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biona001/README.md

Here are some of my past and ongoing projects, which I think are pretty cool. Not all projects are being actively developed, but I will certainly respond to issues and pull requests.

I am the main developer for (more recent projects are listed first):

  • sweepystats: Python package implementing the statistical sweep operation
  • RootCauseDiscovery: Python and Julia package for detecting disease-causing genes in rare disease patients from gene expression data
  • GhostKnockoffGWAS: Package for performing knockoff-based analysis for GWAS summary statistics data
  • Ghostbasil.jl: (WIP) Provides Julia wrappers to the C++ code of ghostbasil
  • Knockoffs.jl: Implements the knockoff filter framework for variable selection, which performs conditional independence testing and controls the FDR (false discovery rate)
  • groupknockoffs: Simple app to solve group knockoff optimization, without Julia installed!
  • EasyLD.jl: Julia utilities for downloading and reading LD (linkage disequilibrium) matrices stored in Hail's BlockMatrix format
  • knockoffspy: A Python package that provides a direct wrapper over Knockoffs.jl
  • knockoffsr: A R package that provides a direct wrapper over Knockoffs.jl
  • MendelIHT.jl: Implements iterative hard thresholding (l0 penalized regression solver). It is highly optimized for handling compressed (binary PLINK) genotype data
  • MendelImpute.jl: A package for genotype imputation, phasing, and (global/local) ancestry inference utilizing a reference haplotype panel. It is significantly faster than existing methods but slightly less accurate
  • Thyrosim.jl: An updated version of THYROSIM, Thyrosim.jl produces individualized thyroid hormone predictions (TT4/TT3/TSH) based on a rather complicated ODE model
  • VCFTools.jl: Julia utilities for handling VCF (Variant Call Format) files
  • fastPHASE.jl: Julia wrapper for the famous fastPHASE genetics software. The primary use case is to allow the original program to run on binary PLINK data.

I am a contributor for (at least 5 commits):

  • bge_analysis: Python, R, and Julia code for imputation and quality control scripts used for the blended genome-exome (BGE) data.
  • QuasiCopula.jl: Implements a new class of distribution (Quasi-Copulas) that captures correlation among non-Gaussian random variables efficiently
  • SnpArrays.jl: Julia package for handling binary PLINK formatted data. It has the fastest (matrix)-(vector) multiplication routine for compressed PLINK files as far as I know.
  • MendelKinship.jl: Calculates various empirical and theoretical kinship coefficients, based on pedigree or genotype data.

I enjoy sharing my knowledge with others, so here are a few tutorials I made:

Pinned Loading

  1. OpenMendel/MendelImpute.jl OpenMendel/MendelImpute.jl Public

    OpenMendel package for haplotyping and imputation

    Julia 25 1

  2. OpenMendel/MendelIHT.jl OpenMendel/MendelIHT.jl Public

    Iterative hard thresholding for l0 penalized regression

    Julia 22 4

  3. OpenMendel/VCFTools.jl OpenMendel/VCFTools.jl Public

    Julia utilities for handling VCF files

    Julia 18 4

  4. GhostKnockoffGWAS GhostKnockoffGWAS Public

    Knockoff-based analysis of GWAS summary statistics data

    Julia 8 1

  5. Knockoffs.jl Knockoffs.jl Public

    Variable Selection with Knockoffs

    Julia 6

  6. Thyrosim.jl Thyrosim.jl Public

    A mechanistic model for personalized thyroid hormone regulation dynamics

    Julia 6