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支持向量机解释林姬鼠(Apodemus sylvaticus)生理应激反应。

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

机构信息

Departamento de Biología, Unidad de Zoología, Universidad Autónoma de Madrid, c/Darwin 2, Campus Universitario de Cantoblanco, 28049, Madrid, Spain.

Escuela de Medicina Veterinaria, Facultad de Ecología y Recursos Naturales, Universidad Andrés Bello, Santiago de Chile, Chile.

出版信息

Sci Rep. 2018 Feb 7;8(1):2562. doi: 10.1038/s41598-018-20646-0.

DOI:10.1038/s41598-018-20646-0
PMID:29416078
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5803235/
Abstract

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.

摘要

生理应激反应是猎物物种生存的关键适应机制。本文旨在确定更好地解释林姬鼠(Apodemus sylvaticus)应激反应的主要环境和/或个体因素。我们分析了三年间采集的野生林姬鼠粪便样本中粪便皮质酮代谢物(FCM)浓度的季节性变化,FCM 浓度被广泛用作生理应激反应的准确衡量指标。然后,我们根据不同的应激源建立了支持向量机来预测 FCM 浓度。这些统计工具似乎特别适用于维度数量较大的小数据集,这证实了应激反应是一个极其复杂的过程,其中多个因素可以同时以依赖于环境的方式参与,即每个潜在应激源的作用会随时间变化而变化,取决于其他应激源。然而,空气湿度、温度和体重使我们能够解释 98%的样本中 FCM 的波动。空气湿度和温度改变 FCM 水平的相关性可能与丰富的植被覆盖有关,因此与食物的可获得性和捕食风险感知有关。体重可能与繁殖和其他种内关系(如社会优势或领地行为)产生的压力有关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/7790d030636c/41598_2018_20646_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/6f5620d9b2bf/41598_2018_20646_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/bdd90bd3fe78/41598_2018_20646_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/80e9e4b54c0f/41598_2018_20646_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/a7b52021334c/41598_2018_20646_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/e81c34fccbf6/41598_2018_20646_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/2dba94c94f51/41598_2018_20646_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/7790d030636c/41598_2018_20646_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/6f5620d9b2bf/41598_2018_20646_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/bdd90bd3fe78/41598_2018_20646_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/80e9e4b54c0f/41598_2018_20646_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/a7b52021334c/41598_2018_20646_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/e81c34fccbf6/41598_2018_20646_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/2dba94c94f51/41598_2018_20646_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c0a/5803235/7790d030636c/41598_2018_20646_Fig7_HTML.jpg

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