Cargando…

Understanding the unexplained: The magnitude and correlates of individual differences in residual variance

Behavioral and physiological ecologists have long been interested in explaining the causes and consequences of trait variation, with a focus on individual differences in mean values. However, the majority of phenotypic variation typically occurs within individuals, rather than among individuals (as...

Descripción completa

Detalles Bibliográficos
Autores principales: Mitchell, David J., Beckmann, Christa, Biro, Peter A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8216950/
https://www.ncbi.nlm.nih.gov/pubmed/34188806
http://dx.doi.org/10.1002/ece3.7603
_version_ 1783710525892329472
author Mitchell, David J.
Beckmann, Christa
Biro, Peter A.
author_facet Mitchell, David J.
Beckmann, Christa
Biro, Peter A.
author_sort Mitchell, David J.
collection PubMed
description Behavioral and physiological ecologists have long been interested in explaining the causes and consequences of trait variation, with a focus on individual differences in mean values. However, the majority of phenotypic variation typically occurs within individuals, rather than among individuals (as indicated by average repeatability being less than 0.5). Recent studies have further shown that individuals can also differ in the magnitude of variation that is unexplained by individual variation or environmental factors (i.e., residual variation). The significance of residual variation, or why individuals differ, is largely unexplained, but is important from evolutionary, methodological, and statistical perspectives. Here, we broadly reviewed literature on individual variation in behavior and physiology, and located 39 datasets with sufficient repeated measures to evaluate individual differences in residual variance. We then analyzed these datasets using methods that permit direct comparisons of parameters across studies. This revealed substantial and widespread individual differences in residual variance. The magnitude of individual variation appeared larger in behavioral traits than in physiological traits, and heterogeneity was greater in more controlled situations. We discuss potential ecological and evolutionary implications of individual differences in residual variance and suggest productive future research directions.
format Online
Article
Text
id pubmed-8216950
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher John Wiley and Sons Inc.
record_format MEDLINE/PubMed
spelling pubmed-82169502021-06-28 Understanding the unexplained: The magnitude and correlates of individual differences in residual variance Mitchell, David J. Beckmann, Christa Biro, Peter A. Ecol Evol Reviews Behavioral and physiological ecologists have long been interested in explaining the causes and consequences of trait variation, with a focus on individual differences in mean values. However, the majority of phenotypic variation typically occurs within individuals, rather than among individuals (as indicated by average repeatability being less than 0.5). Recent studies have further shown that individuals can also differ in the magnitude of variation that is unexplained by individual variation or environmental factors (i.e., residual variation). The significance of residual variation, or why individuals differ, is largely unexplained, but is important from evolutionary, methodological, and statistical perspectives. Here, we broadly reviewed literature on individual variation in behavior and physiology, and located 39 datasets with sufficient repeated measures to evaluate individual differences in residual variance. We then analyzed these datasets using methods that permit direct comparisons of parameters across studies. This revealed substantial and widespread individual differences in residual variance. The magnitude of individual variation appeared larger in behavioral traits than in physiological traits, and heterogeneity was greater in more controlled situations. We discuss potential ecological and evolutionary implications of individual differences in residual variance and suggest productive future research directions. John Wiley and Sons Inc. 2021-05-03 /pmc/articles/PMC8216950/ /pubmed/34188806 http://dx.doi.org/10.1002/ece3.7603 Text en © 2021 The Authors. Ecology and Evolution published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Reviews
Mitchell, David J.
Beckmann, Christa
Biro, Peter A.
Understanding the unexplained: The magnitude and correlates of individual differences in residual variance
title Understanding the unexplained: The magnitude and correlates of individual differences in residual variance
title_full Understanding the unexplained: The magnitude and correlates of individual differences in residual variance
title_fullStr Understanding the unexplained: The magnitude and correlates of individual differences in residual variance
title_full_unstemmed Understanding the unexplained: The magnitude and correlates of individual differences in residual variance
title_short Understanding the unexplained: The magnitude and correlates of individual differences in residual variance
title_sort understanding the unexplained: the magnitude and correlates of individual differences in residual variance
topic Reviews
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8216950/
https://www.ncbi.nlm.nih.gov/pubmed/34188806
http://dx.doi.org/10.1002/ece3.7603
work_keys_str_mv AT mitchelldavidj understandingtheunexplainedthemagnitudeandcorrelatesofindividualdifferencesinresidualvariance
AT beckmannchrista understandingtheunexplainedthemagnitudeandcorrelatesofindividualdifferencesinresidualvariance
AT biropetera understandingtheunexplainedthemagnitudeandcorrelatesofindividualdifferencesinresidualvariance