Title :
Discovering genetic polymorphism associated with gene expression levels across the whole genome
Author :
Antoniades, Athos ; Kalvari, Ioanna ; Pattichis, Constantinos ; Jones, Neil ; Matthews, Paul M. ; Domenici, Enrico ; Muglia, Pierandrea
Author_Institution :
Dept. of Comput. Sci., Univ. of Cyprus, Nicosia, Cyprus
Abstract :
Genetic differences have been shown to contribute to gene expression variability. A complete evaluation of the associations between a whole genome scan with 550 k Single Nucleotide Polymorphisms (SNPs) and 54 k detectable expression levels (probesets) was performed on 176 human peripheral blood samples. The results are presented along with visualizations that reveal cis and trans gene expression regulatory effects. The algorithmic approach followed utilized a distributed computational system. The analysis was performed using a linear regression adjusting for all relevant covariates. Permutation testing on a random subset of the top results provided an indication of the significance levels adjusted for multiple testing and the non independence of SNPs due to linkage disequilibrium. The database of the produced results can be used as a resource to assess the functional impact of genetic polymorphisms to gene expression regulation. This resource is applicable across all disease areas.
Keywords :
blood; cellular biophysics; genetics; genomics; molecular biophysics; polymorphism; proteins; regression analysis; 31st linkage disequilibrium; cis gene expression regulatory; distributed computational system; gene expression variability; genetic polymorphism; genome; linear regression; linkage disequilibrium; multiple testing; permutation testing; single nucleotide polymorphisms; trans gene expression regulatory; Base Sequence; Chromosome Mapping; DNA Mutational Analysis; Depressive Disorder, Major; Gene Expression Profiling; Genetic Linkage; Genetic Predisposition to Disease; Humans; Molecular Sequence Data; Polymorphism, Single Nucleotide;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5334061