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Generation of sequence-based data for pedigree-segregating Mendelian or Complex traits.
Biao Li1, Gao T Wang1, Suzanne M Leal1
1Center for Statistical Genetics, Department of Molecular and Human Genetics, Baylor College of Medicine, One Baylor Plaza, Houston, TX 77030, USA.
Bioinformatics (Oxford, England)
|July 17, 2015
Summary
RarePedSim is a new software tool that simulates genetic data for pedigrees. This allows researchers to evaluate rare variant analysis methods for complex and Mendelian traits.
Area of Science:
- Genetics
- Bioinformatics
- Computational Biology
Background:
- Analyzing next-generation sequence data for pedigrees is of significant interest.
- Limited rare variant analysis methods exist for pedigree data.
- Lack of software for simulating realistic pedigree sequence data hinders error evaluation.
Purpose of the Study:
- To develop a program for simulating genotype and phenotype data for pedigrees.
- To enable evaluation of type I and II errors for family-based rare variant methods.
Main Methods:
- Developed RarePedSim (Rare-variant Pedigree-based Simulator).
- Simulates region/gene-level genotype and phenotype data for any pedigree structure.
- Generates sequence variant data conditionally or unconditionally on phenotypes, or traits conditional on variant data.
- Supports realistic population demographic models or sequence-based studies.
- Annotates variant sites with position, allele frequencies, and functionality.
Main Results:
- RarePedSim is the only program efficiently generating both genotypes and phenotypes for rare variants, irrespective of pedigree structure.
- Generated data are in standard Linkage (.ped) and Variant Call (.vcf) formats.
- Enables evaluation of type I error and power for association methods.
Conclusions:
- RarePedSim facilitates the analysis of rare variants in pedigree data.
- The software supports various genetic models and trait types (complex and Mendelian).
- Data generated are ready for use in association studies, including mixed models and linkage analysis.
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