TY - JOUR
T1 - Analysis of neurobehavioural data by chemometric methods in ecotoxicological studies
AU - Gómez-Canela, Cristian
AU - Prats, Eva
AU - Tauler, Romà
AU - Raldúa, Demetrio
N1 - Funding Information:
This study was funded by the European Research Council under European Union's Seven Framework Programme (FP/2007–2013)/ERC Grant Agreement n. 320737, the NATO SfP project MD.SFPP 984777 (D.R.), and the Spanish Government (CTM2014-51985-R; D.R.). The authors thank Mr. Marc Mañas for his valuable assistance building the Open Field Test setup. Marc F. Nuñez, Michele Celentano and Aurora Costa are gratefully thanked for their help in the OFT experiments.
Publisher Copyright:
© 2017 Elsevier Inc.
PY - 2017/11
Y1 - 2017/11
N2 - Incorporation of chemometric tools in behavioural data management workflows allows for the early identification of most relevant endpoints complementarily to statistical confirmatory approaches. In this work, the effects of two model neurotoxicants, chlorpyrifos (CPF) and nicotine, exposures on behavioural profiles of adult zebrafish at three different times (2, 6 and 24 h) were evaluated using open field test (OFT) paradigm experiments. Two chemometric methods like Principal Component Analysis (PCA) and Analysis of Variance-Simultaneous Component Analysis (ASCA) have been used to interpret the changes observed in the obtained behavioural data. A decreased of the locomotor activity, an anxiolytic effect and an altered exploratory behaviour were the most affected behavioural endpoints in the CPF exposures. However, an increase of the locomotor activity and an anxiogenic effect were observed in the nicotine exposures. Finally, an excellent correlation between the ASCA results and the results obtained using traditional statistical procedures for both compounds were encountered.
AB - Incorporation of chemometric tools in behavioural data management workflows allows for the early identification of most relevant endpoints complementarily to statistical confirmatory approaches. In this work, the effects of two model neurotoxicants, chlorpyrifos (CPF) and nicotine, exposures on behavioural profiles of adult zebrafish at three different times (2, 6 and 24 h) were evaluated using open field test (OFT) paradigm experiments. Two chemometric methods like Principal Component Analysis (PCA) and Analysis of Variance-Simultaneous Component Analysis (ASCA) have been used to interpret the changes observed in the obtained behavioural data. A decreased of the locomotor activity, an anxiolytic effect and an altered exploratory behaviour were the most affected behavioural endpoints in the CPF exposures. However, an increase of the locomotor activity and an anxiogenic effect were observed in the nicotine exposures. Finally, an excellent correlation between the ASCA results and the results obtained using traditional statistical procedures for both compounds were encountered.
KW - Behaviour
KW - Chemometric tools
KW - Open field test
KW - Zebrafish
UR - http://www.scopus.com/inward/record.url?scp=85026876386&partnerID=8YFLogxK
U2 - 10.1016/j.ecoenv.2017.08.013
DO - 10.1016/j.ecoenv.2017.08.013
M3 - Article
AN - SCOPUS:85026876386
SN - 0147-6513
VL - 145
SP - 583
EP - 590
JO - Ecotoxicology and Environmental Safety
JF - Ecotoxicology and Environmental Safety
ER -