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1.
PLoS Genet ; 6(5): e1000932, 2010 May 06.
Article in English | MEDLINE | ID: mdl-20463879

ABSTRACT

Genome-wide association studies (GWAS) have demonstrated the ability to identify the strongest causal common variants in complex human diseases. However, to date, the massive data generated from GWAS have not been maximally explored to identify true associations that fail to meet the stringent level of association required to achieve genome-wide significance. Genetics of gene expression (GGE) studies have shown promise towards identifying DNA variations associated with disease and providing a path to functionally characterize findings from GWAS. Here, we present the first empiric study to systematically characterize the set of single nucleotide polymorphisms associated with expression (eSNPs) in liver, subcutaneous fat, and omental fat tissues, demonstrating these eSNPs are significantly more enriched for SNPs that associate with type 2 diabetes (T2D) in three large-scale GWAS than a matched set of randomly selected SNPs. This enrichment for T2D association increases as we restrict to eSNPs that correspond to genes comprising gene networks constructed from adipose gene expression data isolated from a mouse population segregating a T2D phenotype. Finally, by restricting to eSNPs corresponding to genes comprising an adipose subnetwork strongly predicted as causal for T2D, we dramatically increased the enrichment for SNPs associated with T2D and were able to identify a functionally related set of diabetes susceptibility genes. We identified and validated malic enzyme 1 (Me1) as a key regulator of this T2D subnetwork in mouse and provided support for the association of this gene to T2D in humans. This integration of eSNPs and networks provides a novel approach to identify disease susceptibility networks rather than the single SNPs or genes traditionally identified through GWAS, thereby extracting additional value from the wealth of data currently being generated by GWAS.


Subject(s)
Adipose Tissue/metabolism , Diabetes Mellitus, Type 2/genetics , Gene Expression , Genome-Wide Association Study , Liver/metabolism , Polymorphism, Single Nucleotide , Animals , Cohort Studies , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Diabetes Mellitus, Type 2/metabolism , Female , Humans , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Mice, Obese , Transcription Factors/genetics , Transcription Factors/metabolism
2.
Transgenic Res ; 12(3): 337-49, 2003 Jun.
Article in English | MEDLINE | ID: mdl-12779122

ABSTRACT

The muscle creatine kinase (MCK) gene is expressed at high levels only in differentiated skeletal and cardiac muscle. The activity of the cloned enhancer-promoter has previously been shown to be dependent on the Trex element which is specifically bound by a yet unidentified nuclear factor, TrexBF. We have further characterized the function of the Trex site by comparing wild-type and Trex-mutated MCK transgenes in five mouse skeletal muscles: quadriceps, extensor digitorum longus (EDL), soleus, diaphragm, and distal tongue, as well as in heart ventricular muscle. Several types of statistical analysis including analysis of variance (ANOVA) and rank sum tests were used to compare expression between muscle types and between constructs. Upon mutation of the Trex site, median transgene expression levels decreased 3- to 120-fold in the muscles examined, with statistically significant differences in all muscles except the EDL. Expression in the largely slow soleus muscle was more affected than in the EDL, and expression in the distal tongue and diaphragm muscles was affected more than in soleus. Median expression of the transgene in ventricle decreased about 18-fold upon Trex mutation. Transfections into neonatal rat myocardiocytes confirmed the importance of the Trex site for MCK enhancer activity in heart muscle, but the effect is larger in transgenic mice than in cultured cells.


Subject(s)
Creatine Kinase/biosynthesis , Enhancer Elements, Genetic , Isoenzymes/biosynthesis , Muscle, Skeletal/metabolism , Myocytes, Cardiac/metabolism , Animals , Cells, Cultured , Creatine Kinase/genetics , Creatine Kinase, MM Form , Gene Expression Regulation , Heart Ventricles , Isoenzymes/genetics , Mice , Mice, Transgenic , Muscle Fibers, Fast-Twitch/metabolism , Muscle Fibers, Slow-Twitch/metabolism
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