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Method, program product and apparatus for discovering functionally similar gene expression profiles

机译:用于发现功能相似的基因表达谱的方法,程序产品和设备

摘要

Genes to be compared are listed by their gene expression profiles and processed with a similar sequences algorithm that is a time and intensity invariant correlation function to obtain a data set of gene expression pairs and a match fraction for each pair. A threshold match fraction is chosen and a null set is created to hold indices of genes accounted for. Genes are then assigned to clusters by match fraction value if they have a match fraction greater than the threshold. Genes are then removed from clusters if they are represented in more than one cluster by removing a first gene from a cluster when another cluster has another gene with a higher match fraction with the first gene. When the difference between maximum match fraction values for pairs including a first gene in a first cluster and the first gene a second cluster is small, the first gene may be removed from the first cluster even when another gene in the first cluster has a higher match fraction with the first gene than the first gene has with a third gene in a second cluster. This occurs when the number of similar subsequences for the pair including the first gene in the first cluster is higher than the number of similar subsequences for the pair including the first gene in the second cluster.
机译:要比较的基因按其基因表达谱列出,并用类似的序列算法进行处理,该算法是时间和强度不变的相关函数,以获得基因表达对的数据集和每对的匹配分数。选择阈值匹配分数,并创建一个空集来保存所占基因的索引。然后,如果基因的匹配分数大于阈值,则通过匹配分数值将基因分配给聚类。如果基因在多个集群中代表,则从集群中删除基因,方法是:当另一个集群具有与第一个基因具有更高匹配分数的另一个基因时,从集群中删除第一个基因。当包括第一簇中的第一基因和第二簇中的第一基因的对的最大匹配分数值之间的差异较小时,即使第一簇中的另一个基因具有较高的匹配性,也可以将第一基因从第一簇中去除。在第二簇中,具有第一基因的部分比具有第一基因的部分具有第三基因。当第一簇中包括第一基因的对的相似子序列的数量高于第二簇中包括第一基因的对的相似子序列的数量时,就会发生这种情况。

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