Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Saad, Mohamad, El-Menyar, Ayman, Kunji, Khalid, Ullah, Ehsan, Al Suwaidi, Jassim, Kullo, Iftikhar J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Lippincott Williams & Wilkins 2022
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
_version_ 1784854520976637952
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
work_keys_str_mv AT saadmohamad validationofpolygenicriskscoresforcoronaryheartdiseaseinamiddleeasterncohortusingwholegenomesequencing
AT elmenyarayman validationofpolygenicriskscoresforcoronaryheartdiseaseinamiddleeasterncohortusingwholegenomesequencing
AT kunjikhalid validationofpolygenicriskscoresforcoronaryheartdiseaseinamiddleeasterncohortusingwholegenomesequencing
AT ullahehsan validationofpolygenicriskscoresforcoronaryheartdiseaseinamiddleeasterncohortusingwholegenomesequencing
AT alsuwaidijassim validationofpolygenicriskscoresforcoronaryheartdiseaseinamiddleeasterncohortusingwholegenomesequencing
AT kulloiftikharj validationofpolygenicriskscoresforcoronaryheartdiseaseinamiddleeasterncohortusingwholegenomesequencing