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Validation of Polygenic Risk Scores for Coronary Heart Disease in a Middle Eastern Cohort Using Whole Genome Sequencing
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 hear...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Lippincott Williams & Wilkins
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9770120/ https://www.ncbi.nlm.nih.gov/pubmed/36252120 http://dx.doi.org/10.1161/CIRCGEN.122.003712 |
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author | Saad, Mohamad El-Menyar, Ayman Kunji, Khalid Ullah, Ehsan Al Suwaidi, Jassim Kullo, Iftikhar J. |
author_facet | Saad, Mohamad El-Menyar, Ayman Kunji, Khalid Ullah, Ehsan Al Suwaidi, Jassim Kullo, Iftikhar J. |
author_sort | Saad, Mohamad |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9770120 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Lippincott Williams & Wilkins |
record_format | MEDLINE/PubMed |
spelling | pubmed-97701202022-12-28 Validation of Polygenic Risk Scores for Coronary Heart Disease in a Middle Eastern Cohort Using Whole Genome Sequencing Saad, Mohamad El-Menyar, Ayman Kunji, Khalid Ullah, Ehsan Al Suwaidi, Jassim Kullo, Iftikhar J. Circ Genom Precis Med Original Articles 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. Lippincott Williams & Wilkins 2022-10-12 2022-12 /pmc/articles/PMC9770120/ /pubmed/36252120 http://dx.doi.org/10.1161/CIRCGEN.122.003712 Text en © 2022 The Authors. https://creativecommons.org/licenses/by/4.0/Circulation: Genomic and Precision Medicine is published on behalf of the American Heart Association, Inc., by Wolters Kluwer Health, Inc. This is an open access article under the terms of the Creative Commons Attribution (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution, and reproduction in any medium, provided that the original work is properly cited. |
spellingShingle | Original Articles Saad, Mohamad El-Menyar, Ayman Kunji, Khalid Ullah, Ehsan Al Suwaidi, Jassim Kullo, Iftikhar J. Validation of Polygenic Risk Scores for Coronary Heart Disease in a Middle Eastern Cohort Using Whole Genome Sequencing |
title | Validation of Polygenic Risk Scores for Coronary Heart Disease in a Middle Eastern Cohort Using Whole Genome Sequencing |
title_full | Validation of Polygenic Risk Scores for Coronary Heart Disease in a Middle Eastern Cohort Using Whole Genome Sequencing |
title_fullStr | Validation of Polygenic Risk Scores for Coronary Heart Disease in a Middle Eastern Cohort Using Whole Genome Sequencing |
title_full_unstemmed | Validation of Polygenic Risk Scores for Coronary Heart Disease in a Middle Eastern Cohort Using Whole Genome Sequencing |
title_short | Validation of Polygenic Risk Scores for Coronary Heart Disease in a Middle Eastern Cohort Using Whole Genome Sequencing |
title_sort | validation of polygenic risk scores for coronary heart disease in a middle eastern cohort using whole genome sequencing |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9770120/ https://www.ncbi.nlm.nih.gov/pubmed/36252120 http://dx.doi.org/10.1161/CIRCGEN.122.003712 |
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