Identification of 90 NAFLD GWAS loci and establishment of NAFLD PRS and causal role of NAFLD in coronary artery disease

被引:25
作者
Miao, Zong [1 ,2 ]
Garske, Kristina M. [1 ]
Pan, David Z. [1 ,2 ]
Koka, Amogha [1 ]
Kaminska, Dorota [1 ,3 ,4 ]
Mannisto, Ville [5 ,6 ]
Sinsheimer, Janet S. [1 ,2 ,7 ]
Pihlajamaki, Jussi [3 ,8 ]
Pajukanta, Paivi [1 ,2 ,9 ]
机构
[1] Univ Calif Los Angeles, David Geffen Sch Med, Dept Human Genet, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Bioinformat Interdept Program, Los Angeles, CA 90024 USA
[3] Inst Publ Hlth & Clin Nutr UEF, Kuopio, Finland
[4] Turku Univ Hosp, Turku PET Ctr, Turku, Finland
[5] UEF & Kuopio Univ Hosp, Dept Med, Kuopio, Finland
[6] Univ Amsterdam, Dept Expt Vasc Med, Amsterdam UMC, Locat AMC, Amsterdam, Netherlands
[7] Univ Calif Los Angeles, Dept Computat Med, Los Angeles, CA USA
[8] Kuopio Univ Hosp, Dept Med Endocrinol & Clin Nutr, Kuopio, Finland
[9] Univ Calif Los Angeles, David Geffen Sch Med, Inst Precis Hlth, Los Angeles, CA 90095 USA
来源
HUMAN GENETICS AND GENOMICS ADVANCES | 2022年 / 3卷 / 01期
基金
芬兰科学院;
关键词
FATTY LIVER-DISEASE; MENDELIAN RANDOMIZATION; CONFERS SUSCEPTIBILITY; WIDE ASSOCIATION; VARIANTS; INSIGHTS; MODELS; INDEX; GENES;
D O I
10.1016/j.xhgg.2021.100056
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The prevalence of non-alcoholic fatty liver disease (NAFLD), now also known as metabolic dysfunction-associated fatty liver disease (MAFLD), is rapidly increasing worldwide due to the ongoing obesity epidemic. However, currently the NALFD diagnosis requires non-readily available imaging technologies or liver biopsy, which has drastically limited the sample sizes of NAFLD studies and hampered the discovery of its genetic component. Here we utilized the large UK Biobank (UKB) to accurately estimate the NAFLD status in UKB based on common serum traits and anthropometric measures. Scoring all individuals in UKB for NAFLD risk resulted in 28,396 NAFLD cases and 108,652 healthy individuals at a >90% confidence level. Using this imputed NAFLD status to perform the largest NAFLD genome-wide association study (GWAS) to date, we identified 94 independent (R-2 < 0.2) NAFLD GWAS loci, of which 90 have not been identified before; built a polygenic risk score (PRS) model to predict the genetic risk of NAFLD; and used theGWAS variants of imputed NAFLD for a tissue-aware Mendelian randomization analysis that discovered a significant causal effect of NAFLD on coronary artery disease (CAD). In summary, we accurately estimated the NAFLD status in UKB using common serum traits and anthropometric measures, which empowered us to identify 90 GWAS NAFLD loci, build NAFLD PRS, and discover a significant causal effect of NAFLD on CAD.
引用
收藏
页数:11
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