We used LDSC [12] to estimate the SNP-based h2 for common SNPs mapped to HapMap3 [54], with Europeans from the 1000 Genomes Project [46] as the LD reference panel. We excluded the major histocompatibility complex (MHC) region (chr6: 26–34Mb).