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Leveraging Identity-by-Descent for Accurate Genotype Inference in Family Sequencing Data
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نویسنده
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li b. ,wei q. ,zhan x. ,zhong x. ,chen w. ,li c. ,haines j.
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منبع
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plos genetics - 2015 - دوره : 11 - شماره : 6
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چکیده
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Sequencing family dna samples provides an attractive alternative to population based designs to identify rare variants associated with human disease due to the enrichment of causal variants in pedigrees. previous studies showed that genotype calling accuracy can be improved by modeling family relatedness compared to standard calling algorithms. current family-based variant calling methods use sequencing data on single variants and ignore the identity-by-descent (ibd) sharing along the genome. in this study we describe a new computational framework to accurately estimate the ibd sharing from the sequencing data,and to utilize the inferred ibd among family members to jointly call genotypes in pedigrees. through simulations and application to real data,we showed that ibd can be reliably estimated across the genome,even at very low coverage (e.g. 2x),and genotype accuracy can be dramatically improved. moreover,the improvement is more pronounced for variants with low frequencies,especially at low to intermediate coverage (e.g. 10x to 20x),making our approach effective in studying rare variants in cost-effective whole genome sequencing in pedigrees. we hope that our tool is useful to the research community for identifying rare variants for human disease through family-based sequencing. © 2015 li et al.
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آدرس
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department of molecular physiology & biophysics,vanderbilt university,nashville,tn,united states,vanderbilt genetics institute,vanderbilt university,nashville,tn,united states,center for quantitative sciences,vanderbilt university,nashville,tn, United States, department of molecular physiology & biophysics,vanderbilt university,nashville,tn,united states,vanderbilt genetics institute,vanderbilt university,nashville,tn, United States, quantitative biomedical research center,university of texas southwestern medical center,dallas,tx, United States, center for quantitative sciences,vanderbilt university,nashville,tn, United States, department of pediatrics,university of pittsburgh,pittsburgh,pa, United States, institute of computational biology,department of epidemiology and biostatistics,case western reserve university,cleveland,oh, United States, department of pediatrics,university of pittsburgh,pittsburgh,pa,united states,institute of computational biology,department of epidemiology and biostatistics,case western reserve university,cleveland,oh, United States
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Authors
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