We initially performed a Principal component analysis (PCA) for the 61 cases and 1641 controls. We excluded 110 of these controls that we found to have a significant amount of non-European ancestry. In this method, the genotype of each sample is thought as a vector with one component for each SNP. The set of all these vectors is then projected to a lower dimensional space which best preserves the distances among the vectors.
