Individual genotyping was conducted by Perlegen Sciences (Mountain View, CA, USA) using a set of four proprietary, high-density oligonucleotide arrays. Imputation was carried out using IMPUTE software41 with the HapMap phase II CEU data as the reference sample using NCBI build 36 (UCSC hg18).