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PRIMAL: Fast and accurate pedigree-based imputation from sequence data in a founder population.
Oren E Livne1, Lide Han1, Gorka Alkorta-Aranburu1
1Department of Human Genetics, The University of Chicago, Chicago, Illinois, United States of America.
Plos Computational Biology
|March 4, 2015
Summary
We developed PRIMAL, a fast algorithm for genetic imputation in founder populations. This method accurately assigns genotypes and infers parental origins, enabling cost-effective genetic studies.
Area of Science:
- Genetics
- Bioinformatics
- Population Genetics
Background:
- Founder populations and large pedigrees are valuable for genetic mapping due to cost-efficient study designs.
- Accurate genome imputation is crucial for understanding genetic variation and its impact on phenotypes.
Purpose of the Study:
- To introduce PRIMAL (PedigRee IMputation ALgorithm), a novel algorithm for pedigree-based genome phasing and imputation in founder populations.
- To demonstrate the efficiency and accuracy of PRIMAL in imputing genotypes and inferring parental origins.
Main Methods:
- Developed PRIMAL, incorporating a novel indexing strategy of Identity-By-Descent (IBD) segments using clique graphs.
- Applied PRIMAL to impute genomes of 1,317 individuals from 98 whole genome sequences.
- Combined pedigree-based and linkage disequilibrium (LD)-based imputation methods.
Main Results:
- Successfully imputed 87% of genotypes with >99% accuracy across all allele frequencies.
- Inferred the parental origin of 83% of alleles using IBD cliques.
- Enabled genotype reconstruction for deceased ancestors, facilitating comprehensive genetic analysis.
Conclusions:
- PRIMAL provides a fast and accurate method for genetic imputation in founder populations.
- The imputed dataset enables cost-effective research into rare and common variant contributions to human phenotypes and parental origin effects on disease risk.
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