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Fundamental patterns underlying gene expression profiles: Simplicity from complexity

机译:基因表达谱的基本模式:复杂性的简单化

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摘要

Analysis of previously published sets of DNA microarray gene expression data by singular value decomposition has uncovered underlying patterns or “characteristic modes” in their temporal profiles. These patterns contribute unequally to the structure of the expression profiles. Moreover, the essential features of a given set of expression profiles are captured using just a small number of characteristic modes. This leads to the striking conclusion that the transcriptional response of a genome is orchestrated in a few fundamental patterns of gene expression change. These patterns are both simple and robust, dominating the alterations in expression of genes throughout the genome. Moreover, the characteristic modes of gene expression change in response to environmental perturbations are similar in such distant organisms as yeast and human cells. This analysis reveals simple regularities in the seemingly complex transcriptional transitions of diverse cells to new states, and these provide insights into the operation of the underlying genetic networks.
机译:通过奇异值分解对先前发布的DNA微阵列基因表达数据集进行分析,发现其时间谱中存在潜在的模式或“特征模式”。这些模式不均等地影响表达谱的结构。此外,仅使用少量特征模式即可捕获一组给定的表达谱的基本特征。这就得出了一个惊人的结论,即基因组的转录反应是通过基因表达变化的一些基本模式进行协调的。这些模式既简单又健壮,主导了整个基因组中基因表达的变化。而且,在诸如酵母和人类细胞的遥远生物中,响应环境扰动的基因表达改变的特征模式是相似的。这项分析揭示了看似复杂的多样细胞转录过渡到新状态的简单规律性,这些规律提供了对潜在遗传网络运作的见解。

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