title: Association weight matrix for the genetic dissection of puberty in beef cattle.
abstract: We describe a systems biology approach for the genetic dissection of complex traits based on applying gene network theory to the results from genome-wide associations. The associations of single-nucleotide polymorphisms (SNP) that were individually associated with a primary phenotype of interest, age at puberty in our study, were explored across 22 related traits. Genomic regions were surveyed for genes harboring the selected SNP. As a result, an association weight matrix (AWM) was constructed with as many rows as genes and as many columns as traits. Each {i, j} cell value in the AWM corresponds to the z-score normalized additive effect of the ith gene (via its neighboring SNP) on the jth trait. Columnwise, the AWM recovered the genetic correlations estimated via pedigree-based restricted maximum-likelihood methods. Rowwise, a combination of hierarchical clustering, gene network, and pathway analyses identified genetic drivers that would have been missed by standard genome-wide association studies. Finally, the promoter regions of the AWM-predicted targets of three key transcription factors (TFs), estrogen-related receptor gamma (ESRRG), Pal3 motif, bound by a PPAR-gamma homodimer, IR3 sites (PPARG), and Prophet of Pit 1, PROP paired-like homeobox 1 (PROP1), were surveyed to identify binding sites corresponding to those TFs. Applied to our case, the AWM results recapitulate the known biology of puberty, captured experimentally validated binding sites, and identified candidate genes and gene-gene interactions for further investigation.
authors.affiliation: Cooperative Research Centre for Beef Genetic Technologies, Queensland Bioscience Precinct, Brisbane, QLD, Australia.
authors.forename: Marina R S
authors.initials: MR
authors.lastname: Fortes
authors.forename: Antonio
authors.initials: A
authors.lastname: Reverter
authors.forename: Yuandan
authors.initials: Y
authors.lastname: Zhang
authors.forename: Eliza
authors.initials: E
authors.lastname: Collis
authors.forename: Shivashankar H
authors.initials: SH
authors.lastname: Nagaraj
authors.forename: Nick N
authors.initials: NN
authors.lastname: Jonsson
authors.forename: Kishore C
authors.initials: KC
authors.lastname: Prayaga
authors.forename: Wes
authors.initials: W
authors.lastname: Barris
authors.forename: Rachel J
authors.initials: RJ
authors.lastname: Hawken
mesh_terms: D000375:Aging; D000818:Animals; D002417:Cattle / Q000235:genetics*; D053263:Gene Regulatory Networks; D055106:Genome-Wide Association Study; D020641:Polymorphism, Single Nucleotide; D049490:Systems Biology