NDLI: A Comparison of Optimality Measures for Estimating Untyped SNP Using the Allele Frequencies of Neighboring SNPs

Content Provider	IEEE Xplore Digital Library
Author	Gautam, Y. Lee, C. Chin-I Cheng Langefeld, C.
Copyright Year	2015
Description	Author affiliation: Wake Forest Univ., Wake Forest, NC, USA (Langefeld, C.) \|\| Univ. of Cincinnati, Cincinnati, OH, USA (Gautam, Y.) \|\| Central Michigan Univ., Mount Pleasant, MI, USA (Lee, C.; Chin-I Cheng)
Abstract	The allele frequencies of Single Nucleotide Polymorphisms (SNPs) are important summary information in case-control Genome Wide Association Studies (GWASs) for computing test statistics and allelic odds ratios, which are used to identify significant SNPs or for meta-analysis. Due to the limitation of time and cost, a large fraction of the known SNPs are not genotyped in the current genotyping platforms used in most of the GWASs. Imputation methods of untyped SNPs based on the individual level of genotyped data are powerful tools. However, these methods are computationally expensive and cannot work in cases where only the summary level information, such as the allele frequency is available. In this study, we propose an approach of imputing the allele frequency of untyped SNPs in the sample using only the allele frequency of the most informative pair of SNPs. We apply and compare five information measures as multilocus information measures to determine the most informative pair of SNPs to impute the allele frequency of untyped SNPs. Our approach is simple, yet highly accurate in estimating the allele frequency of untyped SNPs.
Starting Page	293
Ending Page	298
File Size	263070
Page Count	6
File Format	PDF
e-ISBN	9781467396424
DOI	10.1109/ACIT-CSI.2015.59
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2015-07-12
Publisher Place	Japan
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Couplings Hidden Markov models Genomics Frequency estimation Eigenvalues and eigenfunctions Imputation Multilolus information measures Genome wide association studies Polymorphisms Mutual information Single Nucleotide
Content Type	Text
Resource Type	Article

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