simplePHENOTYPES
simplePHENOTYPES simulates pleiotropic, linked, and epistatic phenotypes across diverse genetic architectures to support validation of multivariate statistical methods in genomics.
Key Features:
- High-throughput simulation: Simulates thousands of phenotypes rapidly, typically in less than one minute.
- Genetic models: Supports additive, dominance, and epistatic genetic models.
- Pleiotropy and correlations: Generates complete pleiotropy, partial pleiotropy, spurious pleiotropy, and correlated traits.
- Input format compatibility: Accepts HapMap, VCF, GDS, and Plink bed/ped files as well as numeric datasets via file paths or matrices.
- Integration with GWAS software: Produces outputs compatible with standard Genome-Wide Association Studies (GWAS) software and ensures numerical equivalence of simulated phenotypes to other packages.
Scientific Applications:
- Validation of multivariate methods: Testing and validation of multivariate statistical approaches using simulated realistic genetic data.
- Assessment of GWAS and GS methods: Rigorous assessment of statistical methods in Genome-Wide Association Studies (GWAS) and Genomic Selection (GS).
Methodology:
Implements simulation of additive, dominance, and epistatic genetic models; generates complete, partial, and spurious pleiotropy and correlated traits; accepts genotype inputs in HapMap, VCF, GDS, and Plink bed/ped formats or numeric matrices; and produces numerically equivalent phenotypes for comparison with other packages.
Topics
Details
- License:
- MIT
- Programming Languages:
- R
- Added:
- 1/18/2021
- Last Updated:
- 2/18/2021
Operations
Publications
Fernandes SB, Lipka AE. simplePHENOTYPES: SIMulation of Pleiotropic, Linked and Epistatic PHENOTYPES. Unknown Journal. 2020. doi:10.1101/2020.01.11.902874.