TY - JOUR
T1 - Exhaustive multi-parametric assessment of the behavioral array of daily activities of mice using cluster and factor analysis
AU - Yamamoto, Kenzo
AU - Gris, Katsiaryna V.
AU - Sotelo Fonseca, Jesús E.
AU - Gharagozloo, Marjan
AU - Mahmoud, Shaimaa
AU - Simard, Camille
AU - Houle-Martel, Daphné
AU - Cloutier, Theodore
AU - Gris, Pavel
AU - Gris, Denis
N1 - Funding Information:
This study was funded by the Fondation des étoiles.
Publisher Copyright:
© 2018 Yamamoto, Gris, Sotelo Fonseca, Gharagozloo, Mahmoud, Simard, Houle-Martel, Cloutier, Gris and Gris.
PY - 2018/8/30
Y1 - 2018/8/30
N2 - 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 novelmeaningful 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/6Jmouse 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.
AB - 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 novelmeaningful 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/6Jmouse 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.
KW - Acclimatization
KW - Automated behavioral assessment
KW - Behavioral assessment
KW - Homecagescan
KW - Long-term continuous recording
KW - R program
KW - Social isolation
KW - Supervised learning
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U2 - 10.3389/fnbeh.2018.00187
DO - 10.3389/fnbeh.2018.00187
M3 - Article
AN - SCOPUS:85053327446
SN - 1662-5153
VL - 12
JO - Frontiers in Behavioral Neuroscience
JF - Frontiers in Behavioral Neuroscience
M1 - 187
ER -