Given that many large-scale GWAS summary statistics have included almost all available cohorts for a disease of interest, it is challenging to find independent datasets with individual-level genotype and phenotype information and sufficient sample sizes. We were able to identify ideal validation datasets for the five diseases we analyzed in this paper. The performance of different methods on more traits shall be evaluated when we get access to more data in the future.