Probabilistic graphical models for genetic association studies

A hierarchical Bayesian network approach for linkage disequilibrium modeling and data-dimensionality reduction prior to genome-wide association studies

(2011) Raphaël Mourad et al.   BMC BIOINFORMATICS

Modeling associations between genetic markers using Bayesian networks

(2010) E. Villanueva et al.   BIOINFORMATICS

A method and program for estimating graphical models for linkage disequilibrium that scale linearly with the number of loci, and their application to gene drop simulation

(2009) A. Thomas   BIOINFORMATICS

A graphical model approach for inferring large-scale networks integrating gene expression and genetic polymorphism

(2009) Jen-hwa Chu et al.   BMC Systems Biology

Enumerating the Junction Trees of a Decomposable Graph

(2009) Alun Thomas et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

A network view of disease and compound screening

(2009) Eric E. Schadt et al.   NATURE REVIEWS DRUG DISCOVERY

Bayesian statistical methods for genetic association studies

(2009) Matthew Stephens et al.   NATURE REVIEWS GENETICS

Enumerating the decomposable neighbors of a decomposable graph under a simple perturbation scheme

(2008) Alun Thomas et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Estimation of graphical models whose conditional independence graphs are interval graphs and its application to modelling linkage disequilibrium

(2008) Alun Thomas   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Genomics and genome-wide association studies: An integrative approach to expression QTL mapping

(2008) James H. Degnan et al.   GENOMICS

Exploiting the proteome to improve the genome-wide genetic analysis of epistasis in common human diseases

(2008) Kristine A. Pattin et al.   HUMAN GENETICS

A systems-based framework for understanding complex metabolic and cardiovascular disorders

(2008) Sulin Wu et al.   JOURNAL OF LIPID RESEARCH

Discovery of latent structures: Experience with the CoIL Challenge 2000 data set*

(2008) Nevin L. ZHANG et al.   Journal of Systems Science & Complexity

Reverse engineering the genotype–phenotype map with natural genetic variation

(2008) Matthew V. Rockman   NATURE

Genome-wide association studies for complex traits: consensus, uncertainty and challenges

(2008) Mark I. McCarthy et al.   NATURE REVIEWS GENETICS

Genetical Genomics: Spotlight on QTL Hotspots

(2008) Rainer Breitling et al.   PLoS Genetics