PMID- 30718717 OWN - NLM STAT- MEDLINE DCOM- 20200820 LR - 20200820 IS - 2045-2322 (Electronic) IS - 2045-2322 (Linking) VI - 9 IP - 1 DP - 2019 Feb 4 TI - Understanding HLA associations from SNP summary association statistics. PG - 1337 LID - 10.1038/s41598-018-37840-9 [doi] LID - 1337 AB - Strong genetic associations in the region containing human leukocyte antigen (HLA) genes have been well-documented in various human immune disorders. Imputation methods to infer HLA variants from single nucleotide polymorphism (SNP) genotypes are currently used to understand HLA associations with a trait of interest. However, it is challenging for some researchers to obtain individual-level SNP genotype data or reference haplotype data. In this study, we developed and evaluated a new method, DISH (direct imputing summary association statistics of HLA variants), for imputing summary association statistics of HLA variants from SNP summary association statistics based on linkage disequilibria in Asian and European populations. Disease association Z scores in DISH were highly correlated with those from imputed HLA genotypes in null model datasets (r = 0.934 in Asians; r = 0.960 in Europeans). We applied DISH to two previous GWAS datasets in Asian systemic lupus erythematosus and European rheumatoid arthritis populations. There was a high correlation between Z scores in the DISH and HLA genotype imputations, showing the same disease-susceptible and protective alleles. This study illustrated the usefulness of the DISH method in understanding and identifying disease-associated HLA variants in human diseases while maintaining individual-level data security. FAU - Lim, Jiwoo AU - Lim J AD - Department of Biology, Kyung Hee University, Seoul, Republic of Korea. FAU - Bae, Sang-Cheol AU - Bae SC AD - Department of Rheumatology, Hanyang University Hospital for Rheumatic Diseases, Seoul, Republic of Korea. FAU - Kim, Kwangwoo AU - Kim K AUID- ORCID: 0000-0001-8926-6216 AD - Department of Biology, Kyung Hee University, Seoul, Republic of Korea. kkim@khu.ac.kr. LA - eng GR - 076113/WT_/Wellcome Trust/United Kingdom GR - 085475/WT_/Wellcome Trust/United Kingdom GR - 090355/WT_/Wellcome Trust/United Kingdom PT - Journal Article PT - Research Support, Non-U.S. Gov't DEP - 20190204 PL - England TA - Sci Rep JT - Scientific reports JID - 101563288 RN - 0 (HLA Antigens) SB - IM MH - Alleles MH - Arthritis, Rheumatoid/genetics/pathology MH - *Genetic Predisposition to Disease MH - Genome-Wide Association Study/*statistics & numerical data MH - Genotype MH - HLA Antigens/*genetics MH - Haplotypes/genetics MH - Humans MH - Linkage Disequilibrium/genetics MH - Phenotype MH - Polymorphism, Single Nucleotide/*genetics PMC - PMC6362191 COIS- The authors declare no competing interests. EDAT- 2019/02/06 06:00 MHDA- 2020/08/21 06:00 PMCR- 2019/02/04 CRDT- 2019/02/06 06:00 PHST- 2018/08/08 00:00 [received] PHST- 2018/12/11 00:00 [accepted] PHST- 2019/02/06 06:00 [entrez] PHST- 2019/02/06 06:00 [pubmed] PHST- 2020/08/21 06:00 [medline] PHST- 2019/02/04 00:00 [pmc-release] AID - 10.1038/s41598-018-37840-9 [pii] AID - 37840 [pii] AID - 10.1038/s41598-018-37840-9 [doi] PST - epublish SO - Sci Rep. 2019 Feb 4;9(1):1337. doi: 10.1038/s41598-018-37840-9.