The empirical Bayes method described by Johnson et al29 was applied to the normalized data to correct for batch effects that may have resulted from a nonlinear sample extraction and microarray processing schedule. Lastly, duplicate and ambiguous Affymetrix probe sets (Release 32) as well as those that no longer mapped to a gene in the current human genome build (GRCh37.p5) were removed from further analysis.