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Published on: October 20, 2019
Detection of parent-of-origin effects using general pedigree data.
Ji-Yuan Zhou1, Jie Ding, Wing K Fung
1Department of Statistics and Actuarial Science, The University of Hong Kong, China.
Genomic imprinting studies can now utilize extended pedigrees with the new pedigree PAT (PPAT) and Monte Carlo PPAT (MCPPAT) statistics. MCPPAT is more powerful, especially with missing genetic data, improving parent-of-origin effect detection.
Area of Science:
- Genetics
- Epigenetics
- Statistical genomics
Background:
- Genomic imprinting, an epigenetic phenomenon, influences complex traits by parent-of-origin effects.
- Existing methods like parental-asymmetry test (PAT) are limited to nuclear families.
- Extended pedigrees offer potential for more powerful genetic analyses.
Purpose of the Study:
- To extend existing methods for detecting parent-of-origin effects to general pedigree data.
- To develop a robust statistic that accommodates missing genotype data in pedigrees.
- To evaluate the performance and power of the proposed methods.
Main Methods:
- Proposed the pedigree PAT (PPAT) statistic to incorporate all informative trios within pedigrees.
- Developed the Monte Carlo PPAT (MCPPAT) statistic using Monte Carlo sampling for missing genotype data.
- Conducted extensive simulations to assess method validity and power.
Main Results:
- MCPPAT is a valid test for parent-of-origin effects, even with genetic association.
- MCPPAT demonstrates significantly higher power than PAT or PPAT, particularly with missing genotype data.
- The methods were successfully applied to a rheumatoid arthritis dataset.
Conclusions:
- The proposed PPAT and MCPPAT statistics effectively extend parent-of-origin effect detection to general pedigrees.
- MCPPAT offers a powerful and flexible approach for analyzing complex traits in the presence of genomic imprinting and missing data.
- These methods enhance the utility of large pedigree resources in genetic studies.
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