Literature DB >> 27870559

Combinatorial Methods for Epistasis and Dominance.

Serge Sverdlov1, Elizabeth Thompson1.   

Abstract

We develop computational tools for the analysis of nonlinear genotype-phenotype relationships with epistasis among multiple loci or dominance interactions among multiple alleles within the same locus. Theory distinguishes between separable traits, with removable epistasis, and traits with essential epistasis. Separable traits can be transformed to a natural scale where additive methods apply. The methods we present solve for the natural scale, exactly when possible and approximately when not. Through graph methods, our methods allow for enumeration, counting, or sampling of distinct trait architectures satisfying constraints from the separability theory. A tool is provided for diagnosing which separability constraints are violated by a given nonseparable architecture. For genetic traits controlled by limited numbers of loci and alleles, our algorithm enumerates all possible trait structures and finds exact or error-minimizing linearizing transformations by formulating a constrained optimization program. We find that the fraction of possible distinct genetic traits satisfying simple criteria that can be fully or approximately linearized is high for small systems and falls as the number of alleles or loci increases.

Keywords:  combinatorics; epistasis; genotype-phenotype map; integer programming; linear programming; population genetics; quantitative genetics; separability

Mesh:

Year:  2016        PMID: 27870559      PMCID: PMC5372789          DOI: 10.1089/cmb.2016.0112

Source DB:  PubMed          Journal:  J Comput Biol        ISSN: 1066-5277            Impact factor:   1.479


  5 in total

1.  The mystery of missing heritability: Genetic interactions create phantom heritability.

Authors:  Or Zuk; Eliana Hechter; Shamil R Sunyaev; Eric S Lander
Journal:  Proc Natl Acad Sci U S A       Date:  2012-01-05       Impact factor: 11.205

2.  Evidence for polygenic epistatic interactions in man?

Authors:  A C Heath; N G Martin; L J Eaves; D Loesch
Journal:  Genetics       Date:  1984-04       Impact factor: 4.562

Review 3.  Epistasis--the essential role of gene interactions in the structure and evolution of genetic systems.

Authors:  Patrick C Phillips
Journal:  Nat Rev Genet       Date:  2008-11       Impact factor: 53.242

4.  Warped linear mixed models for the genetic analysis of transformed phenotypes.

Authors:  Nicolo Fusi; Christoph Lippert; Neil D Lawrence; Oliver Stegle
Journal:  Nat Commun       Date:  2014-09-19       Impact factor: 14.919

Review 5.  Data and theory point to mainly additive genetic variance for complex traits.

Authors:  William G Hill; Michael E Goddard; Peter M Visscher
Journal:  PLoS Genet       Date:  2008-02-29       Impact factor: 5.917

  5 in total

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