TY - JOUR
T1 - A model and test for coordinated polygenic epistasis in complex traits
AU - Sheppard, Brooke
AU - Rappoport, Nadav
AU - Loh, Po Ru
AU - Sanders, Stephan J.
AU - Zaitlen, Noah
AU - Dahl, Andy
N1 - Funding Information:
ACKNOWLEDGMENTS. N.Z. is supported by NIH grants K25HL121295, U01HG009080, R01HG006399, R01CA227237, R03DE025665, and Department of Defense W81XWH-16-2-0018. A.D. is supported by NIH grants U01HG009080 and R01HG006399. B.S. is supported by NIH Grant R01CA227237. N.R. is supported by NIH grants K25HL121295 and U01HG009080. S.J.S. is supported by NIH grants R01MH110928 and R01MH111662. This research has been conducted using the UKBB resource under application no. 30397. We thank Erez Dor for his help in removing related samples.
Publisher Copyright:
© This open access article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND).
PY - 2021/4/13
Y1 - 2021/4/13
N2 - Interactions between genetic variants-epistasis-is pervasive in model systems and can profoundly impact evolutionary adaption, population disease dynamics, genetic mapping, and precision medicine efforts. In this work, we develop a model for structured polygenic epistasis, called coordinated epistasis (CE), and prove that several recent theories of genetic architecture fall under the formal umbrella of CE. Unlike standard epistasis models that assume epistasis and main effects are independent, CE captures systematic correlations between epistasis and main effects that result from pathway-level epistasis, on balance skewing the penetrance of genetic effects. To test for the existence of CE, we propose the even-odd (EO) test and prove it is calibrated in a range of realistic biological models. Applying the EO test in the UK Biobank, we find evidence of CE in 18 of 26 traits spanning disease, anthropometric, and blood categories. Finally, we extend the EO test to tissue-specific enrichment and identify several plausible tissue-trait pairs. Overall, CE is a dimension of genetic architecture that can capture structured, systemic forms of epistasis in complex human traits.
AB - Interactions between genetic variants-epistasis-is pervasive in model systems and can profoundly impact evolutionary adaption, population disease dynamics, genetic mapping, and precision medicine efforts. In this work, we develop a model for structured polygenic epistasis, called coordinated epistasis (CE), and prove that several recent theories of genetic architecture fall under the formal umbrella of CE. Unlike standard epistasis models that assume epistasis and main effects are independent, CE captures systematic correlations between epistasis and main effects that result from pathway-level epistasis, on balance skewing the penetrance of genetic effects. To test for the existence of CE, we propose the even-odd (EO) test and prove it is calibrated in a range of realistic biological models. Applying the EO test in the UK Biobank, we find evidence of CE in 18 of 26 traits spanning disease, anthropometric, and blood categories. Finally, we extend the EO test to tissue-specific enrichment and identify several plausible tissue-trait pairs. Overall, CE is a dimension of genetic architecture that can capture structured, systemic forms of epistasis in complex human traits.
KW - Epistasis
KW - Genetics
KW - Polygenic risk
UR - http://www.scopus.com/inward/record.url?scp=85104163254&partnerID=8YFLogxK
U2 - 10.1073/pnas.1922305118
DO - 10.1073/pnas.1922305118
M3 - Article
C2 - 33833052
AN - SCOPUS:85104163254
VL - 118
JO - Proceedings of the National Academy of Sciences of the United States of America
JF - Proceedings of the National Academy of Sciences of the United States of America
SN - 0027-8424
IS - 15
M1 - e1922305118
ER -