Each Boxplot corresponds to a sample and displays
the Relative Log Expression computed for every spot
in the array as the difference between the spot intensity and
the median intensity for the same feature accros all the arrays. Since
majority of the spots are expected not to be differentially
expressed, the plot shoud show boxplots centered around zero
and all of them having the aproximately the same dispersion.
An array showing greater dispersion than the other, or
being not centered at zero could have quality problems.
References
Boldstad B.M., Collin F., Brettschneider J., Simpson, K.,
Cope L., Irizarry R. A., Speed T. P. Quality Assesement of
Affymetrix GeneChip Data. In Bioinformatics and Computational
Biology Solutions Using R and Bioconductor. (eds.) Gentleman R.,
Carey V. J., Huber W., Irizarry R. A., Dudoit S. (2005). Springer.