Model-specific tests on variance heterogeneity for detection of potentially interacting genetic loci

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Hothorn, Ludwig A.; Libiger, O.; Gerhard, Daniel: Model-specific tests on variance heterogeneity for detection of potentially interacting genetic loci. In: BMC Genetics 13 (2012), 59. DOI: http://dx.doi.org/10.1186/1471-2156-13-59

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Sum total of downloads: 140




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Abstract: 
Background: Trait variances among genotype groups at a locus are expected to differ in the presence of an interaction between this locus and another locus or environment. A simple maximum test on variance heterogeneity can thus be used to identify potentially interacting single nucleotide polymorphisms (SNPs).Results: We propose a multiple contrast test for variance heterogeneity that compares the mean of Levene residuals for each genotype group with their average as an alternative to a global Levene test. We applied this test to a Bogalusa Heart Study dataset to screen for potentially interacting SNPs across the whole genome that influence a number of quantitative traits. A user-friendly implementation of this method is available in the R statistical software package multcomp.Conclusions: We show that the proposed multiple contrast test of model-specific variance heterogeneity can be used to test for potential interactions between SNPs and unknown alleles, loci or covariates and provide valuable additional information compared with traditional tests. Although the test is statistically valid for severely unbalanced designs, care is needed in interpreting the results at loci with low allele frequencies.
License of this version: CC BY 2.0 Unported
Document Type: Article
Publishing status: publishedVersion
Issue Date: 2012
Appears in Collections:Naturwissenschaftliche Fakultät

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pos. country downloads
total perc.
1 image of flag of Germany Germany 77 55.00%
2 image of flag of United States United States 26 18.57%
3 image of flag of China China 11 7.86%
4 image of flag of Canada Canada 4 2.86%
5 image of flag of No geo information available No geo information available 3 2.14%
6 image of flag of India India 3 2.14%
7 image of flag of France France 2 1.43%
8 image of flag of Czech Republic Czech Republic 2 1.43%
9 image of flag of Cyprus Cyprus 2 1.43%
10 image of flag of Hungary Hungary 1 0.71%
    other countries 9 6.43%

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