Supplemental Digital Content 2: SNP Selection Process Each gene on the candidate gene list was first mapped to the NCBI reference genome build 35 based on Entrez Gene text database or interface. Occasionally, a gene may be mapped based on the Ensembl database. All putative functional SNPs (coding SNP, 5’-UTR, 3’-UTR, splice site and regulatory region) from internal, NCBI dbSNP, and Ensembl variation databases with known minor allele frequency (MAF) greater than 0 in the population (European ancestry only) were selected. Illumina generated design scores were used to classify SNPs into 4 groups (I: design score ≥ 0.9; II: design score ≥ 0.8; III: design score ≥ 0.7; IV: design score ≥ 0.6). SNPs from HapMap release 22 were retrieved based on genomic coordinates for each gene including the 10 kb upstream region and 5 kb downstream region and also binned into 4 groups (I’: design score ≥ 0.9; II’: design score ≥ 0.8; III’: design score ≥ 0.7; IV’: design score ≥ 0.6). Tagging SNPs were selected using the aggressive tagging option of Haploview in an iterative fashion. First, using SNPs in the I group as the constraint, tagging SNPs were selected to capture all SNPs in the I’ group with MAF greater than 5% using a R^2 of 0.8 or above. Secondly, all SNPs in group I, II and tagging SNPs selected from the previous cycle were used as the constraint, and additional tagging SNPs were selected to capture all SNPs in II’ group using similar criteria. The cycles were repeated two more times to capture all SNPs with design scores greater than 0.6. In addition, the literature was curated to include SNPs that had been studied by other research groups in related phenotypes. These SNPs were mapped to the reference genome and/or flanking sequence defined. All SNPs included in the Illumina Infininum II beadarray must have a design score and follow the following rules: 1) a SNP cannot be mapped to the genome more than once, 2) a SNP must be bi-allelic. A triallelic SNP must be assayed by two pseudo bi-allelic SNPs, and 3) a SNP cannot be an indel. A total of 29,080 SNPs was selected and a bead array was designed and manufactured by Illumina.