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Cluster Analysis of Rat Olfactory Bulb Responses to Diverse Odorants

机译:大鼠嗅球对不同气味的反应的聚类分析

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摘要

In an effort to deepen our understanding of mammalian olfactory coding, we have used an objective method to analyze a large set of odorant-evoked activity maps collected systematically across the rat olfactory bulb to determine whether such an approach could identify specific glomerular regions that are activated by related odorants. To that end, we combined fuzzy c-means clustering methods with a novel validity approach based on cluster stability to evaluate the significance of the fuzzy partitions on a data set of glomerular layer responses to a large diverse group of odorants. Our results confirm the existence of glomerular response clusters to similar odorants. They further indicate a partial hierarchical chemotopic organization wherein larger glomerular regions can be subdivided into smaller areas that are rather specific in their responses to particular functional groups of odorants. These clusters bear many similarities to, as well as some differences from, response domains previously proposed for the glomerular layer of the bulb. These data also provide additional support for the concept of an identity code in the mammalian olfactory system.
机译:为了加深我们对哺乳动物嗅觉编码的理解,我们使用了一种客观方法来分析在大鼠嗅球上系统收集的大量气味诱发的活动图,以确定这种方法是否可以识别被激活的特定肾小球区域通过相关的气味。为此,我们将模糊c均值聚类方法与基于聚类稳定性的新颖有效性方法相结合,以评估模糊分区在肾小球层对多种多样的增香剂反应的数据集上的重要性。我们的结果证实了对类似气味物质的肾小球反应簇的存在。它们进一步表明了局部分层的化学组织,其中较大的肾小球区域可细分为较小的区域,这些区域在其对特定功能性气味基团的反应中相当特异性。这些聚类与先前为灯泡的肾小球层提出的响应域具有许多相似之处,并且有一些区别。这些数据还为哺乳动物嗅觉系统中身份代码的概念提供了额外的支持。

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  • 来源
    《Chemical Senses》 |2012年第7期|p.639-653|共15页
  • 作者单位

    1Department of Chemistry and Physics, University of Brescia and CNR-IDASC, Via Valotti 9, 25133 Brescia, Italy 2Department of Electronics, Universitat de Barcelona, Martí i Franquès 1, Planta 2, 08028 Barcelona, Spain 3Artificial Olfaction Group, Institute for Bioengineering of Catalonia (IBEC), Baldiri i Reixach 13, 08028-Barcelona, Spain 4Department of Neurobiology and Behavior, University of California Irvine, 2205 McGaugh Hall, Irvine, CA 92697-4550, USA;

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