RUTH
RUTH performs robust tests of Hardy-Weinberg Equilibrium (HWE) for sequence-based genotypes across diverse ancestries by integrating principal components and genotype uncertainty to adjust for population structure.
Key Features:
- Population-structure adjustment: Integrates genotype data and principal components to adjust HWE tests for population structure.
- Genotype uncertainty handling: Accounts for genotype uncertainty inherent in sequence-based genotypes when estimating HWE deviation.
- Statistical tests implemented: Implements both a likelihood ratio test and a score test to estimate deviation from HWE.
- Comparison to standard tests: Addresses limitations of standard χ² and exact HWE tests that can produce inflated false positives in heterogeneous populations.
- Input format support: Supports standard VCF/BCF file formats for genotype data input.
- Scalability: Enables testing across millions of genetic markers and hundreds of thousands of individuals for large-scale genomic datasets.
- Empirical validation: Evaluated on simulated and real sequence datasets to assess false positive rates and statistical power.
Scientific Applications:
- Genotype quality assessment: Detects deviations from HWE indicative of technical artifacts or incorrect genotype calls.
- Population genetics studies: Performs HWE testing in studies involving diverse ancestries and structured populations.
- Assessment of population-structure effects: Quantifies the impact of ancestry and population structure on HWE metrics.
- Large-scale variant screening: Enables HWE-based filtering across large genomic datasets in sequence-based studies.
Methodology:
Integrates genotypes with principal components, accounts for genotype uncertainty, and employs either a likelihood ratio test or a score test on VCF/BCF-formatted sequence data; evaluated using simulated and real sequence datasets.
Topics
Details
- License:
- Apache-2.0
- Programming Languages:
- C++
- Added:
- 1/18/2021
- Last Updated:
- 2/10/2021
Operations
Publications
Kwong AM, Blackwell TW, LeFaive J, de Andrade M, Barnard J, Barnes KC, Blangero J, Boerwinkle E, Burchard EG, Cade BE, Chasman DI, Chen H, Conomos MP, Cupples LA, Ellinor PT, Eng C, Gao Y, Guo X, Irvin MR, Kelly TN, Kim W, Kooperberg C, Lubitz SA, Mak ACY, Manichaikul AW, Mathias RA, Montasser ME, Montgomery CG, Musani S, Palmer ND, Peloso GM, Qiao D, Reiner AP, Roden DM, Shoemaker MB, Smith JA, Smith NL, Su JL, Tiwari HK, Weeks DE, Weiss ST, Scott LJ, Smith AV, Abecasis GR, Boehnke M, Kang HM. Robust, flexible, and scalable tests for Hardy-Weinberg Equilibrium across diverse ancestries. Unknown Journal. 2020. doi:10.1101/2020.06.23.167759.