Multivariate analysis for selecting animals for experimental research
Contribuinte(s) |
Universidade Estadual Paulista (UNESP) |
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Data(s) |
01/04/2016
01/04/2016
2015
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Resumo |
Background Several researchers seek methods for the selection of homogeneous groups of animals in experimental studies, a fact justified because homogeneity is an indispensable prerequisite for casualization of treatments. The lack of robust methods that comply with statistical and biological principles is the reason why researchers use empirical or subjective methods, influencing their results. Objective To develop a multivariate statistical model for the selection of a homogeneous group of animals for experimental research and to elaborate a computational package to use it. Methods The set of echocardiographic data of 115 male Wistar rats with supravalvular aortic stenosis (AoS) was used as an example of model development. Initially, the data were standardized, and became dimensionless. Then, the variance matrix of the set was submitted to principal components analysis (PCA), aiming at reducing the parametric space and at retaining the relevant variability. That technique established a new Cartesian system into which the animals were allocated, and finally the confidence region (ellipsoid) was built for the profile of the animals’ homogeneous responses. The animals located inside the ellipsoid were considered as belonging to the homogeneous batch; those outside the ellipsoid were considered spurious. Results The PCA established eight descriptive axes that represented the accumulated variance of the data set in 88.71%. The allocation of the animals in the new system and the construction of the confidence region revealed six spurious animals as compared to the homogeneous batch of 109 animals. Conclusion The biometric criterion presented proved to be effective, because it considers the animal as a whole, analyzing jointly all parameters measured, in addition to having a small discard rate. |
Formato |
97-103 |
Identificador |
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4375652/ Arquivos Brasileiros de Cardiologia, v. 104, n. 2, p. 97-103, 2015. 0066-782X http://hdl.handle.net/11449/136841 1590971576309420 4940228608089976 9418970103564137 8727897080522289 |
Idioma(s) |
eng |
Relação |
Arquivos Brasileiros de Cardiologia |
Direitos |
closedAccess |
Palavras-Chave | #Multivariate analysis #Animals #Epidemiology #Experimental #Aortic valve stenosis |
Tipo |
info:eu-repo/semantics/article |