TY - JOUR
T1 - Genome-Wide Association Study for Resting Electrocardiogram in the Qatari Population Identifies 6 Novel Genes and Validates Novel Polygenic Risk Scores
AU - Khan, Nahin
AU - Shaar, Abdullah
AU - Kunji, Khalid
AU - Khan, Atlas
AU - Elshrif, Mohamed
AU - Bashir, Mohammed
AU - Ali, Mohammed Thamer
AU - Zen, Ayman Al Haj
AU - Kiryluk, Krzysztof
AU - Nemer, Georges
AU - Fahed, Akl C.
AU - Saad, Mohamad
N1 - Publisher Copyright:
© 2025 The Author(s).
PY - 2025/3/4
Y1 - 2025/3/4
N2 - BACKGROUND: Electrocardiography is one of the most valuable noninvasive diagnostic tools in determining the presence of many cardiovascular diseases. Genetic factors are important in determining ECG abnormalities and their link to cardiovascular diseases. Genome-wide association studies and polygenic risk scores (PRSs) have been conducted for various ECG traits such as QT interval and QRS duration. However, these studies mainly focused on cohorts of European descent. METHODS: In this cohort study, genome-wide association studies for 6 ECG traits (RR, PR, corrected QT interval [QTc], QRS, JT, and P wave duration) were conducted in a Middle Eastern cohort from the Qatar Precision Health Institute, comprising 13 827 subjects with whole-genome sequence data. Middle Eastern PRSs were developed using clumping and thresholding, and their performance was compared with 26 published PRSs. Genetic predisposition to long QT syndrome was explored using rare variant analysis. RESULTS: Seventy-four independent loci were obtained with genome-wide significance across the 6 traits (P<5×10−8). Of the 74 loci, 67 (90.5%) were previously reported, and 7 loci (9.5%) were novel and contained 6 genes: STAC and CSMD1 for PR, ANK1 and NCOA2 for QRS, LSP1 for QTc, and MKLN1 for P wave duration. All 26 published PRSs showed good performance in our cohort. PGS002276 showed the best performance for QTc (R2=0.059, P=4.83×10−185), PGS002166 showed the best performance for QRS (R2=0.024, P=1.53×10−75), and PGS000905 showed the best performance for PR (R2=0.053, P=2.57×10−165). Some of these PRSs were associated with cardiovascular diseases. For example, PGS003500, a QTc PRS, was significantly associated with cardiomyopathy (odds ratio per 1 SD=1.58 [95% CI, 1.23–2.01]; P=2.42×10−4). Middle Eastern PRSs substantially outperformed published PRSs and did not perform well in the UK Biobank data. Ten pathogenic variants, including 3 that are specific to Qatari individuals, were observed in 17 long QT syndrome genes and were carried by 19 indi-viduals. The QTc average was larger for mutation carriers (415.6±23.5 versus 402.3±18.5 in noncarriers). Five-year follow-up data did not show a significant change in ECG patterns, regardless of mutation status and PRS values. Four of 2302 individuals had prolonged QTc intervals over the 2 time points. CONCLUSIONS: In this first genome-wide association study for ECG traits in the Middle East using whole-genome sequence data, 7 novel loci (6 genes) were identified. Published PRSs performed well, but newly developed Middle Eastern–specific PRSs performed the best. Novel variants in long QT syndrome genes were observed for the first time in Qatari individuals. Follow-up data did not show significant changes in ECG patterns.
AB - BACKGROUND: Electrocardiography is one of the most valuable noninvasive diagnostic tools in determining the presence of many cardiovascular diseases. Genetic factors are important in determining ECG abnormalities and their link to cardiovascular diseases. Genome-wide association studies and polygenic risk scores (PRSs) have been conducted for various ECG traits such as QT interval and QRS duration. However, these studies mainly focused on cohorts of European descent. METHODS: In this cohort study, genome-wide association studies for 6 ECG traits (RR, PR, corrected QT interval [QTc], QRS, JT, and P wave duration) were conducted in a Middle Eastern cohort from the Qatar Precision Health Institute, comprising 13 827 subjects with whole-genome sequence data. Middle Eastern PRSs were developed using clumping and thresholding, and their performance was compared with 26 published PRSs. Genetic predisposition to long QT syndrome was explored using rare variant analysis. RESULTS: Seventy-four independent loci were obtained with genome-wide significance across the 6 traits (P<5×10−8). Of the 74 loci, 67 (90.5%) were previously reported, and 7 loci (9.5%) were novel and contained 6 genes: STAC and CSMD1 for PR, ANK1 and NCOA2 for QRS, LSP1 for QTc, and MKLN1 for P wave duration. All 26 published PRSs showed good performance in our cohort. PGS002276 showed the best performance for QTc (R2=0.059, P=4.83×10−185), PGS002166 showed the best performance for QRS (R2=0.024, P=1.53×10−75), and PGS000905 showed the best performance for PR (R2=0.053, P=2.57×10−165). Some of these PRSs were associated with cardiovascular diseases. For example, PGS003500, a QTc PRS, was significantly associated with cardiomyopathy (odds ratio per 1 SD=1.58 [95% CI, 1.23–2.01]; P=2.42×10−4). Middle Eastern PRSs substantially outperformed published PRSs and did not perform well in the UK Biobank data. Ten pathogenic variants, including 3 that are specific to Qatari individuals, were observed in 17 long QT syndrome genes and were carried by 19 indi-viduals. The QTc average was larger for mutation carriers (415.6±23.5 versus 402.3±18.5 in noncarriers). Five-year follow-up data did not show a significant change in ECG patterns, regardless of mutation status and PRS values. Four of 2302 individuals had prolonged QTc intervals over the 2 time points. CONCLUSIONS: In this first genome-wide association study for ECG traits in the Middle East using whole-genome sequence data, 7 novel loci (6 genes) were identified. Published PRSs performed well, but newly developed Middle Eastern–specific PRSs performed the best. Novel variants in long QT syndrome genes were observed for the first time in Qatari individuals. Follow-up data did not show significant changes in ECG patterns.
KW - Middle East
KW - Qatar precision health institute
KW - cardiovascular diseases
KW - diverse populations
KW - electrocardiography
KW - genome-wide association studies
KW - polygenic risk scores
UR - http://www.scopus.com/inward/record.url?scp=86000615131&partnerID=8YFLogxK
U2 - 10.1161/JAHA.124.038341
DO - 10.1161/JAHA.124.038341
M3 - Article
C2 - 40008532
AN - SCOPUS:86000615131
SN - 2047-9980
VL - 14
JO - Journal of the American Heart Association
JF - Journal of the American Heart Association
IS - 5
M1 - e038341
ER -