the disease study35. This is likely to be sufficient when the set of unrelated samples used is very large relative to the magnitude of population structure effects. However, unless sample sizes are very large, PCs computed from external SNP loadings will be biased towards zero due to statistical noise in the SNP loadings11, 36. This motivates further work on PCA in related samples.