13.07.2015 Views

An Introduction to Bioconductor's ExpressionSet Class

An Introduction to Bioconductor's ExpressionSet Class

An Introduction to Bioconductor's ExpressionSet Class

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head(pData(phenoData))gender type scoreA Female Control 0.75B Male Case 0.40C Male Control 0.73D Male Case 0.42E Female Case 0.93F Male Control 0.22> phenoData[c("A", "Z"), "gender"]<strong>An</strong> object of class "<strong>An</strong>notatedDataFrame"rowNames: A, ZvarLabels and varMetadata description:gender: Patient gender> pData(phenoData[phenoData$score > 0.8, ])gender type scoreE Female Case 0.93G Male Case 0.96X Male Control 0.98Y Female Case 0.944.3 <strong>An</strong>notations and feature dataMeta-data on features is as important as meta-data on samples, and can be very large anddiverse. A single chip design (i.e., collection of features) is likely <strong>to</strong> be used in many differentexperiments, and it would be inefficient <strong>to</strong> repeatedly collect and coordinate the same metadatafor each <strong>ExpressionSet</strong> instance. Instead, the ideas is <strong>to</strong> construct specialized meta-datapackages for each type of chip or instrument. Many of these packages are available from theBioconduc<strong>to</strong>r web site. These packages contain information such as the gene name, symboland chromosomal location. There are other meta-data packages that contain the informationthat is provided by other initiatives such as GO and KEGG. The annotate package providesbasic data manipulation <strong>to</strong>ols for the meta-data packages.The appropriate way <strong>to</strong> create annotation data for features is very straight-forward: weprovide a character string identifying the type of chip used in the experiment. For instance,the data we are using is from the Affymetrix hgu95av2 chip:> annotation

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