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Support vector machines for explaining physiological stress response in Wood mice (Apodemus sylvaticus)

Physiological stress response is a crucial adaptive mechanism for prey species survival. This paper aims to identify the main environmental and/or individual factors better explaining the stress response in Wood mice, Apodemus sylvaticus. We analyzed alterations in fecal glucocorticoid metabolite (F...

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Autores principales: Sánchez-González, Beatriz, Barja, Isabel, Piñeiro, Ana, Hernández-González, M. Carmen, Silván, Gema, Illera, Juan Carlos, Latorre, Roberto
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5803235/
https://www.ncbi.nlm.nih.gov/pubmed/29416078
http://dx.doi.org/10.1038/s41598-018-20646-0
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author Sánchez-González, Beatriz
Barja, Isabel
Piñeiro, Ana
Hernández-González, M. Carmen
Silván, Gema
Illera, Juan Carlos
Latorre, Roberto
author_facet Sánchez-González, Beatriz
Barja, Isabel
Piñeiro, Ana
Hernández-González, M. Carmen
Silván, Gema
Illera, Juan Carlos
Latorre, Roberto
author_sort Sánchez-González, Beatriz
collection PubMed
description Physiological stress response is a crucial adaptive mechanism for prey species survival. This paper aims to identify the main environmental and/or individual factors better explaining the stress response in Wood mice, Apodemus sylvaticus. We analyzed alterations in fecal glucocorticoid metabolite (FCM) concentration – extensively used as an accurate measure of the physiological stress response – of wild mice fecal samples seasonally collected during three years. Then, support vector machines were built to predict said concentration according to different stressors. These statistical tools appear to be particularly suitable for small datasets with substantial number of dimensions, corroborating that the stress response is an extremely complex process in which multiple factors can simultaneously partake in a context-dependent manner, i.e., the role of each potential stressor varies in time depending on other stressors. However, air-humidity, temperature and body-weight allowed us to explain the FCM fluctuation in 98% of our samples. The relevance of air-humidity and temperature altering FCM level could be linked to the presence of an abundant vegetation cover and, therefore, to food availability and predation risk perception. Body-weight might be related to the stress produced by reproduction and other intraspecific relationships such as social dominance or territorial behavior.
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spelling pubmed-58032352018-02-14 Support vector machines for explaining physiological stress response in Wood mice (Apodemus sylvaticus) Sánchez-González, Beatriz Barja, Isabel Piñeiro, Ana Hernández-González, M. Carmen Silván, Gema Illera, Juan Carlos Latorre, Roberto Sci Rep Article Physiological stress response is a crucial adaptive mechanism for prey species survival. This paper aims to identify the main environmental and/or individual factors better explaining the stress response in Wood mice, Apodemus sylvaticus. We analyzed alterations in fecal glucocorticoid metabolite (FCM) concentration – extensively used as an accurate measure of the physiological stress response – of wild mice fecal samples seasonally collected during three years. Then, support vector machines were built to predict said concentration according to different stressors. These statistical tools appear to be particularly suitable for small datasets with substantial number of dimensions, corroborating that the stress response is an extremely complex process in which multiple factors can simultaneously partake in a context-dependent manner, i.e., the role of each potential stressor varies in time depending on other stressors. However, air-humidity, temperature and body-weight allowed us to explain the FCM fluctuation in 98% of our samples. The relevance of air-humidity and temperature altering FCM level could be linked to the presence of an abundant vegetation cover and, therefore, to food availability and predation risk perception. Body-weight might be related to the stress produced by reproduction and other intraspecific relationships such as social dominance or territorial behavior. Nature Publishing Group UK 2018-02-07 /pmc/articles/PMC5803235/ /pubmed/29416078 http://dx.doi.org/10.1038/s41598-018-20646-0 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Sánchez-González, Beatriz
Barja, Isabel
Piñeiro, Ana
Hernández-González, M. Carmen
Silván, Gema
Illera, Juan Carlos
Latorre, Roberto
Support vector machines for explaining physiological stress response in Wood mice (Apodemus sylvaticus)
title Support vector machines for explaining physiological stress response in Wood mice (Apodemus sylvaticus)
title_full Support vector machines for explaining physiological stress response in Wood mice (Apodemus sylvaticus)
title_fullStr Support vector machines for explaining physiological stress response in Wood mice (Apodemus sylvaticus)
title_full_unstemmed Support vector machines for explaining physiological stress response in Wood mice (Apodemus sylvaticus)
title_short Support vector machines for explaining physiological stress response in Wood mice (Apodemus sylvaticus)
title_sort support vector machines for explaining physiological stress response in wood mice (apodemus sylvaticus)
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5803235/
https://www.ncbi.nlm.nih.gov/pubmed/29416078
http://dx.doi.org/10.1038/s41598-018-20646-0
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