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Relaxed significance criteria for linkage analysis
1Department of Biostatistics, University of Washington, Seattle, Washington 98195, USA.
The false discovery rate (FDR) has issues in genetic linkage analysis for single traits. A new method, GWERk, offers a more flexible alternative to control statistical significance without computational cost.
Area of Science:
- Genetics
- Statistical genetics
- Genomic analysis
Background:
- Linkage analysis identifies gene loci associated with traits.
- Traditional genomewise error rate (GWER) controls false positives strictly.
- Complex traits often involve multiple quantitative trait loci (QTL).
Purpose of the Study:
- Evaluate challenges of relaxed significance criteria like FDR in linkage analysis.
- Assess the suitability of FDR for single-trait linkage studies.
- Propose a novel, more applicable significance criterion.
Main Methods:
- Characterized problems with FDR in single-trait linkage analysis.
- Proposed a generalized genomewise error rate (GWERk) criterion.
- Compared GWERk to traditional GWER and FDR.
Main Results:
- Identified several problems with applying FDR to single-trait linkage analysis.
- Demonstrated that FDR's general applicability in this context is questionable.
- Showcased GWERk as a viable alternative offering a relaxed balance of true and false positives.
Conclusions:
- FDR is not generally suitable for declaring significant linkages in single-trait analysis.
- GWERk provides a more liberal significance threshold than GWER.
- GWERk balances true and false positives effectively without added computational burden or assumptions.
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