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Analysis of microarray data - VSN International

Analysis of microarray data - VSN International

Analysis of microarray data - VSN International

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<strong>Analysis</strong> <strong>of</strong> Microarray Data in GenStat 17Exploration <strong>of</strong> <strong>microarray</strong> <strong>data</strong>The Explore submenu <strong>of</strong> the Microarray menu allows various customized plots <strong>of</strong> <strong>microarray</strong> <strong>data</strong>. The 4explore menus are Histograms, Density, 2D Plots and Spatial Plot. These are standard GenStat graphicstypes, which may be found under the Graphics menus, but the <strong>microarray</strong> menus are customized to allowseparate graphs for each slide, with subsets <strong>of</strong> slides to be displayed being able to set, as well as doing themanipulation <strong>data</strong> into the format required for the graphs.Explore histogramThe Histogram menu allows you to look at thedistribution <strong>of</strong> the measurements from several slides inthe experiment to look for odd slides that have adifferential response to the other slides. For example, ifwe open the file “Data13-6-9.gwb” that was saved fromthe 4 GenePix files opened in the previous example,then we can plot the histograms <strong>of</strong> variousmeasurements for each slide. To look at the quality andlevel <strong>of</strong> the slide backgrounds, we could plot thevariates B1_Mean and B2_Mean, which are the meanlevels <strong>of</strong> red and green respectively around each spot.Completing the Histogram menu as shown to the right,gives the following plots.From these it can be seen that the background levels on slide 13-6 cover a narrower range than the otherslides, and that there is a higher background level on slide 13-7, with a long tail <strong>of</strong> very high backgroundsaround some spots. Slide 13-9 has lower levels <strong>of</strong> background than the other slides, but a broaderdistribution. The red backgrounds tend to be lower than the green ones. The menu allows a log 2 transformgiving a histogram <strong>of</strong> the logged values.

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