Through the innovative integrative analyses harnessing large-scale human subject data, our study not only identifies several associations consistent with prior findings but it also uncovers potentially important roles of novel CpG sites and putative target genes (e.g., CFAP44, TRIM26, MICB, and ZDHHC7) in prostate tumorigenesis. Here, ZDHHC7 is linked to medical procedure.