Missing heritability of common diseases and treatments outside the protein-coding exome

被引:55
作者
Sadee, Wolfgang [1 ,2 ]
Hartmann, Katherine [1 ]
Seweryn, Micha [2 ,3 ,4 ]
Pietrzak, Maciej [1 ,2 ]
Handelman, Samuel K. [1 ]
Rempala, Grzegorz A. [2 ,3 ]
机构
[1] Ohio State Univ, Wexner Med Ctr, Coll Med, Dept Pharmacol,Ctr Pharmacogen, Columbus, OH 43210 USA
[2] Ohio State Univ, Div Biostat, Coll Publ Hlth, Columbus, OH 43210 USA
[3] Ohio State Univ, Math Biosci Inst, Columbus, OH 43210 USA
[4] Univ Lodz, Fac Math & Comp Sci, PL-90131 Lodz, Poland
关键词
MESSENGER-RNA EXPRESSION; GENOME-WIDE; ALLELIC EXPRESSION; MOLECULAR-MECHANISMS; GENETIC INTERACTIONS; SEQUENCE VARIATION; NEURONAL-ACTIVITY; HUMAN BRAIN; FOLLOW-UP; EPISTASIS;
D O I
10.1007/s00439-014-1476-7
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Genetic factors strongly influence risk of common human diseases and treatment outcomes but the causative variants remain largely unknown; this gap has been called the 'missing heritability'. We propose several hypotheses that in combination have the potential to narrow the gap. First, given a multi-stage path from wellness to disease, we propose that common variants under positive evolutionary selection represent normal variation and gate the transition between wellness and an 'off-well' state, revealing adaptations to changing environmental conditions. In contrast, genome-wide association studies (GWAS) focus on deleterious variants conveying disease risk, accelerating the path from off-well to illness and finally specific diseases, while common 'normal' variants remain hidden in the noise. Second, epistasis (dynamic gene-gene interactions) likely assumes a central role in adaptations and evolution; yet, GWAS analyses currently are poorly designed to reveal epistasis. As gene regulation is germane to adaptation, we propose that epistasis among common normal regulatory variants, or between common variants and less frequent deleterious variants, can have strong protective or deleterious phenotypic effects. These gene-gene interactions can be highly sensitive to environmental stimuli and could account for large differences in drug response between individuals. Residing largely outside the protein-coding exome, common regulatory variants affect either transcription of coding and non-coding RNAs (regulatory SNPs, or rSNPs) or RNA functions and processing (structural RNA SNPs, or srSNPs). Third, with the vast majority of causative variants yet to be discovered, GWAS rely on surrogate markers, a confounding factor aggravated by the presence of more than one causative variant per gene and by epistasis. We propose that the confluence of these factors may be responsible to large extent for the observed heritability gap.
引用
收藏
页码:1199 / 1215
页数:17
相关论文
共 121 条
[1]  
[Anonymous], WEBMEDCENTRAL BIOINF
[2]   Allelic mRNA expression imbalance in C-type lectins reveals a frequent regulatory SNP in the human surfactant protein A (SP-A) gene [J].
Azad, A. K. ;
Curtis, A. ;
Papp, A. ;
Webb, A. ;
Knoell, D. ;
Sadee, W. ;
Schlesinger, L. S. .
GENES AND IMMUNITY, 2013, 14 (02) :99-106
[3]   Innate Immune Gene Polymorphisms in Tuberculosis [J].
Azad, Abul K. ;
Sadee, Wolfgang ;
Schlesinger, Larry S. .
INFECTION AND IMMUNITY, 2012, 80 (10) :3343-3359
[4]   A scalable, knowledge-based analysis framework for genetic association studies [J].
Baurley, James W. ;
Conti, David V. .
BMC BIOINFORMATICS, 2013, 14
[5]   Evolutionary capacitance as a general feature of complex gene networks [J].
Bergman, A ;
Siegal, ML .
NATURE, 2003, 424 (6948) :549-552
[6]   MicroRNA expression profiles for the NCI-60 cancer cell panel [J].
Blower, Paul E. ;
Verducci, Joseph S. ;
Lin, Shili ;
Zhou, Jin ;
Chung, Ji-Hyun ;
Dai, Zunyan ;
Liu, Chang-Gong ;
Reinhold, William ;
Lorenzi, Philip L. ;
Kaldjian, Eric P. ;
Croce, Carlo M. ;
Weinstein, John N. ;
Sadee, Wolfgang .
MOLECULAR CANCER THERAPEUTICS, 2007, 6 (05) :1483-1491
[7]   Epistasis as the primary factor in molecular evolution [J].
Breen, Michael S. ;
Kemena, Carsten ;
Vlasov, Peter K. ;
Notredame, Cedric ;
Kondrashov, Fyodor A. .
NATURE, 2012, 490 (7421) :535-+
[8]   Unbiased mapping of transcription factor binding sites along human chromosomes 21 and 22 points to widespread regulation of noncoding RNAs [J].
Cawley, S ;
Bekiranov, S ;
Ng, HH ;
Kapranov, P ;
Sekinger, EA ;
Kampa, D ;
Piccolboni, A ;
Sementchenko, V ;
Cheng, J ;
Williams, AJ ;
Wheeler, R ;
Wong, B ;
Drenkow, J ;
Yamanaka, M ;
Patel, S ;
Brubaker, S ;
Tammana, H ;
Helt, G ;
Struhl, K ;
Gingeras, TR .
CELL, 2004, 116 (04) :499-509
[9]   Genome-Wide Analysis of Human SNPs at Long Intergenic Noncoding RNAs [J].
Chen, Geng ;
Qiu, Chengxiang ;
Zhang, Qipeng ;
Liu, Bing ;
Cui, Qinghua .
HUMAN MUTATION, 2013, 34 (02) :338-344
[10]   Non-Synonymous and Synonymous Coding SNPs Show Similar Likelihood and Effect Size of Human Disease Association [J].
Chen, Rong ;
Davydov, Eugene V. ;
Sirota, Marina ;
Butte, Atul J. .
PLOS ONE, 2010, 5 (10)