Genome-wide association study and genomic risk prediction of age-related macular degeneration in Israel
Michelle A. GruniniD, Daria Triffon, Gala BeykiniD, Elior RahmaniiD, Regev SchweigeriD, Liran TiosanoiD, Samer KhatebiD, Shira Hagbi-LeviiD, Batya Rinsky, Refael Munitz, Thomas W. WinkleriD, Iris M. HeidiD, Eran HalperiniD, Shai CarmiiD, Itay ChowersiD
Abstract
PurposeThe risk of developing age-related macular degeneration(AMD) is influenced by genetic background. In 2016, International AMD Genomics Consortium(IAMDGC) identified 52 risk variants in 34 loci, and a polygenic risk score(PRS) based on these variants was associated with AMD. The Israeli population has a unique genetic composition: Ashkenazi Jewish(AJ), Jewish non-Ashkenazi, and Arab sub-populations. We aimed to perform a genome-wide association study(GWAS) for AMD in Israel, and to evaluate PRSs for AMD. MethodsFor our discovery set, we recruited 403 AMD patients and 256 controls at Hadassah Medical Center. We genotyped all individuals via custom exome chip. We imputed non-typed variants using cosmopolitan and AJ reference panels. We recruited additional 155 cases and 69 controls for validation. To evaluate predictive power of PRSs for AMD, we used IAMDGC summary statistics excluding our study and developed PRSs via either clumping/thresholding or LDpred2. ResultsIn our discovery set, 31/34 loci previously reported by the IAMDGC were AMD associated with P<0.05. Of those, all effects were directionally consistent with the IAMDGC and 11 loci had a p-value under Bonferroni-corrected threshold(0.05/34=0.0015). At a threshold of 5x10-5, we discovered four suggestive associations in FAM189A1, IGDCC4, C7orf50, and CNTNAP4. However, only the FAM189A1 variant was AMD associated in the replication cohort after Bonferroni-correction. A prediction model including LDpred2-based PRS and other covariates had an AUC of 0.82(95%CI:0.79-0.85) and performed better than a covariates-only model(P=5.1x10-9). ConclusionsPreviously reported AMD-associated loci were nominally associated with AMD in Israel. A PRS developed based on a large international study is predictive in Israeli populations.
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