The development of genome-wide association methods necessitated greater statistical stringency (given the number of statistical tests conducted) and much larger sample sizes. This has transformed the reliability of genetic research, with fewer but more robust genetic signals now being identified [59]. The successful transformation has required international collaboration, the combination of data in large consortia, and the adoption of rigorous replication practices in meta-analysis within consortia [60, 61].