Widespread epistasis regulates glucose homeostasis and gene expression.
Widespread epistasis regulates glucose homeostasis and gene expression.
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DOI:
10.1371/journal.pgen.1007025
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发表时间:
2017-09
期刊:
影响因子:
4.5
通讯作者:
Buchner DA
中科院分区:
文献类型:
--
作者:
Chen A;Liu Y;Williams SM;Morris N;Buchner DA
The relative contributions of additive versus non-additive interactions in the regulation of complex traits remains controversial. This may be in part because large-scale epistasis has traditionally been difficult to detect in complex, multi-cellular organisms. We hypothesized that it would be easier to detect interactions using mouse chromosome substitution strains that simultaneously incorporate allelic variation in many genes on a controlled genetic background. Analyzing metabolic traits and gene expression levels in the offspring of a series of crosses between mouse chromosome substitution strains demonstrated that inter-chromosomal epistasis was a dominant feature of these complex traits. Epistasis typically accounted for a larger proportion of the heritable effects than those due solely to additive effects. These epistatic interactions typically resulted in trait values returning to the levels of the parental CSS host strain. Due to the large epistatic effects, analyses that did not account for interactions consistently underestimated the true effect sizes due to allelic variation or failed to detect the loci controlling trait variation. These studies demonstrate that epistatic interactions are a common feature of complex traits and thus identifying these interactions is key to understanding their genetic regulation. Most complex traits and diseases are regulated by the combined influence of multiple genetic variants. However, it remains controversial whether these genetic variants independently influence complex traits, and therefore the impact of each variant could be simply added together (additivity), or whether the variants work together to influence trait variation, in which case the combined impact of multiple variants would differ from the summed impact of each individual variant (epistasis). In this study in mice, we discovered that the genetic regulation of blood sugar levels and gene expression in the liver were predominantly controlled by non-additive interactions, whereas body weight was predominantly controlled by additive interactions. Remarkably, the expression level of nearly 25% of all genes in the liver was controlled by non-additive interactions. The non-additive interactions typically acted to return trait values to the levels detected in control mice, thus contributing to a reduction in trait variation. We also demonstrated that not accounting for non-additive interactions significantly underestimated the phenotypic effect of a genetic variant on a particular genetic background, suggesting that many previously identified risk loci may have significantly larger effects on disease susceptibility in a subset of individuals. These studies highlight the importance of understanding interactions between genetic variants to better understand disease risk and personalize clinical care.
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影响因子:
2.1
作者:
Gonzalez PN;Pavlicev M;Mitteroecker P;Pardo-Manuel de Villena F;Spritz RA;Marcucio RS;Hallgrímsson B
通讯作者:
Hallgrímsson B
DOI:
10.1093/bioinformatics/btu638
发表时间:
2015-01-15
期刊:
Bioinformatics (Oxford, England)
影响因子:
--
作者:
Anders S;Pyl PT;Huber W
通讯作者:
Huber W
影响因子:
64.5
作者:
Galarza-Muñoz G;Briggs FBS;Evsyukova I;Schott-Lerner G;Kennedy EM;Nyanhete T;Wang L;Bergamaschi L;Widen SG;Tomaras GD;Ko DC;Bradrick SS;Barcellos LF;Gregory SG;Garcia-Blanco MA
通讯作者:
Garcia-Blanco MA
影响因子:
30.8
作者:
Carlborg, Ö;Jacobsson, L;Andersson, L
通讯作者:
Andersson, L
影响因子:
4
作者:
Fu, Wenqing;O'Connor, Timothy D.;Akey, Joshua M.
通讯作者:
Akey, Joshua M.