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Common denominator procedure: a novel approach to gene-expression data mining for identification of phenotype-specific genes

机译:共同的分母程序:一种新的基因表达数据挖掘方法,用于鉴定表型特异性基因

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Motivation: We have established a novel data mining procedure for the identification of genes associated with pre-defined phenotypes and/or molecular pathways. Based on the observation that these genes are frequently expressed in the same place or in close proximity at about the same time, we have devised an approach termed Common Denominator Procedure. One unusual feature of this approach is that the specificity and probability to identify genes linked to the desired phenotype/pathway increase with greater diversity of the input data.Result: To show the feasibility of our approach, the Cancer Genome Anatomy Project expression data combined with a defined set of angiogenic factors was used to identify additional and novel angiogenesis-associated genes. A multitude of these additional genes were known to be associated with angiogenesis according to published data, verifying our approach. For some of the remaining candidate genes, application of a high-throughput functional genomics platform (XantoScreen (TM)) provided further experimental evidence for association with angiogenesis.
机译:动机:我们建立了一种新颖的数据挖掘程序,用于鉴定与预定义表型和/或分子途径相关的基因。基于观察到这些基因经常在大约同一时间或在同一位置或紧密表达的观点,我们设计了一种称为“通用分母程序”的方法。这种方法的一个不寻常的特征是,随着输入数据的多样性,识别与所需表型/途径相关的基因的特异性和可能性会增加。结果:为证明我们方法的可行性,将癌症基因组解剖学计划表达数据与使用一组确定的血管生成因子来鉴定其他和新的血管生成相关基因。根据公开的数据,已知许多其他基因与血管生成有关,这证明了我们的方法。对于某些剩余的候选基因,高通量功能基因组学平台(XantoScreen(TM))的应用提供了与血管生成相关的进一步实验证据。

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