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Pick JL, Khwaja N, Spence MA, Ihle M, Nakagawa S. Counter culture: causes, extent and solutions of systematic bias in the analysis of behavioural counts. PeerJ 2023; 11:e15059. [PMID: 37033727 PMCID: PMC10081455 DOI: 10.7717/peerj.15059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 02/22/2023] [Indexed: 04/07/2023] Open
Abstract
We often quantify the rate at which a behaviour occurs by counting the number of times it occurs within a specific, short observation period. Measuring behaviour in such a way is typically unavoidable but induces error. This error acts to systematically reduce effect sizes, including metrics of particular interest to behavioural and evolutionary ecologists such as R2, repeatability (intra-class correlation, ICC) and heritability. Through introducing a null model, the Poisson process, for modelling the frequency of behaviour, we give a mechanistic explanation of how this problem arises and demonstrate how it makes comparisons between studies and species problematic, because the magnitude of the error depends on how frequently the behaviour has been observed as well as how biologically variable the behaviour is. Importantly, the degree of error is predictable and so can be corrected for. Using the example of parental provisioning rate in birds, we assess the applicability of our null model for modelling the frequency of behaviour. We then survey recent literature and demonstrate that the error is rarely accounted for in current analyses. We highlight the problems that arise from this and provide solutions. We further discuss the biological implications of deviations from our null model, and highlight the new avenues of research that they may provide. Adopting our recommendations into analyses of behavioural counts will improve the accuracy of estimated effect sizes and allow meaningful comparisons to be made between studies.
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Affiliation(s)
- Joel L. Pick
- University of Sheffield, Sheffield, United Kingdom
- University of New South Wales, Sydney, Australia
- University of Edinburgh, Edinburgh, United Kingdom
| | - Nyil Khwaja
- University of Sheffield, Sheffield, United Kingdom
- University of Canterbury, Christchurch, New Zealand
| | - Michael A. Spence
- University of Sheffield, Sheffield, United Kingdom
- Centre for Environmental Fisheries and Aquaculture Science, Lowestoft, United Kingdom
| | - Malika Ihle
- University of Sheffield, Sheffield, United Kingdom
- Ludwig-Maximilians-Universität München, Munich, Germany
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Maraci Ö, Antonatou-Papaioannou A, Jünemann S, Engel K, Castillo-Gutiérrez O, Busche T, Kalinowski J, Caspers BA. Timing matters: age-dependent impacts of the social environment and host selection on the avian gut microbiota. MICROBIOME 2022; 10:202. [PMID: 36434663 PMCID: PMC9700942 DOI: 10.1186/s40168-022-01401-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 10/25/2022] [Indexed: 06/16/2023]
Abstract
BACKGROUND The establishment of the gut microbiota in early life is a critical process that influences the development and fitness of vertebrates. However, the relative influence of transmission from the early social environment and host selection throughout host ontogeny remains understudied, particularly in avian species. We conducted conspecific and heterospecific cross-fostering experiments in zebra finches (Taeniopygia guttata) and Bengalese finches (Lonchura striata domestica) under controlled conditions and repeatedly sampled the faecal microbiota of these birds over the first 3 months of life. We thus documented the development of the gut microbiota and characterised the relative impacts of the early social environment and host selection due to species-specific characteristics and individual genetic backgrounds across ontogeny by using 16S ribosomal RNA gene sequencing. RESULTS The taxonomic composition and community structure of the gut microbiota changed across ontogenetic stages; juvenile zebra finches exhibited higher alpha diversity than adults at the post-breeding stage. Furthermore, in early development, the microbial communities of juveniles raised by conspecific and heterospecific foster parents resembled those of their foster family, emphasising the importance of the social environment. In later stages, the social environment continued to influence the gut microbiota, but host selection increased in importance. CONCLUSIONS We provided a baseline description of the developmental succession of gut microbiota in zebra finches and Bengalese finches, which is a necessary first step for understanding the impact of the early gut microbiota on host fitness. Furthermore, for the first time in avian species, we showed that the relative strengths of the two forces that shape the establishment and maintenance of the gut microbiota (i.e. host selection and dispersal from the social environment) change during development, with host selection increasing in importance. This finding should be considered when experimentally manipulating the early-life gut microbiota. Our findings also provide new insights into the mechanisms of host selection. Video Abstract.
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Affiliation(s)
- Öncü Maraci
- Department of Behavioural Ecology, Bielefeld University, Bielefeld, Germany.
| | - Anna Antonatou-Papaioannou
- Evolutionary Biology, Bielefeld University, Bielefeld, Germany
- Institute of Biology-Zoology, Freie Universität Berlin, Berlin, Germany
| | - Sebastian Jünemann
- Institute for Bio- and Geosciences, Research Center Jülich, Jülich, Germany
- Faculty of Technology, Bielefeld University, Bielefeld, Germany
| | - Kathrin Engel
- Department of Behavioural Ecology, Bielefeld University, Bielefeld, Germany
| | - Omar Castillo-Gutiérrez
- Faculty of Technology, Bielefeld University, Bielefeld, Germany
- Center for Biotechnology (CeBiTec), Bielefeld University, Bielefeld, Germany
| | - Tobias Busche
- Center for Biotechnology (CeBiTec), Bielefeld University, Bielefeld, Germany
| | - Jörn Kalinowski
- Center for Biotechnology (CeBiTec), Bielefeld University, Bielefeld, Germany
| | - Barbara A Caspers
- Department of Behavioural Ecology, Bielefeld University, Bielefeld, Germany
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3
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Kumari R, Fazekas EA, Morvai B, Udvari EB, Dóra F, Zachar G, Székely T, Pogány Á, Dobolyi Á. Transcriptomics of Parental Care in the Hypothalamic-Septal Region of Female Zebra Finch Brain. Int J Mol Sci 2022; 23:ijms23052518. [PMID: 35269661 PMCID: PMC8910180 DOI: 10.3390/ijms23052518] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 02/21/2022] [Accepted: 02/22/2022] [Indexed: 02/07/2023] Open
Abstract
(1) Background: The objective of this study was to uncover genomic causes of parental care. Since birds do not lactate and, therefore, do not show the gene expressional changes required for lactation, we investigate gene expression associated with parenting in caring and non-caring females in an avian species, the small passerine bird zebra finch (Taeniopygia guttata). Here, we compare expression patterns in the hypothalamic–septal region since, previously, we showed that this area is activated in parenting females. (2) Methods: Transcriptome sequencing was first applied in a dissected part of the zebra finch brain related to taking care of the nestlings as compared to a control group of social pairs without nestlings. (3) Results: We found genes differentially expressed between caring and non-caring females. When introducing a log2fold change threshold of 1.5, 13 annotated genes were significantly upregulated in breeding pairs, while 39 annotated genes were downregulated. Significant enrichments of dopamine and acetylcholine biosynthetic processes were identified among upregulated pathways, while pro-opiomelanocortin and thyroid hormone pathways were downregulated, suggesting the importance of these systems in parental care. Network analysis further suggested neuro-immunological changes in mothers. (4) Conclusions: The results confirm the roles of several hypothesized major pathways in parental care, whereas novel pathways are also proposed.
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Affiliation(s)
- Rashmi Kumari
- MTA-ELTE Laboratory of Molecular and Systems Neurobiology, Eötvös Loránd Network of Research Excellence and Eötvös Loránd University, 1117 Budapest, Hungary; (R.K.); (E.A.F.); (E.B.U.)
- Department of Physiology and Neurobiology, Eötvös Loránd University, 1117 Budapest, Hungary
| | - Emese A. Fazekas
- MTA-ELTE Laboratory of Molecular and Systems Neurobiology, Eötvös Loránd Network of Research Excellence and Eötvös Loránd University, 1117 Budapest, Hungary; (R.K.); (E.A.F.); (E.B.U.)
- Department of Ethology, Eötvös Loránd University, 1117 Budapest, Hungary; (B.M.); (Á.P.)
| | - Boglárka Morvai
- Department of Ethology, Eötvös Loránd University, 1117 Budapest, Hungary; (B.M.); (Á.P.)
| | - Edina B. Udvari
- MTA-ELTE Laboratory of Molecular and Systems Neurobiology, Eötvös Loránd Network of Research Excellence and Eötvös Loránd University, 1117 Budapest, Hungary; (R.K.); (E.A.F.); (E.B.U.)
| | - Fanni Dóra
- Department of Anatomy, Histology and Embryology, Semmelweis University, 1093 Budapest, Hungary; (F.D.); (G.Z.)
| | - Gergely Zachar
- Department of Anatomy, Histology and Embryology, Semmelweis University, 1093 Budapest, Hungary; (F.D.); (G.Z.)
| | - Tamás Székely
- Milner Centre for Evolution, Department of Biology and Biochemistry, University of Bath, Bath BA2 7AY, UK;
| | - Ákos Pogány
- Department of Ethology, Eötvös Loránd University, 1117 Budapest, Hungary; (B.M.); (Á.P.)
| | - Árpád Dobolyi
- MTA-ELTE Laboratory of Molecular and Systems Neurobiology, Eötvös Loránd Network of Research Excellence and Eötvös Loránd University, 1117 Budapest, Hungary; (R.K.); (E.A.F.); (E.B.U.)
- Department of Physiology and Neurobiology, Eötvös Loránd University, 1117 Budapest, Hungary
- Correspondence: ; Tel.: +36-1-372-2500 (ext. 8775)
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Morvai B, Fazekas EA, Miklósi Á, Pogány Á. Genetic and Social Transmission of Parental Sex Roles in Zebra Finch Families. Front Ecol Evol 2022. [DOI: 10.3389/fevo.2021.799996] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Parental care plays a central, reinforcing role in the evolution of sex roles and its development is often reported to be driven by genetic, rather than environmental effects. Based on these studies, however, genetic inheritance does not account fully for the often-significant phenotypic variability observed within species, a variation that we hypothesized may be explained by social effects from parents. Following a full cross-fostering design, here we aimed at disentangling genetic and social parental effects in the ontogeny of parental behaviours. Clutches of eggs were swapped, and we monitored parental behaviours in two consecutive generations of a captive population of the socially monogamous, biparental zebra finch (Taeniopygia guttata). Using nest box cameras, parental behaviour was recorded for 3 h in two reproductive stages: on day 8 of incubation and day 10 post-hatching. These fostered birds, after becoming fully matured, received a pair randomly and we observed parental care of this second generation too, following the same protocol. We then compared various parental behaviours (such as time spent incubating, or number of nest attendances during offspring provisioning) in the second generation to those of their genetic and social parents. Based on the results of our experiment, both genetic and social effects can contribute to intergenerational transmission of specific parental behaviours, with various weights. However, the strongest and most consistent effect that we found is that of the current mate; a social effect that can manifest both in negative and positive directions, depending on the behavioural trait. Our study suggests context-specific and sexually different genetic, social and non-social environmental effects in the ontogeny of parental sex roles and outline the importance of parental negotiation in explaining individual variation of parental behaviour in biparental species.
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Ferdinandy B, Guerrero-Higueras ÁM, Verderber É, Rodríguez-Lera FJ, Miklósi Á. Exploratory study of introducing HPC to non-ICT researchers: institutional strategy is possibly needed for widespread adaption. THE JOURNAL OF SUPERCOMPUTING 2020; 77:4317-4331. [PMID: 33012984 PMCID: PMC7521077 DOI: 10.1007/s11227-020-03438-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 09/16/2020] [Indexed: 05/30/2023]
Abstract
Machine learning algorithms are becoming more and more useful in many fields of science, including many areas where computational methods are rarely used. High-performance Computing (HPC) is the most powerful solution to get the best results using these algorithms. HPC requires various skills to use. Acquiring this knowledge might be intimidating and take a long time for a researcher with small or no background in information and communications technologies (ICTs), even if the benefits of such knowledge is evident for the researcher. In this work, we aim to assess how a specific method of introducing HPC to such researchers enables them to start using HPC. We gave talks to two groups of non-ICT researchers that introduced basic concepts focusing on the necessary practical steps needed to use HPC on a specific cluster. We also offered hands-on trainings for one of the groups which aimed to guide participants through the first steps of using HPC. Participants filled out questionnaires partly based on Kirkpatrick's training evaluation model before and after the talk, and after the hands-on training. We found that the talk increased participants' self-reported likelihood of using HPC in their future research, but this was not significant for the group where participation was voluntary. On the contrary, very few researchers participated in the hands-on training, and for these participants neither the talk, nor the hands-on training changed their self-reported likelihood of using HPC in their future research. We argue that our findings show that academia and researchers would benefit from an environment that not only expects researchers to train themselves, but provides structural support for acquiring new skills.
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Affiliation(s)
| | | | - Éva Verderber
- Faculty of Education and Psychology, Eötvös Loránd University, Budapest, Hungary
| | | | - Ádám Miklósi
- MTA-ELTE Comparative Ethology Research Group, Budapest, Hungary
- Department of Ethology, Eötvös Loránd University, Budapest, Hungary
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Zachar G, Montagnese C, Fazekas EA, Kemecsei RG, Papp SM, Dóra F, Renner É, Csillag A, Pogány Á, Dobolyi A. Brain Distribution and Sexually Dimorphic Expression of Amylin in Different Reproductive Stages of the Zebra Finch ( Taeniopygia guttata) Suggest Roles of the Neuropeptide in Song Learning and Social Behaviour. Front Neurosci 2020; 13:1401. [PMID: 32009882 PMCID: PMC6971405 DOI: 10.3389/fnins.2019.01401] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Accepted: 12/12/2019] [Indexed: 11/24/2022] Open
Abstract
The expression of the recently identified neuropeptide, amylin, is restricted in rodents to the postpartum preoptic area and may play a role in the control of parental behaviours and food intake. These processes are substantially different between bird and rodent parents as birds do not lactate but often show biparental care of the offspring. To establish the presence and role of amylin in the bird brain, in the present study, we investigated the distribution of amylin in brains of adult male and female zebra finches in three different reproductive stages (i.e. paired without young, incubating eggs or provisioning nestlings) and in unpaired control birds living in same sex flocks. Amylin mRNA was identified in the hypothalamus of zebra finch by RT-PCR, which was also used to produce probes for in situ hybridisation. Subsequently, in situ hybridisation histochemistry was performed in brain sections, and the labelling signal was quantified and compared between the groups. Amylin showed a much wider brain distribution than that of rodents. A strong and, in some regions, sexually dimorphic label was found in the striatum and several brain regions of the social behavioural network in both males and females. Many regions responsible for the learning of birdsong also contained amylin-positive neurons, and some regions showed sex differences reflecting the fact that vocalisation is sexually dimorphic in the zebra finch: only males sing. Area X (Ar.X), a striatal song centre present only in males, was labelled in paired but not unpaired male. Ar.X, another song centre, the lateral part of the magnocellular nucleus of the anterior nidopallium (lMAN) also contained amylin and had higher amylin label in paired, as opposed to unpaired birds. The wider distribution of amylin in birds as compared to rodents suggests a more general role of amylin in social or other behaviours in avian species than in mammals. Alternatively, parental care in birds may be a more complex behavioural trait involving a wider set of brain regions. The sex differences in song centres, and the changes with reproductive status suggest a participation of amylin in social behaviours and related changes in the singing of males.
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Affiliation(s)
- Gergely Zachar
- Department of Anatomy, Histology and Embryology, Semmelweis University, Budapest, Hungary
| | - Catherine Montagnese
- Department of Anatomy, Histology and Embryology, Semmelweis University, Budapest, Hungary
| | - Emese A Fazekas
- MTA-ELTE Laboratory of Molecular and Systems Neurobiology, Department of Physiology and Neurobiology, Eötvös Loránd University and the Hungarian Academy of Sciences, Budapest, Hungary.,Department of Ethology, Eötvös Loránd University, Budapest, Hungary
| | - Róbert G Kemecsei
- Department of Anatomy, Histology and Embryology, Semmelweis University, Budapest, Hungary
| | - Szilvia M Papp
- Department of Anatomy, Histology and Embryology, Semmelweis University, Budapest, Hungary
| | - Fanni Dóra
- Human Brain Tissue Bank and Microdissection Laboratory, Semmelweis University, Budapest, Hungary
| | - Éva Renner
- Human Brain Tissue Bank and Microdissection Laboratory, Semmelweis University, Budapest, Hungary
| | - András Csillag
- Department of Anatomy, Histology and Embryology, Semmelweis University, Budapest, Hungary
| | - Ákos Pogány
- Department of Ethology, Eötvös Loránd University, Budapest, Hungary
| | - Arpád Dobolyi
- MTA-ELTE Laboratory of Molecular and Systems Neurobiology, Department of Physiology and Neurobiology, Eötvös Loránd University and the Hungarian Academy of Sciences, Budapest, Hungary
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7
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Fazekas EA, Morvai B, Zachar G, Dóra F, Székely T, Pogány Á, Dobolyi A. Neuronal activation in zebra finch parents associated with reintroduction of nestlings. J Comp Neurol 2019; 528:363-379. [PMID: 31423585 DOI: 10.1002/cne.24761] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2019] [Revised: 08/14/2019] [Accepted: 08/14/2019] [Indexed: 12/23/2022]
Abstract
Recent studies of the brain mechanisms of parental behaviors have mainly focused on rodents. Using other vertebrate taxa, such as birds, can contribute to a more comprehensive, evolutionary view. In the present study, we investigated a passerine songbird, the zebra finch (Taeniopygia guttata), with a biparental caring system. Parenting-related neuronal activation was induced by first temporarily removing the nestlings, and then, either reuniting the focal male or female parent with the nestlings (parental group) or not (control group). To identify activated neurons, the immediate early gene product, Fos protein, was labeled. Both parents showed an increased level of parental behavior following reunion with the nestlings, and no sexual dimorphism occurred in the neuronal activation pattern. Offspring-induced parental behavior-related neuronal activation was found in the preoptic, ventromedial (VMH), paraventricular hypothalamic nuclei, and in the bed nucleus of the stria terminalis. In addition, the number of Fos-immunoreactive (Fos-ir) neurons in the nucleus accumbens predicted the frequency of the feeding of the nestlings. No difference was found in Fos expression when the effect of isolation or the presence of the mate was examined. Thus, our study identified a number of nuclei involved in parental care in birds and suggests similar regulatory mechanisms in caring females and males. The activated brain regions show similarities to rodents, while a generally lower number of brain regions were activated in the zebra finch. Furthermore, future studies are necessary to establish the role of the apparently avian-specific neuronal activation in the VMH of zebra finch parents.
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Affiliation(s)
- Emese A Fazekas
- MTA-ELTE Laboratory of Molecular and Systems Neurobiology, Department of Physiology and Neurobiology, Hungary Hungarian Academy of Sciences and Eötvös Loránd University, Budapest, Hungary.,Department of Ethology, Eötvös Loránd University, Budapest, Hungary
| | - Boglárka Morvai
- Department of Ethology, Eötvös Loránd University, Budapest, Hungary
| | - Gergely Zachar
- Department of Anatomy, Histology and Embryology, Semmelweis University, Budapest, Hungary
| | - Fanni Dóra
- SE-NAP-Human Brain Tissue Bank Microdissection Laboratory and Laboratory of Neuromorphology, Department of Anatomy, Histology and Embryology, Semmelweis University, Budapest, Hungary
| | - Tamás Székely
- Milner Center for Evolution, Department of Biology and Biochemistry, University of Bath, Bath, UK
| | - Ákos Pogány
- Department of Ethology, Eötvös Loránd University, Budapest, Hungary
| | - Arpád Dobolyi
- MTA-ELTE Laboratory of Molecular and Systems Neurobiology, Department of Physiology and Neurobiology, Hungary Hungarian Academy of Sciences and Eötvös Loránd University, Budapest, Hungary
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Pogány Á, Morvai B, Krause ET, Kitsios E, Böhm T, Ruploh T, von Engelhardt N, Székely T, Komdeur J, Miklósi Á, Krüger O. Short- and Long-Term Social Effects of Parental Sex Roles in Zebra Finches. Front Ecol Evol 2019. [DOI: 10.3389/fevo.2019.00294] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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9
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Krause ET, Krüger O, Pogány Á. Zebra finch nestlings, rather than parents, suffer from raising broods under low nutritional conditions. Behav Ecol Sociobiol 2017. [DOI: 10.1007/s00265-017-2382-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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10
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Honarmand M, Krause ET, Naguib M. Implications of nutritional stress as nestling or fledgling on subsequent attractiveness and fecundity in zebra finches ( Taeniopygia guttata). PeerJ 2017; 5:e3628. [PMID: 28852585 PMCID: PMC5572542 DOI: 10.7717/peerj.3628] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2017] [Accepted: 07/10/2017] [Indexed: 11/20/2022] Open
Abstract
The conditions an organism experiences during early development can have profound and long lasting effects on its subsequent behavior, attractiveness, and life history decisions. Most previous studies have exposed individuals to different conditions throughout development until nutritional independence. Yet under natural conditions, individuals may experience limitations for much shorter periods due to transient environmental fluctuations. Here, we used zebra finches (Taeniopygia guttata) in captivity to determine if conditions experienced during distinctly different early developmental phases contribute differently to male and female attractiveness and subsequent reproduction. We conducted a breeding experiment in which offspring were exposed to food regimes with (a) low quality food provided only during the nestling period, (b) low quality food provided only during the fledgling period, or (c) high quality food throughout early development. We show that despite short-term effects on biometry and physiology, there were no effects on either male or female attractiveness, as tested in two-way mate choice free-flight aviary experiments. In a subsequent breeding experiment, the offspring from the initial experiment were allowed to breed themselves. The next generation offspring from mothers raised under lower quality nutrition as either nestling or fledging were lighter at hatching compared to offspring from mothers raised under higher quality nutrition whereas paternal early nutrition had no such effects. The lack of early developmental limitations on attractiveness suggests that attractiveness traits were not affected or that birds compensated for any such effects. Furthermore, maternal trans-generational effects of dietary restrictions emphasize the importance of role of limited periods of early developmental stress in the expression of environmentally determined fitness components.
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Affiliation(s)
- Mariam Honarmand
- Department of Animal Behaviour, Bielefeld University, Bielefeld, Germany
| | - E Tobias Krause
- Department of Animal Behaviour, Bielefeld University, Bielefeld, Germany.,Institute of Animal Welfare and Animal Husbandry, Friedrich-Loeffler-Institut, Celle, Germany
| | - Marc Naguib
- Department of Animal Behaviour, Bielefeld University, Bielefeld, Germany.,Behavioural Ecology Group, Wageningen University & Research, Wageningen, The Netherlands
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