To identify methylation networks associated with gene expression, beta values from normalized intensities of all samples from which gene expression data were available were filtered for promoter-associated CpG-sites based on the manufacturer’s manifest (Illumina, San Diego, CA). The resulting 105,796 CpG-sites were used as input.