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Method of analysis of a table of data relating to expressions of genes and relative identification system of co-expressed and co-regulated groups of genes

机译:分析与基因表达有关的数据表的方法以及共表达和共调控的基因组的相对鉴定系统

摘要

A method for automatic analysis of the genomic information, in order to determine relationships among genes involved in a same regulating process allows to determine complex relationships among genes that go beyond the simple clustering operations of known methods aimed to determine co-expressed or co-regulated genes.;First a clustering algorithm is chosen and is applied to the table, obtaining sub-tables of data relative to groups of genes that satisfy the chosen clustering criterion. Therefore, all possible combinations of pair of sub-tables are generated and characteristic parameters are calculated for genes contained in these sub-tables. Finally, for each combination a characteristic value is calculated with a decision algorithm defined in function of these parameters, by considering the genes of the combination as constituting a 'Gene Network' if this characteristic value exceeds a pre-defined threshold.;The method is preferably is implemented by a relative system of identification of groups of co-expressed and co-rcgulated genes comprising an intelligent fuzzy sub-system trained off-line identified by a neural network.
机译:为了确定参与同一调节过程的基因之间的关系,一种用于自动分析基因组信息的方法允许确定基因之间的复杂关系,而这些复杂的关系超出了旨在确定共表达或共调节的已知方法的简单聚类操作。首先,选择一种聚类算法并将其应用于表格,以获得与满足所选聚类标准的基因组相关的数据子表。因此,将生成一对子表的所有可能组合,并为这些子表中包含的基因计算特征参数。最后,对于每个组合,使用根据这些参数的功能定义的决策算法,通过将组合的基因视为构成``基因网络''的特征值(如果此特征值超过预定义的阈值)来计算其特征值。优选地,通过识别共表达和共调节的基因的组的相对系统来实现,该相对系统包括由神经网络识别的离线训练的智能模糊子系统。

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