Saad, Mohamad

Background: Enthusiasm for using polygenic risk scores (PRSs) in clinical practice is tempered by concerns about their portability to diverse ancestry groups, thus motivating genome-wide association studies in non-European ancestry cohorts. Methods: We conducted a genome-wide association study for coronary heart disease in a Middle Eastern cohort using whole genome sequencing and assessed the performance of 6 PRSs developed with methods including LDpred (PGS000296), metaGRS (PGS000018), Pruning and Thresholding (PGS000337), and an EnsemblePRS we developed. Additionally, we evaluated the burden of rare variants in lipid genes in cases and controls. Whole genome sequencing at 30× coverage was performed in 1067 coronary heart disease cases (mean age=59 years; 70.3% males) and 6170 controls (mean age=40 years; 43.5% males). Results: The majority of PRSs performed well; odds ratio (OR) per 1 SD increase (OR 1sd ) was highest for PGS000337 (OR 1sd =1.81, 95% CI [1.66–1.98], P =3.07×10 −41 ). EnsemblePRS performed better than individual PRSs (OR 1sd =1.8, 95% CI [1.66–1.96], P =5.89×10 −44 ). The OR for the 10th decile versus the remaining deciles was >3.2 for PGS000337, PGS000296, PGS000018, and reached 4.58 for EnsemblePRS. Of 400 known genome-wide significant loci, 33 replicated at P <10 −4 . However, the 9p21 locus did not replicate. Six suggestive ( P <10 −5 ) new loci/genes with plausible biological function were identified (eg, CORO7 , RBM47 , PDE4D ). The burden of rare functional variants in LDLR , APOB , PCSK9 , and ANGPTL4 was greater in cases than controls. Conclusions: Overall, we demonstrate that PRSs derived from European ancestry genome-wide association studies performed well in a Middle Eastern cohort, suggesting these could be used in the clinical setting while ancestry-specific PRSs are developed.

AbstractThe inclusion of ancestrally diverse participants in genetic studies can lead to new discoveries and is important to ensure equitable health care benefit from research advances. Here, members of the Ethical, Legal, Social, Implications (ELSI) committee of the International Genetic Epidemiology Society (IGES) offer perspectives on methods and analysis tools for the conduct of inclusive genetic epidemiology research, with a focus on admixed and ancestrally diverse populations in support of reproducible research practices. We emphasize the importance of distinguishing socially defined population categorizations from genetic ancestry in the design, analysis, reporting, and interpretation of genetic epidemiology research findings. Finally, we discuss the current state of genomic resources used in genetic association studies, functional interpretation, and clinical and public health translation of genomic findings with respect to diverse populations.

Introduction: The potential use of polygenic risk scores (PRSs) in clinical practice is tempered by concern about their portability among diverse populations. To prevent disparities in genomic medicine, there is an urgent need to conduct genome-wide association studies in non-European ancestry cohorts. Methods: We conducted whole genome sequencing (WGS) with 30x coverage on coronary heart disease patients (n=1,067, mean age ± SD = 59.96 years ± 10.99; 70.32% males) and controls (n=6,170, mean age ± SD = 40.02 years ± 12.56; 43.45% males) in a Middle Eastern cohort to compare the performance of available PRSs for CHD (LDpred, metaGRS, lassosum, and P+T) and identify common variants associated with CHD (via generalized linear mixed models). Results: Excepting lassosum, all PRSs performed well. LDpred and metaGRS performed similarly (AUC= ~0.685) and outperformed P+T (AUC=0.667). Based on the OR per 1 SD increase (OR 1sd ), P+T (OR 1sd =1.85 [1.69-2.02], P =3.69x10 -41 ) outperformed other PRSs (OR 1sd =1.61 [1.48-1.74], P =3.02x10 -31 for LDpred and OR 1sd =1.61 [1.49-1.75], P =9.47x10 -31 for metaGRS). After binning PRSs into 10 deciles, the odds of CHD in the top decile compared to all others was highest for metaGRS (3.87 [3.07-4.88]) and LDpred (3.45 [2.74-4.341]). Thirty-two known GWAS loci (e.g., ABCG8 , CELSR2 , and SLC22A4 ) were replicated in our analysis with P <0.05. Seven suggestive new loci/genes ( P <10 -6 ) with relevant biological function were identified (e.g., CORO7 , RBM47 , and PDE4D ). The well-established 9p21 locus was not replicated. Conclusions: Genome-wide PRSs derived from European ancestry cohorts performed well in a Middle Eastern cohort. Further studies are needed to develop and validate an ancestry specific PRS and to confirm the suggestive loci/genes.