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

被引:4
作者
Pietsch, Constanze [1 ]
Konrad, Jonathan [1 ]
Wernicke von Siebenthal, Elena [1 ]
Pawlak, Paulina [1 ,2 ]
机构
[1] Bern Univ Appl Sci BFH, Sch Agr Forest & Food Sci HAFL, Zollikofen, Switzerland
[2] Univ Bern, Inst Ecol & Evolut, Div Behav Ecol, Bern, Switzerland
基金
瑞士国家科学基金会;
关键词
aquaculture; stressors; gene expression patterns; machine learning; classification; CORTICOTROPIN-RELEASING-FACTOR; FOOD-INTAKE; GENE-EXPRESSION; ARGININE VASOTOCIN; RESTRAINT STRESS; RAINBOW-TROUT; UROTENSIN-I; SEA BASS; CORTISOL; SYSTEM;
D O I
10.3389/fphys.2024.1373234
中图分类号
Q4 [生理学];
学科分类号
071003 ;
摘要
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.
引用
收藏
页数:19
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共 82 条
[1]   Localization of corticotropin-releasing factor, urotensin I, and CRF-binding protein gene expression in the brain of the zebrafish, Danio rerio [J].
Alderman, Sarah L. ;
Bernier, Nicholas J. .
JOURNAL OF COMPARATIVE NEUROLOGY, 2007, 502 (05) :783-793
[2]   Coping styles in European sea bass: The link between boldness, stress response and neurogenesis [J].
Alfonso, Sebastien ;
Sadoul, Bastien ;
Gesto, Manuel ;
Joassard, Lucette ;
Chatain, Beatrice ;
Geffroy, Benjamin ;
Begout, Marie-Laure .
PHYSIOLOGY & BEHAVIOR, 2019, 207 :76-85
[3]   Development of the corticosteroid stress axis and receptor expression in zebrafish [J].
Alsop, Derek ;
Vijayan, Mathilakath M. .
AMERICAN JOURNAL OF PHYSIOLOGY-REGULATORY INTEGRATIVE AND COMPARATIVE PHYSIOLOGY, 2008, 294 (03) :R711-R719
[4]   Effects of Holding Density on the Welfare of Zebrafish: A Systematic Review [J].
Andersson, Marica ;
Kettunen, Petronella .
ZEBRAFISH, 2021, 18 (05) :297-306
[5]   FOREBRAIN FUNCTION IN TELEOST FISHES [J].
ARONSON, LR .
TRANSACTIONS OF THE NEW YORK ACADEMY OF SCIENCES, 1967, 29 (04) :390-&
[6]   Pitpnc1a Regulates Zebrafish Sleep and Wake Behavior through Modulation of Insulin-like Growth Factor Signaling [J].
Ashlin, Tim G. ;
Blunsom, Nicholas J. ;
Ghosh, Marcus ;
Cockcroft, Shamshad ;
Rihel, Jason .
CELL REPORTS, 2018, 24 (06) :1389-1396
[7]   Whole-body cortisol increases after direct and visual contact with a predator in zebrafish, Danio rerio [J].
Barcellos, Leonardo Jose Gil ;
Ritter, Filipe ;
Kreutz, Luiz Carlos ;
Quevedo, Rosmari Mezzalira ;
da Silva, Leonardo Bolognesi ;
Bedin, Alexandra Calliari ;
Finco, Jovani ;
Cericato, Leonardo .
AQUACULTURE, 2007, 272 (1-4) :774-778
[8]   Stress in fishes: A diversity of responses with particular reference to changes in circulating corticosteroids [J].
Barton, BA .
INTEGRATIVE AND COMPARATIVE BIOLOGY, 2002, 42 (03) :517-525
[9]   Effects of cortisol on food intake, growth, and forebrain neuropeptide Y and corticotropin-releasing factor gene expression in goldfish [J].
Bernier, NJ ;
Bedard, N ;
Peter, RE .
GENERAL AND COMPARATIVE ENDOCRINOLOGY, 2004, 135 (02) :230-240
[10]   brms: An R Package for Bayesian Multilevel Models Using Stan [J].
Buerkner, Paul-Christian .
JOURNAL OF STATISTICAL SOFTWARE, 2017, 80 (01) :1-28