Multivariate analysis of behavioral aging highlights some unexpected features of complex systems organization

Alessandro Giuliani , Orlando Ghirardi , Antonio Caprioli , Stefano di Serio , Maria Teresa Ramacci , Luciano Angelucci
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引用次数: 19

Abstract

Ten different behavioral tests were performed on a population of young (n=20) and aged (n=20) Fischer 344 rats. The relationship structure among these tests was studied by principal component analysis applied both to the entire data set and separately to the two age groups. This analysis proved very useful in highlighting a global index of the rat “behavioral” age based on the entire test set. The analysis effected separately on the two age groups evidenced qualitative differences between them that were linked to the different meaning the same test would assume in rats of different ages. From an overall methodological viewpoint, this work indicates that the correlations among behavioral parameters appear to depend on the observational scale and that the spin-glass model represents an appropriate metaphor to approach the study of the correlations in biological systems.

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行为老化的多变量分析突出了复杂系统组织的一些意想不到的特征
对年轻(n=20)和老年(n=20) Fischer 344大鼠进行了10项不同的行为测试。通过主成分分析研究了这些测试之间的关系结构,该分析既适用于整个数据集,也适用于两个年龄组。这种分析在突出显示基于整个测试集的大鼠“行为”年龄的全局指数方面被证明是非常有用的。对两个年龄组分别进行的分析证明了它们之间的质的差异,这些差异与相同的测试在不同年龄的大鼠中所假定的不同含义有关。从整体方法论的角度来看,这项工作表明,行为参数之间的相关性似乎取决于观测尺度,自旋玻璃模型代表了一个适当的隐喻来研究生物系统中的相关性。
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