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It can also occur as a result of combining multiple genomic datasets from different sources.
Performing such comprehensive network analysis requires systematic bioinformatics methods to integrate multiple genomic datasets.
The ability to analyze multiple genomic datasets is important, as demonstrated by tools like Galaxy (Giardine et al., 2005).
Regression has been successfully adapted to high-dimensional situations by penalization methods (review by Hesterberg, 2008), and penalized regression has been shown to outperform univariate and other multivariate regression methods in multiple genomic datasets (Bøvelstad et al., 2007).
Like MDI, the iCluster method of Shen et al. (2009) permits integrative clustering of multiple genomic datasets, but uses a joint latent variable model (for details, see Shen et al., 2009).
SNF is the state-of-the-art algorithm recently proposed for integrative analyses [ 5], which demonstrates excellent performance in combining multiple genomic datasets to predict subtypes and survival of various cancer patients.
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The thumbnail viewer is available for direct comparison of the coverage of multiple genomic annotations from multiple datasets at a glance (Supplementary Fig. S2B).
One important task now is to reduce the data noise and prioritize the candidate genes from multiple dimensional genetic and genomic datasets that have been made available during the last decade and then explore their functional relationships for further validation.
The method was also tested on real genomic datasets from multiple organismal groups, as exemplified by Rickettsia, whose HGT patterns have been previously studied [ 36– 41].
In this study we have developed an application for the visualization and analysis of data from high resolution array CGH platforms that can be adapted for analysis of multiple types of high throughput genomic datasets.
An enforced search of TFBSs and modules will be added, allowing searching in multiple datasets and multiple genomic regions.
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multiple genotypic datasets
multiple genomic aberrations
multiple genomic alterations
multiple genomic sites
multiple genomic deletions
multiple genomic locations
multiple genomic fragments
multiple independent datasets
multiple genomic copies
multiple genomic changes
multiple genomic features
multiple genomic matches
multiple genomic positions
multiple genomic resources
multiple genomic islands
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