Modeling causality for pairs of phenotypes in system genetics

EC Neto, AT Broman, MP Keller, AD Attie, B Zhang… - Genetics, 2013 - academic.oup.com
Current efforts in systems genetics have focused on the development of statistical
approaches that aim to disentangle causal relationships among molecular phenotypes in …

Towards systems genetic analyses in barley: Integration of phenotypic, expression and genotype data into GeneNetwork

A Druka, I Druka, AG Centeno, H Li, Z Sun… - BMC genetics, 2008 - Springer
Background A typical genetical genomics experiment results in four separate data sets;
genotype, gene expression, higher-order phenotypic data and metadata that describe the …

Comparing genome-wide association study results from different measurements of an underlying phenotype

JL Gage, N de Leon, MK Clayton - G3: Genes, Genomes …, 2018 - academic.oup.com
Increasing popularity of high-throughput phenotyping technologies, such as image-based
phenotyping, offer novel ways for quantifying plant growth and morphology. These new …

Inferring causal phenotype networks from segregating populations

E Chaibub Neto, CT Ferrara, AD Attie, BS Yandell - Genetics, 2008 - academic.oup.com
A major goal in the study of complex traits is to decipher the causal interrelationships among
correlated phenotypes. Current methods mostly yield undirected networks that connect …

Network-assisted crop systems genetics: network inference and integrative analysis

T Lee, H Kim, I Lee - Current opinion in plant biology, 2015 - Elsevier
Highlights•Networks facilitate gene-to-phenotype mapping by gene prioritization and GWAS
data analysis.•Network-assisted crop systems genetics require genome-scale functional …

Genetic background effects in quantitative genetics: gene-by-system interactions

M Sardi, AP Gasch - Current Genetics, 2018 - Springer
Proper cell function depends on networks of proteins that interact physically and functionally
to carry out physiological processes. Thus, it seems logical that the impact of sequence …

Discovering pair-wise genetic interactions: an information theory-based approach

TM Ignac, A Skupin, NA Sakhanenko, DJ Galas - PLoS One, 2014 - journals.plos.org
Phenotypic variation, including that which underlies health and disease in humans, results
in part from multiple interactions among both genetic variation and environmental factors …

Network analysis of GWAS data

MDM Leiserson, JV Eldridge, S Ramachandran… - Current opinion in …, 2013 - Elsevier
Genome-wide association studies (GWAS) identify genetic variants that distinguish a control
population from a population with a specific trait. Two challenges in GWAS are:(1) …

The causal meaning of genomic predictors and how it affects construction and comparison of genome-enabled selection models

BD Valente, G Morota, F Peñagaricano, D Gianola… - Genetics, 2015 - academic.oup.com
The term “effect” in additive genetic effect suggests a causal meaning. However, inferences
of such quantities for selection purposes are typically viewed and conducted as a prediction …

Genomic model with correlation between additive and dominance effects

T Xiang, OF Christensen, ZG Vitezica, A Legarra - Genetics, 2018 - academic.oup.com
Dominance genetic effects are rarely included in pedigree-based genetic evaluation. With
the availability of single nucleotide polymorphism markers and the development of genomic …