected and control populations were grown under crowded and uncrowded conditions, and their adult heat shock resistance at two different temperatures was measured. Further, we compared Hsp70 expression in crowded and uncrowded larvae of both populations and also measured the Hsp70 expression after a mild heat treatment in adults of selected and control populations. Our results showed that adaptation to larval crowding leads to the evolution of Hsp70 gene expression in larval stages and improves adult heat stress tolerance ability in males, but not in females.
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Affiliation(s)
- Rohit Kapila
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Punjab, India
| | - Mayank Kashyap
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Punjab, India
| | - Aakanksha Gulati
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Punjab, India
| | - Aaditya Narasimhan
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Punjab, India
| | - Soumyadip Poddar
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Punjab, India
| | - Arunika Mukhopadhaya
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Punjab, India
| | - Nagaraj Guru Prasad
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Punjab, India
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Bitner K, Rutledge GA, Kezos JN, Mueller LD. The effects of adaptation to urea on feeding rates and growth in Drosophila larvae. Ecol Evol 2021; 11:9516-9529. [PMID: 34306639 PMCID: PMC8293711 DOI: 10.1002/ece3.7770] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 04/22/2021] [Accepted: 05/21/2021] [Indexed: 11/18/2022] Open
Abstract
A collection of forty populations were used to study the phenotypic adaptation of Drosophila melanogaster larvae to urea-laced food. A long-term goal of this research is to map genes responsible for these phenotypes. This mapping requires large numbers of populations. Thus, we studied fifteen populations subjected to direct selection for urea tolerance and five controls. In addition, we studied another twenty populations which had not been exposed to urea but were subjected to stress or demographic selection. In this study, we describe the differentiation in these population for six phenotypes: (1) larval feeding rates, (2) larval viability in urea-laced food, (3) larval development time in urea-laced food, (4) adult starvation times, (5) adult desiccation times, and (6) larval growth rates. No significant differences were observed for desiccation resistance. The demographically/stress-selected populations had longer times to starvation than urea-selected populations. The urea-adapted populations showed elevated survival and reduced development time in urea-laced food relative to the control and nonadapted populations. The urea-adapted populations also showed reduced larval feeding rates relative to controls. We show that there is a strong linear relationship between feeding rates and growth rates at the same larval ages feeding rates were measured. This suggests that feeding rates are correlated with food intake and growth. This relationship between larval feeding rates, food consumption, and efficiency has been postulated to involve important trade-offs that govern larval evolution in stressful environments. Our results support the idea that energy allocation is a central organizing theme in adaptive evolution.
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Affiliation(s)
- Kathreen Bitner
- Department of Ecology and Evolutionary BiologyUniversity of California, IrvineIrvineCAUSA
| | - Grant A. Rutledge
- Department of Ecology and Evolutionary BiologyUniversity of California, IrvineIrvineCAUSA
- USDA HNRCA at Tufts UniversityBostonMAUSA
| | - James N. Kezos
- Department of Ecology and Evolutionary BiologyUniversity of California, IrvineIrvineCAUSA
- Department of Development, Aging, and RegenerationSanford Burnham Prebys Medical Discovery InstituteLa JollaCAUSA
| | - Laurence D. Mueller
- Department of Ecology and Evolutionary BiologyUniversity of California, IrvineIrvineCAUSA
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Kapila R, Kashyap M, Poddar S, Gangwal S, Prasad NGG. Evolution of pathogen-specific improved survivorship post-infection in populations of Drosophila melanogaster adapted to larval crowding. PLoS One 2021; 16:e0250055. [PMID: 33852596 PMCID: PMC8046209 DOI: 10.1371/journal.pone.0250055] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Accepted: 03/31/2021] [Indexed: 01/04/2023] Open
Abstract
The environment experienced by individuals during their juvenile stages has an impact on their adult stages. In holometabolous insects like Drosophila melanogaster, most of the resource acquisition for adult stages happens during the larval stages. Larval-crowding is a stressful environment, which exposes the larvae to scarcity of food and accumulation of toxic waste. Since adult traits are contingent upon larval stages, in larval-crowding like conditions, adult traits are prone to get affected. While the effect of resource limited, poor-developmental environment on adult immune response has been widely studied, the effect of adaptation to resource-limited developmental environment has not been studied, therefore in this study we assayed the evolution of ability to survive infection in adult stages as a correlated response to adaptation to larval crowding environments. Using four populations of Drosophila melanogaster adapted to larval crowding for 240 generations and their respective control populations, we show that populations adapted to larval crowding show an improved and evolved post-infection survivorship against a gram-negative bacteria Pseudomonas entomophila. Whereas, against a gram-positive bacteria Enterococcus faecalis, no difference in post-infection survivorship was observed across control and selected populations. In this study, we report the co-related evolution of pathogen-specific increased survivorship post-infection in populations of Drosophila melanogaster as a result of adaptation to larval crowding environment.
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Affiliation(s)
- Rohit Kapila
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Mohali, India
| | - Mayank Kashyap
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Mohali, India
| | - Soumyadip Poddar
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Mohali, India
| | - Shreya Gangwal
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Mohali, India
| | - N. G. G. Prasad
- Department of Biological Sciences, Indian Institute of Science Education and Research Mohali, Mohali, India
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Integrative developmental ecology: a review of density-dependent effects on life-history traits and host-microbe interactions in non-social holometabolous insects. Evol Ecol 2020. [DOI: 10.1007/s10682-020-10073-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
AbstractPopulation density modulates a wide range of eco-evolutionary processes including inter- and intra-specific competition, fitness and population dynamics. In holometabolous insects, the larval stage is particularly susceptible to density-dependent effects because the larva is the resource-acquiring stage. Larval density-dependent effects can modulate the expression of life-history traits not only in the larval and adult stages but also downstream for population dynamics and evolution. Better understanding the scope and generality of density-dependent effects on life-history traits of current and future generations can provide useful knowledge for both theory and experiments in developmental ecology. Here, we review the literature on larval density-dependent effects on fitness of non-social holometabolous insects. First, we provide a functional definition of density to navigate the terminology in the literature. We then classify the biological levels upon which larval density-dependent effects can be observed followed by a review of the literature produced over the past decades across major non-social holometabolous groups. Next, we argue that host-microbe interactions are yet an overlooked biological level susceptible to density-dependent effects and propose a conceptual model to explain how density-dependent effects on host-microbe interactions can modulate density-dependent fitness curves. In summary, this review provides an integrative framework of density-dependent effects across biological levels which can be used to guide future research in the field of ecology and evolution.
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Gupta M, Prasad NG, Dey S, Joshi A, Vidya T NC. Niche construction in evolutionary theory: the construction of an academic niche? J Genet 2019; 96:491-504. [PMID: 28761012 DOI: 10.1007/s12041-017-0787-6] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Manan Gupta
- Evolutionary Biology Laboratory, Evolutionary and Organismal Biology Unit, Jawaharlal Nehru Centre for Advanced Scientific Research, Jakkur, Bengaluru 560 064, India.
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Dasgupta P, Sarkar S, Das AA, Verma T, Nandy B. Intergenerational paternal effect of adult density in Drosophila melanogaster. Ecol Evol 2019; 9:3553-3563. [PMID: 30962910 PMCID: PMC6434557 DOI: 10.1002/ece3.4988] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2018] [Revised: 01/22/2019] [Accepted: 01/22/2019] [Indexed: 11/19/2022] Open
Abstract
Notwithstanding recent evidences, paternal environment is thought to be a potential but unlikely source of fitness variation that can affect trait evolution. Here we studied intergenerational effects of males' exposure to varying adult density in Drosophila melanogasterlaboratory populations.We held sires at normal (N), medium (M) and high (H) adult densities for 2 days before allowing them to mate with virgin females. This treatment did not introduce selection through differential mortality. Further, we randomly paired males and females and allowed a single round of mating between the sires and the dams. We then collected eggs from the dams and measured the egg size. Finally, we investigated the effect of the paternal treatment on juvenile and adult (male) fitness components.We found a significant treatment effect on juvenile competitive ability where the progeny sired by the H-males had higher competitive ability. Since we did not find the treatment to affect egg size, this effect is unlikely to be mediated through variation in female provisioning.Male fitness components were also found to have a significant treatment effect: M-sons had lower dry weight at eclosion, higher mating latency, and lower competitive mating success.While being the first study to show both adaptive and non-adaptive effect of the paternal density in Drosophila, our results highlight the importance of considering paternal environment as important source of fitness variation.
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Affiliation(s)
- Purbasha Dasgupta
- Indian Institute of Science Education and Research BerhampurBerhampurIndia
| | | | | | - Tanya Verma
- Indian Institute of Science Education and Research BerhampurBerhampurIndia
| | - Bodhisatta Nandy
- Indian Institute of Science Education and Research BerhampurBerhampurIndia
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Sarangi M, Nagarajan A, Dey S, Bose J, Joshi A. Evolution of increased larval competitive ability in Drosophila melanogaster without increased larval feeding rate. J Genet 2017; 95:491-503. [PMID: 27659320 DOI: 10.1007/s12041-016-0656-8] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Multiple experimental evolution studies on Drosophila melanogaster in the 1980s and 1990s indicated that enhanced competitive ability evolved primarily through increased larval tolerance to nitrogenous wastes and increased larval feeding and foraging rate, at the cost of efficiency of food conversion to biomass, and this became the widely accepted view of how adaptation to larval crowding evolves in fruitflies.We recently showed that populations of D. ananassae and D. n. nasuta subjected to extreme larval crowding evolved greater competitive ability without evolving higher feeding rates, primarily through a combination of reduced larval duration, faster attainment of minimum critical size for pupation, greater efficiency of food conversion to biomass, increased pupation height and, perhaps, greater urea/ammonia tolerance. This was a very different suite of traits than that seen to evolve under similar selection in D. melanogaster and was closer to the expectations from the theory of K-selection. At that time, we suggested two possible reasons for the differences in the phenotypic correlates of greater competitive ability seen in the studies with D. melanogaster and the other two species. First, that D. ananassae and D. n. nasuta had a very different genetic architecture of traits affecting competitive ability compared to the long-term laboratory populations of D. melanogaster used in the earlier studies, either because the populations of the former two species were relatively recently wild-caught, or by virtue of being different species. Second, that the different evolutionary trajectories in D. ananassae and D. n. nasuta versus D. melanogaster were a reflection of differences in the manner in which larval crowding was imposed in the two sets of selection experiments. The D. melanogaster studies used a higher absolute density of eggs per unit volume of food, and a substantially larger total volume of food, than the studies on D. ananassae and D. n. nasuta. Here, we show that long-term laboratory populations of D. melanogaster, descended from some of the populations used in the earlier studies, evolve essentially the same set of traits as the D. ananassae and D. n. nasuta crowding-adapted populations when subjected to a similar larval density at low absolute volumes of food. As in the case of D. ananassae and D. n. nasuta, and in stark contrast to earlier studies with D. melanogaster, these crowding-adapted populations of D. melanogaster did not evolve greater larval feeding rates as a correlate of increased competitive ability. The present results clearly suggest that the suite of phenotypes through which the evolution of greater competitive ability is achieved in fruitflies depends critically not just on larval density per unit volume of food, but also on the total amount of food available in the culture vials. We discuss these results in the context of an hypothesis about how larval density and the height of the food column in culture vials might interact to alter the fitness costs and benefits of increased larval feeding rates, thus resulting in different routes to the evolution of greater competitive ability, depending on the details of exactly how the larval crowding was implemented.
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Affiliation(s)
- Manaswini Sarangi
- Evolutionary Biology Laboratory, Evolutionary and Organismal Biology Unit, Jawaharlal Nehru Centre for Advanced Scientific Research, Jakkur P.O., Bengaluru 560 064, India.
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Shenoi VN, Banerjee SM, Guruswamy B, Sen S, Ali SZ, Prasad NG. Drosophila melanogaster males evolve increased courtship as a correlated response to larval crowding. Anim Behav 2016. [DOI: 10.1016/j.anbehav.2016.08.004] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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Shenoi VN, Prasad NG. Local adaptation to developmental density does not lead to higher mating success in Drosophila melanogaster. J Evol Biol 2016; 29:2036-2042. [PMID: 27353197 DOI: 10.1111/jeb.12927] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2016] [Revised: 06/19/2016] [Accepted: 06/24/2016] [Indexed: 01/18/2023]
Abstract
In this study, we investigate the effect of local adaptation to developmental density on male mating success in laboratory populations of Drosophila melanogaster. Mating success is known to be influenced by body condition which can in turn be influenced by local adaptation. We test the hypothesis that males adapted to a given environment have higher mating success when assayed in that environment. We used males selected for adaptation to high larval density and their controls which are reared at low larval density. We grew assay males in low and high densities whereas the focal females (raised at low larval density) used for the experiment belonged to the common ancestor of selected and control populations. We considered selected males grown at high density and control males grown at low density as 'adapted'. Similarly, we considered selected males grown at low density and control males grown at high density as 'nonadapted'. Selected male belonging to a given treatment (larval density) was made to compete with control male of the same treatment for mating with ancestral female. We quantified components of reproductive fitness: mating latency, copulation duration, mating success and number of progeny sired by the 'adapted' and 'nonadapted' males. The results show that local adaptation does not lead to higher mating success in populations adapted to their own larval rearing environment.
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Affiliation(s)
- V N Shenoi
- Indian Institute of Science Education and Research Mohali, Mohali, Punjab, India
| | - N G Prasad
- Indian Institute of Science Education and Research Mohali, Mohali, Punjab, India.
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