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Genovart M, Klementisová K, Oro D, Fernández-López P, Bertolero A, Bartumeus F. Inferring the age of breeders from easily measurable variables. Sci Rep 2022; 12:15851. [PMID: 36151237 PMCID: PMC9508115 DOI: 10.1038/s41598-022-19381-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Accepted: 08/29/2022] [Indexed: 11/24/2022] Open
Abstract
Age drives differences in fitness components typically due to lower performances of younger and senescent individuals, and changes in breeding age structure influence population dynamics and persistence. However, determining age and age structure is challenging in most species, where distinctive age features are lacking and available methods require substantial efforts or invasive procedures. Here we explore the potential to assess the age of breeders, or at least to identify young and senescent individuals, by measuring some breeding parameters partially driven by age (e.g. egg volume in birds). Taking advantage of a long-term population monitored seabird, we first assessed whether age influenced egg volume, and identified other factors driving this trait by using general linear models. Secondly, we developed and evaluated a machine learning algorithm to assess the age of breeders using measurable variables. We confirmed that both younger and older individuals performed worse (less and smaller eggs) than middle-aged individuals. Our ensemble training algorithm was only able to distinguish young individuals, but not senescent breeders. We propose to test the combined use of field monitoring, classic regression analysis and machine learning methods in other wild populations were measurable breeding parameters are partially driven by age, as a possible tool for assessing age structure in the wild.
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Affiliation(s)
- Meritxell Genovart
- CEAB (CSIC), Carrer Accés Cala Sant Francesc, 14, 17300, Blanes, Catalonia, Spain. .,IMEDEA (CSIC-UIB), Miquel Marquès 21, 07190, Esporles, Balearic Islands, Spain.
| | | | - Daniel Oro
- CEAB (CSIC), Carrer Accés Cala Sant Francesc, 14, 17300, Blanes, Catalonia, Spain
| | - Pol Fernández-López
- CEAB (CSIC), Carrer Accés Cala Sant Francesc, 14, 17300, Blanes, Catalonia, Spain
| | - Albert Bertolero
- Associació Ornitològica Picampall de les Terres de l'Ebre, Amposta, Catalonia, Spain
| | - Frederic Bartumeus
- CEAB (CSIC), Carrer Accés Cala Sant Francesc, 14, 17300, Blanes, Catalonia, Spain.,CREAF, Cerdanyola del Vallès, 08193, Barcelona, Catalonia, Spain.,ICREA, Passeig Lluis Companys 23, 08010, Barcelona, Catalonia, Spain
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Thompson CF, Hodges KE, Mortimer NT, Vrailas-Mortimer AD, Sakaluk SK, Hauber ME. Avian eggshell coloration predicts shell-matrix protoporphyrin content. CAN J ZOOL 2022; 100:77-81. [PMID: 35185156 PMCID: PMC8855982 DOI: 10.1139/cjz-2021-0134] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2023]
Abstract
Avian eggshell pigmentation may provide information about a female's physiological condition, in particular her state of oxidative balance. Previously we found that female house wrens (Troglodytes aedon Vieillot, 1809) with lighter, less-maculated, and redder ground-colored shells were older and produced heavier offspring than females laying darker, browner eggs. The strong pro-oxidant protoporphyrin is responsible for this species' eggshell pigmentation, so differences in pigmentary coloration may be related to eggshell protoporphyrin content and reflect female oxidative balance and condition during egg-formation. Therefore, we tested the assumption that egg-surface coloration is related to the amount of protoporphyrin in the shell matrix. We analyzed digital photographs of eggs to determine maculation coverage as a measure of the overall ground coloration of the egg and its red-, green-, and blue-channel pixel values. Pigments were then extracted from these same eggs and analyzed using high-performance liquid chromatography. There was a strong, positive relationship between eggshell redness and protoporphyrin content of eggshells, but no relationship between percent maculation and protoporphyrin content. Thus, when older, larger females deposit more protoporphyrin in their eggshells, this may reflect a tolerance for high levels of circulating protoporphyrin or an effective mechanism for off-loading protoporphyrin into the eggshell matrix.
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Affiliation(s)
- Charles F Thompson
- School of Biological Sciences, Illinois State University, Normal, Illinois, USA
| | - Kara E Hodges
- School of Biological Sciences, Illinois State University, Normal, Illinois, USA
| | - Nathan T Mortimer
- School of Biological Sciences, Illinois State University, Normal, Illinois, USA
| | | | - Scott K Sakaluk
- School of Biological Sciences, Illinois State University, Normal, Illinois, USA
| | - Mark E Hauber
- Department of Evolution, Ecology, and Behavior, School of Integrative Biology, University of Illinois at Urbana-Champaign, Illinois, USA
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Díaz-Lora S, Pérez-Contreras T, Azcárate-García M, Peralta-Sánchez JM, Martínez-Bueno M, José Soler J, Martín-Vivaldi M. Cosmetic coloration of cross-fostered eggs affects paternal investment in the hoopoe ( Upupa epops). Proc Biol Sci 2021; 288:20203174. [PMID: 33947236 PMCID: PMC8097196 DOI: 10.1098/rspb.2020.3174] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Accepted: 04/06/2021] [Indexed: 11/12/2022] Open
Abstract
The signalling hypothesis suggests that avian eggshell coloration is a sexually selected female signal advertising her quality to its male partner, thereby stimulating his provisioning rate. This hypothesis has been tested for structural eggshell pigments, but not for cosmetic colorations, such as that produced by the uropygial secretion on eggshells. During the breeding season, female hoopoes (Upupa epops) host in their uropygial glands symbiotic bacteria. Females actively smear the eggshells with their secretion, protecting embryos from pathogenic trans-shell infections and changing eggshell coloration. Because the colour of the secretions is related to their antimicrobial potential, cosmetic eggshell coloration may act as a cue or even as a post-mating sexually selected signal if it affects male provisioning rates. To experimentally test this hypothesis, we cross-fostered already-smeared clutches between hoopoe nests, and quantified male feeding behaviour to females before and after the experiment. This approach allows disentanglement of the effects of female quality and of egg coloration on male investment. In accordance with the hypothesis, males adjusted their provisioning rate to the eggshell cosmetic coloration. This is, to our knowledge, the first experimental demonstration that egg colour stained with uropygial secretion could act as a post-mating sexual signal of female quality to males.
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Affiliation(s)
- Silvia Díaz-Lora
- Departamento de Zoología, Facultad de Ciencias, Universidad de Granada (UGR), Granada, Spain
| | - Tomás Pérez-Contreras
- Departamento de Zoología, Facultad de Ciencias, Universidad de Granada (UGR), Granada, Spain
- Unidad asociada: Coevolución: cucos, hospedadores y bacterias simbiontes, Universidad de Granada (UGR), Granada, Spain
| | - Manuel Azcárate-García
- Departamento de Ecología Funcional y Evolutiva, Estación Experimental de Zonas Áridas (EEZA-CSIC), Almería, Spain
| | | | - Manuel Martínez-Bueno
- Departamento de Microbiología, Facultad de Ciencias, Universidad de Granada (UGR), Granada, Spain
- Unidad asociada: Coevolución: cucos, hospedadores y bacterias simbiontes, Universidad de Granada (UGR), Granada, Spain
| | - Juan José Soler
- Unidad asociada: Coevolución: cucos, hospedadores y bacterias simbiontes, Universidad de Granada (UGR), Granada, Spain
- Departamento de Ecología Funcional y Evolutiva, Estación Experimental de Zonas Áridas (EEZA-CSIC), Almería, Spain
| | - Manuel Martín-Vivaldi
- Departamento de Zoología, Facultad de Ciencias, Universidad de Granada (UGR), Granada, Spain
- Unidad asociada: Coevolución: cucos, hospedadores y bacterias simbiontes, Universidad de Granada (UGR), Granada, Spain
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Hodges KE, Mortimer NT, Vrailas-Mortimer AD, Sakaluk SK, Thompson CF. Connecting the dots: avian eggshell pigmentation, female condition and paternal provisioning effort. Biol J Linn Soc Lond 2020; 130:114-127. [PMID: 32394988 DOI: 10.1093/biolinnean/blaa002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2019] [Revised: 01/03/2020] [Accepted: 01/04/2020] [Indexed: 12/13/2022]
Abstract
Differences in avian eggshell pigmentation could be an honest signal of female quality that males use to inform their nestling provisioning effort. We investigated whether among-individual variation in protoporphyrin-based eggshell pigmentation in house wrens (Troglodytes aedon) reflects female fitness-associated traits and whether males use that information. Females laying lighter clutches were older and larger than females laying darker clutches. Nestlings hatching from lighter clutches had greater size-corrected mass on post-hatch day 11, a measure that strongly predicts survival and recruitment to the breeding population. To test whether male provisioning effort responds to clutch pigmentation, we used a reciprocal clutch cross-fostering design, swapping dark with light clutches and light with dark; in controls, we swapped light with light clutches and dark with dark. Shortly before hatching, clutches were returned to their original nest to avoid confounding effects of nestling quality on male provisioning. Contrary to the sexual selection hypothesis, clutch pigmentation had no effect on male provisioning. Males were probably able to observe eggshell pigmentation and thus had information about female quality, but they did not use this information to modulate their nestling provisioning. This may be because of constraints on species-specific reproductive opportunities, or because variation in eggshell protoporphyrin serves other functions.
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Affiliation(s)
- Kara E Hodges
- School of Biological Sciences, Illinois State University,Normal,IL,USA
| | - Nathan T Mortimer
- School of Biological Sciences, Illinois State University,Normal,IL,USA
| | | | - Scott K Sakaluk
- School of Biological Sciences, Illinois State University,Normal,IL,USA
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