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  4. Multiple faces of stress in the zebrafish (Danio rerio) brain
 

Multiple faces of stress in the zebrafish (Danio rerio) brain

URI
https://arbor.bfh.ch/handle/arbor/37267
Version
Published
Date Issued
2024
Author(s)
Pietsch, Constanze  
Konrad, Jonathan  
Wernicke von Siebenthal, Elena  
Pawlak, Paulina  
Type
Article
Language
English
Subjects

aquaculture

stressors

gene expression patte...

machine learning

classification

Abstract
The changing expressions of certain genes as a consequence of exposure to stressors has not been studied in detail in the fish brain. Therefore, a stress trial with zebrafish was conducted, aiming at identifying relevant gene regulation pathways in different regions of the brain. As acute stressors within this trial, feed rewarding, feed restriction, and air exposure have been used. The gene expression data from the experimental fish brains have been analyzed by means of principal component analyses (PCAs), whereby the individual genes have been compiled according to the regulation pathways in the brain. The results did not indicate a mutual response across the treatment and gender groups. To evaluate whether a similar sample structure belonging to a large sample size would have allowed the classification of the gene expression patterns according to the treatments, the data have been bootstrapped and used for building random forest models. These revealed a high accuracy of the classifications, but different genes in the female and male zebrafish were found to have contributed to the classification algorithms the most. These analyses showed that less than eight genes are, in most cases, sufficient for an accurate classification. Moreover, mainly genes belonging to the stress axis, to the isotocin regulation pathways, or to the serotonergic pathways had the strongest influence on the outcome of the classification models.
Subjects
Q Science (General)
QP Physiology
SH Aquaculture. Fisheries. Angling
DOI
10.24451/arbor.21760
https://doi.org/10.24451/arbor.21760
Publisher DOI
10.3389/fphys.2024.1373234
Journal or Serie
Frontiers in Physiology
ISSN
1664-042X
Publisher URL
https://www.frontiersin.org/journals/physiology/articles/10.3389/fphys.2024.1373234/full
Organization
Hochschule für Agrar-, Forst- und Lebensmittelwissenschaften  
Agronomie  
Nutziere und Pferde  
Volume
15
Publisher
Frontiers
Submitter
PietschC
Citation apa
Pietsch, C., Konrad, J., Wernicke von Siebenthal, E., & Pawlak, P. (2024). Multiple faces of stress in the zebrafish (Danio rerio) brain. In Frontiers in Physiology (Vol. 15). Frontiers. https://doi.org/10.24451/arbor.21760
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fphys-15-1373234.pdf

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published
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