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Related methods where trees are constructed from re-sampled data have been used previously to assess the reliability of clusters in gene expression data [ 28].
Other examples of nonpathogen-linked ortholog clusters in gene circuits could be found in VEGF signaling pathway and in metabolic pathways.
For example, for SNPs rs11626809 and rs2836392, which are highly interacted, their corresponding genes are RAD51L1 and ERG respectively, but located in different clusters in gene network, which means that maybe we can merge these two clusters in gene network together.
The averaged enrichment level over all the 19 clusters in gene set enrichment analysis was also the highest by our algorithm (3.65), followed by COGRIM (3.42), GRAM (2.90) and ReMoDiscovery (2.64).
We evaluated the relevance of this newly defined ZGA cluster and analysed the enrichment of these clusters in gene ontology terms (GO biological process, molecular function and cellular component), using the software tool compare-classes of RSAT suite [ 19].
Besides the identification of known gene clusters in gene expression data of a model organism S. coelicolor, which confirm the capability of the method to identify known patterns, new genes similar to the template gene clusters were identified.
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We used Genome TraFac 3 for genome-wide detection of compositionally similar cis-clusters in gene orthologues between mouse and human to determine putative SOX9 target genes, identifying SOX9 cis-elements within orthologue-conserved regions (≥70% sequence similarity based on BlastZ alignment) upstream of each first exon in 2,000 flanking basepairs (Jegga et al, 2007).
In general, using prior knowledge improves the performance of clustering in gene expression datasets.
Additional file 3: Results of Consensus Cluster in gene expression dataset.
Methylation of DNA in vertebrates occurs almost exclusively in CpG dinucleotides, often clustered in gene promoter regions.
The 60-kb mta gene cluster (mtaBCDEFG) was inserted into the chromosome of P. putida by the same method as the abovementioned mch cluster in gene trpE.
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