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Published on: September 29, 2011
A method for incorporating ages at onset in affected sibpair linkage studies
L Hsu1, H Li, J J Houwing-Duistermaat
1Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Wash 98109-1024, USA. lih@fhcrc.org
This study introduces a weighted score test to improve the detection of disease genes by accounting for varying ages at disease onset in affected sibling pairs. The proposed combined test statistic maximizes power, outperforming equal-weight methods.
Area of Science:
- Genetics
- Biostatistics
- Genetic Epidemiology
Background:
- Studies mapping disease-associated genes frequently encounter data with varying ages at disease onset.
- Combining affected subjects with different onset ages can significantly reduce the power to detect disease genes.
- Accurate gene mapping requires statistical methods robust to variations in disease onset age.
Purpose of the Study:
- To develop a weighted score test statistic for detecting linkage between markers and latent disease loci in affected sibpairs.
- To address the challenge of varying ages at disease onset in genetic association studies.
- To propose a combined test statistic that optimizes power by integrating age-dependent and age-invariant approaches.
Main Methods:
- Development of a weighted score test statistic assigning differential contribution based on age at onset for each affected sibpair.
- Asymptotic analysis to confirm the type I error rate of the weighted test.
- Application and comparison of the weighted test, mean identity-by-descent (IBD) test, and a novel combined test statistic using real data.
Main Results:
- The weighted score test demonstrates a correct type I error rate asymptotically.
- Weighted tests showed improved ability to pinpoint latent disease gene locations compared to the mean IBD test with equal weighting.
- The proposed combined test statistic retained the highest power by selecting the better performing of the age-weighted and age-invariant tests.
Conclusions:
- The weighted score test statistic effectively addresses the challenge of varying ages at disease onset in linkage analysis.
- The combined test statistic offers a robust approach to maximize power in gene mapping studies with heterogeneous onset ages.
- This methodology enhances the precision and power of genetic studies for identifying disease-associated genes.
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