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Coordinated Gene Networks Regulating Arabidopsis Plant Metabolism in Response to Various Stresses and Nutritional Cues

机译:协调基因网络调节拟南芥植物代谢对各种胁迫和营养提示的反应

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摘要

The expression pattern of any pair of genes may be negatively correlated, positively correlated, or not correlated at all in response to different stresses and even different progression stages of the stress. This makes it difficult to identify such relationships by classical statistical tools such as the Pearson correlation coefficient. Hence, dedicated bioinformatics approaches that are able to identify groups of cues in which there is a positive or negative expression correlation between pairs or groups of genes are called for. We herein introduce and discuss a bioinformatics approach, termed Gene Coordination, that is devoted to the identification of specific or multiple cues in which there is a positive or negative coordination between pairs of genes and can further incorporate additional coordinated genes to form large coordinated gene networks. We demonstrate the utility of this approach by providing a case study in which we were able to discover distinct expression behavior of the energy-associated gene network in response to distinct biotic and abiotic stresses. This bioinformatics approach is suitable to a broad range of studies that compare treatments versus controls, such as effects of various cues, or expression changes between a mutant and the control wild-type genotype.
机译:响应于不同的应激甚至应激的不同进展阶段,任何一对基因的表达模式可以是负相关,正相关或根本不相关。这使得很难通过经典的统计工具(例如Pearson相关系数)来识别此类关系。因此,需要能够识别在成对的或成对的基因之间存在正或负表达相关性的线索群的专用生物信息学方法。我们在此介绍和讨论一种称为基因协调的生物信息学方法,该方法专门用于鉴定特定或多个提示,其中在成对的基因之间存在正向或负向协调,并且可以进一步整合其他协调基因以形成大型协调基因网络。我们通过提供一个案例研究证明了这种方法的实用性,在该案例中,我们能够发现能量相关基因网络响应不同生物和非生物胁迫的不同表达行为。这种生物信息学方法适用于比较治疗与对照(例如各种提示的作用或突变体与对照野生型基因型之间的表达变化)的广泛研究。

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