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Finally, we analyzed the functions of the prioritized genes by extracting pathways on the basis of gene ranking.
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Extracting pathway-gene and pathway-gene pair relationships from a GPML file is also accomplished using a strategy similar to mining KGML files.
We note that all code for calculating the confidences, for extracting pathway information from KEGG XML files, and for calculating the cDSD, caDSD and capDSD matrices is available from http://dsd.cs.tufts.edu/capdsd.edu/capdsd
Availability: All source code for calculating the confidences, for extracting pathway information from KEGG XML files, and for calculating the cDSD, caDSD and capDSD matrices are available from http://dsd.cs.tufts.edu/capdsd Contact: [email protected] or [email protected] Supplementary information: Supplementary data are available at Bioinformatics online.
3M explicitly uses the Markov structure over all extracted pathways to identify the functional components.
We also extracted pathways from the result of gene ranking, and found these pathways reflect different aspects of malaria pathogenesis.
Applying this analysis on large-scale data enables researchers to extract pathways with significant alterations in CNV and methylation status.
As the correlation along these edges will be 1 it is clear that pathways consisting largely of the same gene will dominate the list of extracted pathways.
We have developed a system, PWTEES, which extracts pathway interactions from the literature utilizing an existing event extraction tool (TEES) and pathway named entity recognition (PathNER).
A high number of resources and databases is available to extract pathway constraints from biological data.
Finally, we discuss how the software enables automated sample clustering and classification using the extracted pathway expression variances.
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