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Bylemans J, Marques da Cunha L, Wilkins LGE, Nusbaumer D, Uppal A, Wedekind C. Growth of brown trout in the wild predicted by embryo stress reaction in the laboratory. Ecology 2024; 105:e4303. [PMID: 38754864 DOI: 10.1002/ecy.4303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Revised: 11/15/2023] [Accepted: 02/07/2024] [Indexed: 05/18/2024]
Abstract
Laboratory studies on embryos of salmonids, such as the brown trout (Salmo trutta), have been extensively used to study environmental stress and how responses vary within and between natural populations. These studies are based on the implicit assumption that early life-history traits are relevant for stress tolerance in the wild. Here we test this assumption by combining two data sets from studies on the same 60 families. These families had been experimentally produced from wild breeders to determine, in separate samples, (1) stress tolerances of singly kept embryos in the laboratory and (2) growth of juveniles during 6 months in the wild. We found that growth in the wild was well predicted by the larval size of their full sibs in the laboratory, especially if these siblings had been experimentally exposed to a pathogen. Exposure to the pathogen had not caused elevated mortality among the embryos but induced early hatching. The strength of this stress-induced change of life history was a significant predictor of juvenile growth in the wild: the stronger the response in the laboratory, the slower the growth in the wild. We conclude that embryo performance in controlled environments can be a useful predictor of juvenile performance in the wild.
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Affiliation(s)
- Jonas Bylemans
- Department of Ecology and Evolution, Biophore, University of Lausanne, Lausanne, Switzerland
- University of Savoie Mont Blanc, INRAE, CARRTEL, Thonon-les-Bains, France
| | - Lucas Marques da Cunha
- Department of Ecology and Evolution, Biophore, University of Lausanne, Lausanne, Switzerland
| | - Laetitia G E Wilkins
- Department of Ecology and Evolution, Biophore, University of Lausanne, Lausanne, Switzerland
- Max-Planck Institute for Marine Microbiology, Bremen, Germany
| | - David Nusbaumer
- Department of Ecology and Evolution, Biophore, University of Lausanne, Lausanne, Switzerland
| | - Anshu Uppal
- Department of Ecology and Evolution, Biophore, University of Lausanne, Lausanne, Switzerland
| | - Claus Wedekind
- Department of Ecology and Evolution, Biophore, University of Lausanne, Lausanne, Switzerland
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2
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Janhunen M, Eronen A, Kekäläinen J, Primmer CR, Donner I, Hyvärinen P, Huuskonen H, Kortet R. Selection among critically endangered landlocked salmon ( Salmo salar m. sebago) families in survival and growth traits across early life stages and in different environments. Evol Appl 2024; 17:e13692. [PMID: 38681511 PMCID: PMC11052761 DOI: 10.1111/eva.13692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 02/19/2024] [Accepted: 03/27/2024] [Indexed: 05/01/2024] Open
Abstract
Endangered wild fish populations are commonly supported by hatchery propagation. However, hatchery-reared fish experience very different selective pressures compared to their wild counterparts, potentially causing genotype-by-environment interactions (G × E) in essential fitness traits. We experimentally studied early selection in a critically endangered landlocked Atlantic salmon population, first from fertilization to the swim-up stage in a common hatchery setting, and thereafter until the age of 5 months in two contrasting rearing environments. Swim-up progeny were moved either to standard indoor hatchery tanks involving conventional husbandry or to seminatural outdoor channels providing only natural food. After the first summer, sampled survivors were assigned to their families by genotyping. Early survival until the swim-up stage was mostly determined by maternal effects, but also involved significant variation due to sires and full-sib families (potential genetic effects). High on-growing survival in hatchery tanks (88.7%) maintained a more even distribution among families (relative share 1.5%-4.2%) than the seminatural environment (0.0%-5.4%). This heterogeneity was mostly maternal, whereas no independent paternal effect occurred. Heritability estimates were high for body size traits in both environments (0.62-0.69). Genetic correlations between the environments were significantly positive for body size traits (0.67-0.69), and high body condition in hatchery was also genetically linked to rapid growth in the seminatural environment (0.54). Additive and phenotypic growth variation increased in the seminatural environment, but scaling effects probably played a less significant role for G × E, compared to re-ranking of genotypes. Our results suggest that not only maternal effects, but also genetic effects, direct selection according to the environmental conditions experienced. Consistently high genetic variation in growth implies that, despite its low overall genetic diversity and long history in captive rearing (>50 years), this landlocked Atlantic salmon population still possesses adaptive potential for response to change from hatchery rearing back to more natural conditions.
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Affiliation(s)
- Matti Janhunen
- Natural Resources Institute Finland (Luke)JoensuuFinland
| | - Aslak Eronen
- Department of Environmental and Biological SciencesUniversity of Eastern FinlandJoensuuFinland
| | - Jukka Kekäläinen
- Department of Environmental and Biological SciencesUniversity of Eastern FinlandJoensuuFinland
| | - Craig R. Primmer
- Faculty of Biological and Environmental Sciences|Institute of BiotechnologyUniversity of HelsinkiHelsinkiFinland
| | - Iikki Donner
- Faculty of Biological and Environmental Sciences|Institute of BiotechnologyUniversity of HelsinkiHelsinkiFinland
| | | | - Hannu Huuskonen
- Department of Environmental and Biological SciencesUniversity of Eastern FinlandJoensuuFinland
| | - Raine Kortet
- Department of Environmental and Biological SciencesUniversity of Eastern FinlandJoensuuFinland
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3
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MacLeod KJ, While GM, Uller T. Viviparous mothers impose stronger glucocorticoid-mediated maternal stress effects on their offspring than oviparous mothers. Ecol Evol 2021; 11:17238-17259. [PMID: 34938505 PMCID: PMC8668768 DOI: 10.1002/ece3.8360] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Revised: 10/20/2021] [Accepted: 10/29/2021] [Indexed: 01/07/2023] Open
Abstract
Maternal stress during gestation has the potential to affect offspring development via changes in maternal physiology, such as increases in circulating levels of glucocorticoid hormones that are typical after exposure to a stressor. While the effects of elevated maternal glucocorticoids on offspring phenotype (i.e., "glucocorticoid-mediated maternal effects") have been relatively well established in laboratory studies, it remains poorly understood how strong and consistent such effects are in natural populations. Using a meta-analysis of studies of wild mammals, birds, and reptiles, we investigate the evidence for effects of elevated maternal glucocorticoids on offspring phenotype and investigate key moderators that might influence the strength and direction of these effects. In particular, we investigate the potential importance of reproductive mode (viviparity vs. oviparity). We show that glucocorticoid-mediated maternal effects are stronger, and likely more deleterious, in mammals and viviparous squamate reptiles compared with birds, turtles, and oviparous squamates. No other moderators (timing and type of manipulation, age at offspring measurement, or type of trait measured) were significant predictors of the strength or direction of the phenotypic effects on offspring. These results provide evidence that the evolution of a prolonged physiological association between embryo and mother sets the stage for maladaptive, or adaptive, prenatal stress effects in vertebrates driven by glucocorticoid elevation.
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4
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Venney CJ, Wellband KW, Heath DD. Rearing environment affects the genetic architecture and plasticity of DNA methylation in Chinook salmon. Heredity (Edinb) 2021; 126:38-49. [PMID: 32699390 PMCID: PMC7852867 DOI: 10.1038/s41437-020-0346-4] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2020] [Revised: 07/13/2020] [Accepted: 07/14/2020] [Indexed: 02/07/2023] Open
Abstract
Genetic architecture and phenotypic plasticity are important considerations when studying trait variation within and among populations. Since environmental change can induce shifts in the genetic architecture and plasticity of traits, it is important to consider both genetic and environmental sources of phenotypic variation. While there is overwhelming evidence for environmental effects on phenotype, the underlying mechanisms are less clear. Variation in DNA methylation is a potential mechanism mediating environmental effects on phenotype due to its sensitivity to environmental stimuli, transgenerational inheritance, and influences on transcription. To characterize the effect of environment on methylation, we created two 6 × 6 (North Carolina II) Chinook salmon breeding crosses and reared the offspring in two environments: uniform hatchery tanks and seminatural stream channels. We sampled the fish twice during development, at the alevin (larval) and fry (juvenile) stages. We measured DNA methylation at 13 genes using a PCR-based bisulfite sequencing protocol. The genetic architecture of DNA methylation differed between rearing environments, with greater additive and nonadditive genetic variance in hatchery fish and greater maternal effects in seminatural channel fish, though gene-specific variation was evident. We observed plasticity in methylation across all assayed genes, as well as gene-specific effects at two genes in alevin and six genes in fry, indicating developmental stage-specific effects of rearing environment on methylation. Characterizing genetic and environmental influences on methylation is critical for future studies on DNA methylation as a potential mechanism for acclimation and adaptation.
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Affiliation(s)
- Clare J Venney
- Great Lakes Institute for Environmental Research, University of Windsor, 401 Sunset Ave, Windsor, ON, N9B 3P4, Canada
| | - Kyle W Wellband
- Great Lakes Institute for Environmental Research, University of Windsor, 401 Sunset Ave, Windsor, ON, N9B 3P4, Canada
- Institut de Biologie Intégrative et des Systèmes, Université Laval, G1V 0A6, Québec City, QC, Canada
| | - Daniel D Heath
- Great Lakes Institute for Environmental Research, University of Windsor, 401 Sunset Ave, Windsor, ON, N9B 3P4, Canada.
- Department of Integrative Biology, University of Windsor, 401 Sunset Ave, Windsor, ON, N9B 3P4, Canada.
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5
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Rahman MM, Siddique A, Rahman MA, Rahman SM, Asaduzzaman M, Khanom M, Khatun MM, Hasan MM. The interactive effects of paternal size and offspring feeding strategy on offspring fitness of an Indian major carp
Labeo rohita
(Hamilton, 1822). AQUACULTURE RESEARCH 2020; 51:2421-2431. [DOI: 10.1111/are.14586] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2019] [Accepted: 02/18/2020] [Indexed: 09/27/2023]
Affiliation(s)
- Md. Moshiur Rahman
- Tokyo University of Marine Science and Technology Tokyo Japan
- Fisheries & Marine Resource Technology Discipline Khulna University Khulna Bangladesh
| | - Asif Siddique
- Fisheries & Marine Resource Technology Discipline Khulna University Khulna Bangladesh
| | - Md. Ashikur Rahman
- Fisheries & Marine Resource Technology Discipline Khulna University Khulna Bangladesh
| | - Sheikh Mustafizur Rahman
- Fisheries & Marine Resource Technology Discipline Khulna University Khulna Bangladesh
- Fish Resources Research Center King Faisal University Hofuf Al‐Ahsa Kingdom of Saudi Arabia
| | - Md. Asaduzzaman
- Department of Marine Bioresource Science Chittagong Veterinary and Animal Sciences University Chittagong Bangladesh
| | - Momotaz Khanom
- Fisheries & Marine Resource Technology Discipline Khulna University Khulna Bangladesh
| | - Mst. Muslima Khatun
- Fisheries & Marine Resource Technology Discipline Khulna University Khulna Bangladesh
| | - Md. Mehedi Hasan
- Fisheries & Marine Resource Technology Discipline Khulna University Khulna Bangladesh
- Sydney School of Veterinary Science Faculty of Science The University of Sydney Camden NSW Australia
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6
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White SJ, Wilson AJ. Evolutionary genetics of personality in the Trinidadian guppy I: maternal and additive genetic effects across ontogeny. Heredity (Edinb) 2018; 122:1-14. [PMID: 29773896 PMCID: PMC6288082 DOI: 10.1038/s41437-018-0082-1] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2018] [Accepted: 03/29/2018] [Indexed: 12/29/2022] Open
Abstract
Among-individual variation in behaviour is a widespread phenomenon, with several frameworks developed to explain its existence. Maternal effects, which can have significant influence over evolutionary processes, are an understudied source of behavioural variation. Maternal effects are not necessarily static, however, since their importance can change over offspring ontogeny, typically declining with age relative to additive genetic effects. Here, using a quantitative genetics approach, we test the prediction that maternal effects will influence age-specific risk-taking behaviour in Trinidadian guppies, Poecilia reticulata. Individuals were subject to a single open-field trial as juveniles and up to four repeat trials as adults, with five traits indicative of risk-taking behaviour measured in each trial. We then partitioned phenotypic variance into additive genetic (VA) and maternal identity (VM) components, in addition to testing brood size and maternal weight as specific sources of maternal effects. We found that VM had significant influence over juvenile traits, with very low VA estimates. Whereas, in adults, all traits were significantly heritable, with little support for VM. We also found a strong influence of maternal traits on juvenile behaviours as predicted, with significant, albeit smaller, effects found in adults. Maternal weight was heritable and itself subject to maternal effects. Thus, maternal weight is a likely source of maternal genetic effects that are expected to alter response to selection on personality in this system. More generally, our study highlights that while maternal effects can be an important source of personality variation, this varies over ontogeny of offspring.
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Affiliation(s)
- Stephen John White
- Centre for Ecology and Conservation, University of Exeter (Penryn Campus), Cornwall, TR10 9FE, UK.
| | - Alastair James Wilson
- Centre for Ecology and Conservation, University of Exeter (Penryn Campus), Cornwall, TR10 9FE, UK
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7
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Thorn MW, Morbey YE. Egg size and the adaptive capacity of early life history traits in Chinook salmon ( Oncorhynchus tshawytscha). Evol Appl 2018; 11:205-219. [PMID: 29387156 PMCID: PMC5775492 DOI: 10.1111/eva.12531] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2017] [Accepted: 08/03/2017] [Indexed: 12/14/2022] Open
Abstract
Offspring traits are greatly influenced by maternal effects, and these maternal effects may provide an important pathway through which populations can adapt to changing thermal environments. We investigated the effect of egg size on the among- and within-population variation in early life history traits among introduced Great Lakes Chinook salmon (Oncorhynchus tshawytscha) populations under varying thermal conditions. We reared Chinook salmon from three populations in a common-garden hatchery study at 6.5, 9.4, and 15.2°C and measured a variety of fitness-related traits during development. We found that most of the among-population variation in early life history traits was explained by egg size. However, the contribution of egg size to the among-population variation decreased with an increase in temperature suggesting that other effects, such as genetic, contribute at high temperature. Within populations, egg size explained much of the dam variance and maternal effect for traits in every temperature, whereas egg size generally had little to no influence on the sire variance and heritability. Overall, our results demonstrate the significant contribution egg size makes to shaping early life history phenotypes among and within populations, and suggest that egg size is an important pathway through which offspring phenotypes can evolve on contemporary timescales.
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Affiliation(s)
- Michael W Thorn
- Department of Biology University of Western Ontario London ON Canada
| | - Yolanda E Morbey
- Department of Biology University of Western Ontario London ON Canada
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8
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Genetic architecture of gene transcription in two Atlantic salmon (Salmo salar) populations. Heredity (Edinb) 2017; 119:117-124. [PMID: 28467401 DOI: 10.1038/hdy.2017.24] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2016] [Revised: 03/26/2017] [Accepted: 04/05/2017] [Indexed: 01/19/2023] Open
Abstract
Gene expression regulation has an important role in short-term acclimation and long-term adaptation to changing environments. However, the genetic architecture of gene expression has received much less attention than that of traditional phenotypic traits. In this study, we used a 5 × 5 full-factorial breeding design within each of two Atlantic salmon (Salmo salar) populations to characterize the genetic architecture of gene transcription. The two populations (LaHave and Sebago) are being used for reintroduction efforts into Lake Ontario, Canada. We used high-throughput quantitative real-time PCR to measure gene transcription levels for 22 genes in muscle tissue of Atlantic salmon fry. We tested for population differences in gene transcription and partitioned the transcription variance into additive genetic, non-additive genetic and maternal effects within each population. Interestingly, average additive genetic effects for gene transcription were smaller than those reported for traditional phenotypic traits in salmonids, suggesting that the evolutionary potential of gene transcription is lower than that of traditional traits. Contrary to expectations for early life stage traits, maternal effects were small. In general, the LaHave population had higher additive genetic effects for gene transcription than the Sebago population had, indicating that the LaHave fish have a higher adaptive potential to respond to the novel selection pressures associated with reintroduction into a novel environment. This study highlights not only the profound variation in gene transcription possible among salmonid populations but also the among-population variation in the underlying genetic architecture of such traits.
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9
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Forest AR, Semeniuk CAD, Heath DD, Pitcher TE. Additive and non-additive genetic components of the jack male life history in Chinook salmon (Oncorhynchus tshawytscha). Genetica 2016; 144:477-85. [PMID: 27450674 DOI: 10.1007/s10709-016-9917-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2015] [Accepted: 07/15/2016] [Indexed: 11/28/2022]
Abstract
Chinook salmon, Oncorhynchus tshawytscha, exhibit alternative reproductive tactics (ARTs) where males exist in two phenotypes: large "hooknose" males and smaller "jacks" that reach sexual maturity after only 1 year in seawater. The mechanisms that determine "jacking rate"-the rate at which males precociously sexually mature-are known to involve both genetics and differential growth rates, where individuals that become jacks exhibit higher growth earlier in life. The additive genetic components have been studied and it is known that jack sires produce significantly more jack offspring than hooknose sires, and vice versa. The current study was the first to investigate both additive and non-additive genetic components underlying jacking through the use of a full-factorial breeding design using all hooknose sires. The effect of dams and sires descendant from a marker-assisted broodstock program that identified "high performance" and "low performance" lines using growth- and survival-related gene markers was also studied. Finally, the relative growth of jack, hooknose, and female offspring was examined. No significant dam, sire, or interaction effects were observed in this study, and the maternal, additive, and non-additive components underlying jacking were small. Differences in jacking rates in this study were determined by dam performance line, where dams that originated from the low performance line produced significantly more jacks. Jack offspring in this study had a significantly larger body size than both hooknose males and females starting 1 year post-fertilization. This study provides novel information regarding the genetic architecture underlying ARTs in Chinook salmon that could have implications for the aquaculture industry, where jacks are not favoured due to their small body size and poor flesh quality.
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Affiliation(s)
- Adriana R Forest
- Great Lakes Institute for Environmental Research, University of Windsor, Ontario, N9B 3P4, Canada
| | - Christina A D Semeniuk
- Great Lakes Institute for Environmental Research, University of Windsor, Ontario, N9B 3P4, Canada
| | - Daniel D Heath
- Great Lakes Institute for Environmental Research, University of Windsor, Ontario, N9B 3P4, Canada
| | - Trevor E Pitcher
- Great Lakes Institute for Environmental Research, University of Windsor, Ontario, N9B 3P4, Canada. .,Department of Biological Sciences, University of Windsor, Windsor, ON, N9B 3P4, Canada.
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10
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Houde ALS, Wilson CC, Pitcher TE. Genetic architecture and maternal contributions of early-life survival in lake trout Salvelinus namaycush. JOURNAL OF FISH BIOLOGY 2016; 88:2088-2094. [PMID: 27097972 DOI: 10.1111/jfb.12965] [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: 07/17/2015] [Accepted: 02/22/2016] [Indexed: 06/05/2023]
Abstract
The influences of additive, non-additive and maternal effects on early survival (uneyed embryo survival, eyed embryo survival, alevin survival and overall survival to first feeding) were quantified in lake trout Salvelinus namaycush using a 7 × 7 full-factorial breeding design. Maternal effects followed by non-additive genetic effects explained around one third of the phenotypic variance of the survival traits. Although the amount of additive genetic effects were low (<1%), suggesting a limited potential of the traits to respond to new selection pressures, how maternal and non-additive genetic effects may respond to selection under certain circumstances are discussed.
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Affiliation(s)
- A L S Houde
- Department of Biological Sciences, University of Windsor, Windsor, ON, N9B 3P4, Canada
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON, N9B 3P4, Canada
| | - C C Wilson
- Aquatic Research and Monitoring Section, Ontario Ministry of Natural Resources and Forestry, Trent University, Peterborough, ON, K9J 7B8, Canada
| | - T E Pitcher
- Department of Biological Sciences, University of Windsor, Windsor, ON, N9B 3P4, Canada
- Great Lakes Institute for Environmental Research, University of Windsor, Windsor, ON, N9B 3P4, Canada
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11
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Rosengrave P, Montgomerie R, Gemmell N. Cryptic female choice enhances fertilization success and embryo survival in chinook salmon. Proc Biol Sci 2016; 283:20160001. [PMID: 27009221 PMCID: PMC4822462 DOI: 10.1098/rspb.2016.0001] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2016] [Accepted: 02/24/2016] [Indexed: 12/27/2022] Open
Abstract
In this study, we investigated two potentially important intersexual postcopulatory gametic interactions in a population of chinook salmon (Oncorhynchus tshawytscha): (i) the effect of female ovarian fluid (OF) on the behaviour of spermatozoa during fertilization and (ii) the effects of multilocus heterozygosity (MLH) (as an index of male quality) and female-male genetic relatedness on sperm behaviour and male fertilization success when there is sperm competition in the presence of that OF. To do this, we conducted a series of in vitro competitive fertilization experiments and found that, when ejaculates from two males are competing for access to a single female's unfertilized eggs, fertilization success was significantly biased towards the male whose sperm swam fastest in the female's OF. Embryo survival--a measure of fitness--was also positively correlated with both sperm swimming speed in OF and male MLH, providing novel evidence that cryptic female choice is adaptive for the female, enhancing the early survival of her offspring and potentially influencing her fitness.
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Affiliation(s)
- Patrice Rosengrave
- Department of Anatomy, University of Otago, Dunedin, New Zealand Allan Wilson Centre for Molecular Ecology and Evolution, Department of Anatomy University of Otago, Dunedin, New Zealand
| | - Robert Montgomerie
- Department of Biology, Queen's University, Kingston, Ontario, Canada K7 L 3N6
| | - Neil Gemmell
- Department of Anatomy, University of Otago, Dunedin, New Zealand Allan Wilson Centre for Molecular Ecology and Evolution, Department of Anatomy University of Otago, Dunedin, New Zealand
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12
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Houde ALS, Pitcher TE. fullfact: an R package for the analysis of genetic and maternal variance components from full factorial mating designs. Ecol Evol 2016; 6:1656-65. [PMID: 26909144 PMCID: PMC4752957 DOI: 10.1002/ece3.1943] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2015] [Revised: 12/10/2015] [Accepted: 12/11/2015] [Indexed: 11/25/2022] Open
Abstract
Full factorial breeding designs are useful for quantifying the amount of additive genetic, nonadditive genetic, and maternal variance that explain phenotypic traits. Such variance estimates are important for examining evolutionary potential. Traditionally, full factorial mating designs have been analyzed using a two‐way analysis of variance, which may produce negative variance values and is not suited for unbalanced designs. Mixed‐effects models do not produce negative variance values and are suited for unbalanced designs. However, extracting the variance components, calculating significance values, and estimating confidence intervals and/or power values for the components are not straightforward using traditional analytic methods. We introduce fullfact – an R package that addresses these issues and facilitates the analysis of full factorial mating designs with mixed‐effects models. Here, we summarize the functions of the fullfact package. The observed data functions extract the variance explained by random and fixed effects and provide their significance. We then calculate the additive genetic, nonadditive genetic, and maternal variance components explaining the phenotype. In particular, we integrate nonnormal error structures for estimating these components for nonnormal data types. The resampled data functions are used to produce bootstrap‐t confidence intervals, which can then be plotted using a simple function. We explore the fullfact package through a worked example. This package will facilitate the analyses of full factorial mating designs in R, especially for the analysis of binary, proportion, and/or count data types and for the ability to incorporate additional random and fixed effects and power analyses.
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Affiliation(s)
- Aimee Lee S Houde
- Department of Biological Sciences University of Windsor Windsor Ontario N9B 3P4 Canada; Great Lakes Institute for Environmental Research University of Windsor Windsor Ontario N9B 3P4 Canada
| | - Trevor E Pitcher
- Department of Biological Sciences University of Windsor Windsor Ontario N9B 3P4 Canada; Great Lakes Institute for Environmental Research University of Windsor Windsor Ontario N9B 3P4 Canada
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13
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Ibáñez B, Cervantes I, Gutiérrez JP, Goyache F, Moreno E. Estimates of direct and indirect effects for early juvenile survival in captive populations maintained for conservation purposes: the case of Cuvier's gazelle. Ecol Evol 2014; 4:4117-29. [PMID: 25505538 PMCID: PMC4242564 DOI: 10.1002/ece3.1280] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2014] [Accepted: 09/21/2014] [Indexed: 12/26/2022] Open
Abstract
Together with the avoidance of any negative impact of inbreeding, preservation of genetic variability for life-history traits that could undergo future selective pressure is a major issue in endangered species management programmes. However, most of these programmes ignore that, apart from the direct action of genes on such traits, parents, as contributors of offspring environment, can influence offspring performance through indirect parental effects (when parental genotype and phenotype exerts environmental influences on offspring phenotype independently of additive genetic effects). Using quantitative genetic models, we estimated the additive genetic variance for juvenile survival in a population of the endangered Cuvier's gazelle kept in captivity since 1975. The dataset analyzed included performance recording for 700 calves and a total pedigree of 740 individuals. Results indicated that in this population juvenile survival harbors significant additive genetic variance. The estimates of heritability obtained were in general moderate (0.115-0.457) and not affected by the inclusion of inbreeding in the models. Maternal genetic contribution to juvenile survival seems to be of major importance in this gazelle's population as well. Indirect genetic and indirect environmental effects assigned to mothers (i.e., maternal genetic and maternal permanent environmental effects) roughly explain a quarter of the total variance estimated for the trait analyzed. These findings have major evolutionary consequences for the species as show that offspring phenotypes can evolve strictly through changes in the environment provided by mothers. They are also relevant for the captive breeding programme of the species. To take into account, the contribution that mothers have on offspring phenotype through indirect genetic effects when designing pairing strategies might serve to identify those females with better ability to recruit, and, additionally, to predict reliable responses to selection in the captive population.
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Affiliation(s)
- Belén Ibáñez
- Departamento de Ecología Funcional y Evolutiva, Estación Experimental de Zonas Áridas (CSIC)Carretera de Sacramento s/n, La Cañada de San Urbano, Almería, E- 04120, Spain
| | - Isabel Cervantes
- Departamento de Producción Animal, Universidad Complutense de MadridAvda. Puerta de Hierro s/n, Madrid, E-28040, Spain
| | - Juan P Gutiérrez
- Departamento de Producción Animal, Universidad Complutense de MadridAvda. Puerta de Hierro s/n, Madrid, E-28040, Spain
| | - Félix Goyache
- Area de Genética y Reproducción Animal, SERIDA-DevaCamino de Rioseco 1225, Gijón, E-33394, Asturias, Spain
| | - Eulalia Moreno
- Departamento de Ecología Funcional y Evolutiva, Estación Experimental de Zonas Áridas (CSIC)Carretera de Sacramento s/n, La Cañada de San Urbano, Almería, E- 04120, Spain
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