Genome biology · 2005 · 83 citations · 27 references
Life SciencesGeneticsMolecular GeneticsGene ExpressionGene Expression AnalysisPathway AnalysisDifferential Gene Expression AnalysisExpression Quantitative Trait Loci AnalysisFunctional GenomicsGene Expression ProfilingMetabolic Pathway AnalysisCross-trait CorrelationDifferential Gene ExpressionDifferential Transcript ExpressionExpression Quantitative Trait Locus AnalysisGenetic Susceptibility To ObesityGlobal Gene RegulationMetabolic Pathway GenomicsTrait Correlation Structure
BACKGROUND: A segregating population of (C57BL/6J x DBA/2J)F2 intercross mice was studied for obesity-related traits and for global gene expression in liver. Quantitative trait locus analyses were applied to the subcutaneous fat-mass trait and all gene-expression data. These data were then used to identify gene sets that are differentially perturbed in lean and obese mice. RESULTS: We integrated global gene-expression data with phenotypic and genetic segregation analyses to evaluate metabolic pathways associated with obesity. Using two approaches we identified 13 metabolic pathways whose genes are coordinately regulated in association with obesity. Four genomic regions on chromosomes 3, 6, 16, and 19 were found to control the coordinated expression of these pathways. Using criteria that included trait correlation, differential gene expression, and linkage to genomic regions, we identified novel genes potentially associated with the identified pathways. CONCLUSION: This study demonstrates that genetic and gene-expression data can be integrated to identify pathways associated with clinical traits and their underlying genetic determinants.
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