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awesome-genetics-software

A list of cool software for genetic analysis and the like.

currenty in no particluar order. Please contribute.You can add to it, reorganise it..but don't delete it

Content

  1. GWAS
  2. Heritability Estimation
  3. Polygenic Risk Score
  4. Population Stratification

GWAS

Heritability Estimation

  • GCTA http://cnsgenomics.com/software/gcta/: GCTA (Genome-wide Complex Trait Analysis) was originally designed to estimate the proportion of phenotypic variance explained by genome- or chromosome-wide SNPs for complex traits (the GREML method), and has subsequently extended for many other analyses to better understand the genetic architecture of complex traits

  • LDSC https://github.com/bulik/ldsc: ldsc is a command line tool for estimating heritability and genetic correlation from GWAS summary statistics. ldsc also computes LD Scores.

Polygenic Risk Score

  • PRSice https://github.com/choishingwan/PRSice: PRSice (pronounced 'precise') is a software package for calculating, applying, evaluating and plotting the results of polygenic risk scores (PRS). PRSice can run at high-resolution to provide the best-fit PRS as well as provide results calculated at broad P-value thresholds, illustrating results corresponding to either, can thin SNPs according to linkage disequilibrium and P-value ("clumping"), and can be applied across multiple traits in a single run.

  • lassosum https://github.com/tshmak/lassosum: lassosum is a method for computing LASSO estimates of a linear regression problem given summary statistics from GWAS and Genome-wide meta-analyses, accounting for Linkage Disequilibrium (LD), via a reference panel. The reference panel is assumed to be in PLINK format. Summary statistics are expected to be loaded into memory as a data.frame/data.table.

  • LDpred https://github.com/bvilhjal/ldpred: LDpred is a Python based software package that adjusts GWAS summary statistics for the effects of linkage disequilibrium (LD). The details of the method is described in Vilhjalmsson et al. (AJHG 2015) [http://www.cell.com/ajhg/abstract/S0002-9297(15)00365-1]

Population Stratification


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