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Does strong linkage disequilibrium guarantee redundant association results?
Dahlia M Nielsen1, Sunil Suchindran, Christopher P Smith
1Program in Statistical Genetics, Department of Genetics, North Carolina State University, Raleigh, NC 27695-7566, USA. dahlia@statgen.ncsu.edu
Tag single nucleotide polymorphisms (SNPs) can act as proxies for other markers, potentially reducing genotyping costs. However, their effectiveness in association studies is compromised when genetic association exists, reducing overall study power.
Area of Science:
- Genetics
- Statistical Genetics
- Bioinformatics
Background:
- Tag single nucleotide polymorphisms (SNPs) are used as proxies for other polymorphic sites due to linkage disequilibrium (LD).
- The assumption is that tag SNPs capture substantial genetic variation, potentially reducing genotyping costs in association studies without power loss.
Purpose of the Study:
- To directly examine the assumption that strong LD between markers implies high correlation between association test results.
- To evaluate the reliability of tag SNPs as proxies for other markers in genetic association studies.
Main Methods:
- Analysis of the relationship between linkage disequilibrium (LD) and correlation of association test outcomes.
- Examination under both null hypothesis (no association) and alternative hypothesis (genetic association exists) scenarios.
Main Results:
- Under the null hypothesis, the relationship between LD and association test outcome correlation is clear but not always ideal.
- Under the alternative hypothesis, high LD does not guarantee that one marker's association test result is a direct substitute for another's.
Conclusions:
- The use of tag SNPs as proxies may not be reliable when genetic association is present in a region.
- Eliminating markers in favor of tag SNPs can lead to a reduction in the overall power of association studies.
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