Principal component analysis based unsupervised feature extraction applied to publicly available gene expression profiles provides new insights into the mechanisms of action of histone deacetylase inhibitors

Y.-H. Taguchi
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引用次数: 15

Abstract

Publicly available gene expression profiles of the hippocampus measured during the successful administration of the histone deacetylase inhibitor, CI-994, to assist the extinction of mice contextual fear conditioning were re-analyzed using the recently proposed principal component analysis based unsupervised feature extraction. We identified 30 genes associated with differential gene expression in the hippocampus of mice treated with the HDAC inhibitor compared to controls; most of these genes code for postsynaptic density proteins. These 30 genes significantly overlapped with those detected by treatment with another HDAC inhibitor, FTY720, during similar contextual fear conditioning. However, because the 30 genes did not strongly overlap with genes associated with histone acetylation during contextual fear conditioning, altered histone modification in response to HDAC inhibitor treatment might not be the primary mechanism of effective extinction of contextual fear conditioning. Based on the results of our analyses we propose that HDAC inhibitors affect the temporal expression of the above genes via direct as well as indirect mechanisms that involve calcium signaling.

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基于主成分分析的无监督特征提取应用于公开可用的基因表达谱,为组蛋白去乙酰化酶抑制剂的作用机制提供了新的见解
在成功给药组蛋白去乙酰化酶抑制剂CI-994期间测量的海马基因表达谱,以帮助小鼠情境恐惧条件反射的消除,使用最近提出的基于无监督特征提取的主成分分析重新分析。与对照组相比,我们鉴定了30个与HDAC抑制剂治疗小鼠海马区差异基因表达相关的基因;这些基因大多编码突触后密度蛋白。这30个基因与另一种HDAC抑制剂FTY720在相似的情境恐惧条件下检测到的基因显著重叠。然而,由于这30个基因与情境恐惧条件作用中与组蛋白乙酰化相关的基因没有强烈重叠,因此HDAC抑制剂治疗后组蛋白修饰的改变可能不是情境恐惧条件作用有效消除的主要机制。根据我们的分析结果,我们提出HDAC抑制剂通过涉及钙信号的直接和间接机制影响上述基因的时间表达。
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