title: Bayesian association of haplotypes and non-genetic factors to regulatory and phenotypic variation in human populations.
abstract: BACKGROUND
  With the recent availability of large-scale data sets profiling single nucleotide polymorphisms (SNPs) and quantitative traits data across different human subpopulations, there has been much attention directed towards discovering patterns of genetic variation and their connection to gene regulation and the onset/progression of disease. While previous work has focused primarily on correlating individual SNP markers with gene expression and disease, it has been suggested that using haplotype blocks instead of individual markers can significantly increase statistical power.
  
  
  RESULTS
  We present BlockMapper, a probabilistic generative model for genotype data and quantitative traits data, such as gene expression or phenotype measurements. BlockMapper discovers the block structure of genotype data and associates these inferred blocks to patterns of variation in quantitative traits data, whilst accounting for non-genetic factors. Our model achieves high accuracy for predicting Crohn's disease phenotype in Chromosome 5q31 and reveals novel cis-associations between two haplotype blocks in the ENm006 genomic region and GDI1, a gene implicated in X-linked mental retardation. Our results underscore the importance of accounting for the influence of large sets of SNPs on patterns of regulatory/phenotypic variation and represent a step towards an understanding of human genetic variation.
authors.affiliation: Probabilistic and Statistical Inference Group, University of Toronto, Toronto, ON, M5S 3G4, Canada.
authors.forename: Jim C
authors.initials: JC
authors.lastname: Huang
authors.forename: Anitha
authors.initials: A
authors.lastname: Kannan
authors.forename: John
authors.initials: J
authors.lastname: Winn
mesh_terms: D001499:Bayes Theorem; D005075:Biological Evolution; D002874:Chromosome Mapping / Q000379:methods*; D005819:Genetic Markers / Q000235:genetics; D014644:Genetic Variation / Q000235:genetics*; D005828:Genetics, Population; D006239:Haplotypes / Q000235:genetics*; D006801:Humans; D008957:Models, Genetic; D010641:Phenotype; D019655:Quantitative Trait, Heritable; D012045:Regulatory Sequences, Nucleic Acid / Q000235:genetics*
chemical_list: D005819:Genetic Markers