The impact of non-additive genetic associations on age-related complex diseases

被引:61
作者
Guindo-Martinez, Marta [1 ]
Amela, Ramon [1 ]
Bonas-Guarch, Silvia [1 ,2 ,3 ]
Puiggros, Montserrat [1 ]
Salvoro, Cecilia [1 ]
Miguel-Escalada, Irene [1 ,2 ,3 ]
Carey, Caitlin E. [4 ,5 ]
Cole, Joanne B. [6 ,7 ,8 ,9 ,10 ,11 ]
Rueger, Sina [12 ]
Atkinson, Elizabeth [4 ,5 ,13 ]
Leong, Aaron [9 ,14 ]
Sanchez, Friman [1 ]
Ramon-Cortes, Cristian [1 ]
Ejarque, Jorge [1 ]
Palmer, Duncan S. [4 ,5 ,19 ]
Kurki, Mitja [12 ]
Aragam, Krishna [13 ,15 ,16 ]
Florez, Jose C. [6 ,7 ,8 ,17 ]
Badia, Rosa M. [1 ]
Mercader, Josep M. [1 ,6 ,7 ,8 ,17 ]
Torrents, David [1 ,18 ]
机构
[1] Barcelona Supercomp Ctr BSC, Barcelona, Spain
[2] Barcelona Inst Sci & Technol, Ctr Genom Regulat, Regulatory Genom & Diabet, Barcelona, Spain
[3] CIBER Diabet & Enfermedades Metab Asociadas, Madrid, Spain
[4] Broad Inst MIT & Harvard, Stanley Ctr Psychiat Res, Cambridge, MA 02142 USA
[5] Massachusetts Gen Hosp, Dept Med, Analyt & Translat Genet Unit, Boston, MA 02114 USA
[6] Broad Inst MIT & Harvard, Programs Metab & Med & Populat Genet, Cambridge, MA 02142 USA
[7] Massachusetts Gen Hosp, Diabet Unit, Boston, MA 02114 USA
[8] Massachusetts Gen Hosp, Ctr Genom Med, Boston, MA 02114 USA
[9] Harvard Med Sch, Boston, MA 02115 USA
[10] Boston Childrens Hosp, Div Endocrinol, Boston, MA USA
[11] Boston Childrens Hosp, Ctr Basic & Translat Obes Res, Boston, MA USA
[12] Univ Helsinki, Inst Mol Med Finland, HiLIFE, FIMM, Helsinki, Finland
[13] Broad Inst MIT & Harvard, Program Med & Populat Genet, Cambridge, MA 02142 USA
[14] Massachusetts Gen Hosp, Dept Med, Boston, MA 02114 USA
[15] Massachusetts Gen Hosp, Div Cardiol, Boston, MA USA
[16] Massachusetts Gen Hosp, Cardiovasc Res Ctr, Boston, MA USA
[17] Harvard Med Sch, Dept Med, Boston, MA 02115 USA
[18] Inst Catalana Recerca & Estudis Avancats ICREA, Barcelona, Spain
[19] GENOMICS Plc, Oxford, England
基金
欧盟地平线“2020”; 英国惠康基金; 美国国家卫生研究院;
关键词
GENOME-WIDE ASSOCIATION; MISSING HERITABILITY; GENOTYPE IMPUTATION; RISK; VARIANTS; RESOURCE; LOCI; TOOL;
D O I
10.1038/s41467-021-21952-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Genome-wide association studies (GWAS) are not fully comprehensive, as current strategies typically test only the additive model, exclude the X chromosome, and use only one reference panel for genotype imputation. We implement an extensive GWAS strategy, GUIDANCE, which improves genotype imputation by using multiple reference panels and includes the analysis of the X chromosome and non-additive models to test for association. We apply this methodology to 62,281 subjects across 22 age-related diseases and identify 94 genome-wide associated loci, including 26 previously unreported. Moreover, we observe that 27.7% of the 94 loci are missed if we use standard imputation strategies with a single reference panel, such as HRC, and only test the additive model. Among the new findings, we identify three novel low-frequency recessive variants with odds ratios larger than 4, which need at least a three-fold larger sample size to be detected under the additive model. This study highlights the benefits of applying innovative strategies to better uncover the genetic architecture of complex diseases. Most genome-wide association studies assume an additive model, exclude the X chromosome, and use one reference panel. Here, the authors implement a strategy including non-additive models and find that the number of loci for age-related traits increases as compared to the additive model alone.
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页数:14
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