Genome-wide genotyping was performed at the Broad Institute Biological Sample Repository in ~5,000 participants with DNA available using the Illumina Infinium 370cnvDuo array(47). 4,762 subjects passed quality control. All the SNPs mapping in the two candidate chromosome regions and passing quality control(33) were used for the current analyses.