Modeling causality for pairs of phenotypes in system genetics
Current efforts in systems genetics have focused on the development of statistical
approaches that aim to disentangle causal relationships among molecular phenotypes in …
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 …
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
Increasing popularity of high-throughput phenotyping technologies, such as image-based
phenotyping, offer novel ways for quantifying plant growth and morphology. These new …
phenotyping, offer novel ways for quantifying plant growth and morphology. These new …
Inferring causal phenotype networks from segregating populations
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 …
correlated phenotypes. Current methods mostly yield undirected networks that connect …
Network-assisted crop systems genetics: network inference and integrative analysis
Highlights•Networks facilitate gene-to-phenotype mapping by gene prioritization and GWAS
data analysis.•Network-assisted crop systems genetics require genome-scale functional …
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 …
to carry out physiological processes. Thus, it seems logical that the impact of sequence …
Discovering pair-wise genetic interactions: an information theory-based approach
Phenotypic variation, including that which underlies health and disease in humans, results
in part from multiple interactions among both genetic variation and environmental factors …
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) …
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
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 …
of such quantities for selection purposes are typically viewed and conducted as a prediction …
Genomic model with correlation between additive and dominance effects
Dominance genetic effects are rarely included in pedigree-based genetic evaluation. With
the availability of single nucleotide polymorphism markers and the development of genomic …
the availability of single nucleotide polymorphism markers and the development of genomic …