Indeed, in genetic association studies it often makes sense to begin not by conducting a GWAS in a single sample and then searching for other datasets to conduct GWAS meta-analysis using many samples. Rather, whenever possible, one should begin the entire process fully expecting that a meta-analysis of multiple samples will be necessary to obtain sufficient statistical power.