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Exhaustive Multi-Parametric Assessment of the Behavioral Array of Daily Activities of Mice Using Cluster and Factor Analysis
Using automated supervised behavioral assessment software, we recorded and analyzed 24 h non-interrupted recordings of mice for a duration of 11 days. With the assistance of free R programming, we used correlation matrix-based hierarchical clustering and factor analysis to separate the 33 activities...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6125369/ https://www.ncbi.nlm.nih.gov/pubmed/30214401 http://dx.doi.org/10.3389/fnbeh.2018.00187 |
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author | Yamamoto, Kenzo Gris, Katsiaryna V. Sotelo Fonseca, Jesús E. Gharagozloo, Marjan Mahmoud, Shaimaa Simard, Camille Houle-Martel, Daphné Cloutier, Theodore Gris, Pavel Gris, Denis |
author_facet | Yamamoto, Kenzo Gris, Katsiaryna V. Sotelo Fonseca, Jesús E. Gharagozloo, Marjan Mahmoud, Shaimaa Simard, Camille Houle-Martel, Daphné Cloutier, Theodore Gris, Pavel Gris, Denis |
author_sort | Yamamoto, Kenzo |
collection | PubMed |
description | Using automated supervised behavioral assessment software, we recorded and analyzed 24 h non-interrupted recordings of mice for a duration of 11 days. With the assistance of free R programming, we used correlation matrix-based hierarchical clustering and factor analysis to separate the 33 activities into meaningful clusters and groups without losing the exhaustive nature of the findings. These groups represent novel meaningful behavioral patterns exhibited by mice in home cage. Thirty-three activities were separated into 5 clusters based on dissimilarity between activities and 6 factors based on statistical modeling. Using these two methods, we describe and compare behavioral arrays of two groups of animals: 1. Continuously recorded for 11 days in social isolation and 2. Intermittently socially isolated for recording on days 1, 3, 5, 8, and 10, while socializing on the other days. This is the first work to our knowledge that interprets mouse home cage activities throughout a 24 h period and proposes a base line of a daily routine of a healthy C57Bl/6J mouse that can be used for various experimental paradigms, including disease, neuroinflammation, or drug testing to trace behavioral changes that follow intervention. In this work, we defined the necessary acclimatization period for the 24 h recording paradigm of home cage behavior. We demonstrated the behavioral changes that are associated with the effect of social isolation, intermittent socialization, and re-introduction to a familiar home cage. We provide the full description of the codes used in R. |
format | Online Article Text |
id | pubmed-6125369 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-61253692018-09-13 Exhaustive Multi-Parametric Assessment of the Behavioral Array of Daily Activities of Mice Using Cluster and Factor Analysis Yamamoto, Kenzo Gris, Katsiaryna V. Sotelo Fonseca, Jesús E. Gharagozloo, Marjan Mahmoud, Shaimaa Simard, Camille Houle-Martel, Daphné Cloutier, Theodore Gris, Pavel Gris, Denis Front Behav Neurosci Neuroscience Using automated supervised behavioral assessment software, we recorded and analyzed 24 h non-interrupted recordings of mice for a duration of 11 days. With the assistance of free R programming, we used correlation matrix-based hierarchical clustering and factor analysis to separate the 33 activities into meaningful clusters and groups without losing the exhaustive nature of the findings. These groups represent novel meaningful behavioral patterns exhibited by mice in home cage. Thirty-three activities were separated into 5 clusters based on dissimilarity between activities and 6 factors based on statistical modeling. Using these two methods, we describe and compare behavioral arrays of two groups of animals: 1. Continuously recorded for 11 days in social isolation and 2. Intermittently socially isolated for recording on days 1, 3, 5, 8, and 10, while socializing on the other days. This is the first work to our knowledge that interprets mouse home cage activities throughout a 24 h period and proposes a base line of a daily routine of a healthy C57Bl/6J mouse that can be used for various experimental paradigms, including disease, neuroinflammation, or drug testing to trace behavioral changes that follow intervention. In this work, we defined the necessary acclimatization period for the 24 h recording paradigm of home cage behavior. We demonstrated the behavioral changes that are associated with the effect of social isolation, intermittent socialization, and re-introduction to a familiar home cage. We provide the full description of the codes used in R. Frontiers Media S.A. 2018-08-30 /pmc/articles/PMC6125369/ /pubmed/30214401 http://dx.doi.org/10.3389/fnbeh.2018.00187 Text en Copyright © 2018 Yamamoto, Gris, Sotelo Fonseca, Gharagozloo, Mahmoud, Simard, Houle-Martel, Cloutier, Gris and Gris. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Yamamoto, Kenzo Gris, Katsiaryna V. Sotelo Fonseca, Jesús E. Gharagozloo, Marjan Mahmoud, Shaimaa Simard, Camille Houle-Martel, Daphné Cloutier, Theodore Gris, Pavel Gris, Denis Exhaustive Multi-Parametric Assessment of the Behavioral Array of Daily Activities of Mice Using Cluster and Factor Analysis |
title | Exhaustive Multi-Parametric Assessment of the Behavioral Array of Daily Activities of Mice Using Cluster and Factor Analysis |
title_full | Exhaustive Multi-Parametric Assessment of the Behavioral Array of Daily Activities of Mice Using Cluster and Factor Analysis |
title_fullStr | Exhaustive Multi-Parametric Assessment of the Behavioral Array of Daily Activities of Mice Using Cluster and Factor Analysis |
title_full_unstemmed | Exhaustive Multi-Parametric Assessment of the Behavioral Array of Daily Activities of Mice Using Cluster and Factor Analysis |
title_short | Exhaustive Multi-Parametric Assessment of the Behavioral Array of Daily Activities of Mice Using Cluster and Factor Analysis |
title_sort | exhaustive multi-parametric assessment of the behavioral array of daily activities of mice using cluster and factor analysis |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6125369/ https://www.ncbi.nlm.nih.gov/pubmed/30214401 http://dx.doi.org/10.3389/fnbeh.2018.00187 |
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