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Marc Williams's Projects

alleloscope icon alleloscope

Alleloscope is a method for allele-specific copy number estimation that can be applied to single cell DNA and ATAC sequencing data (separately or in combination). Allele-specific estimation allows for the more accurate delineation of copy number states and the detection of subclonal copy-neutral loss-of-heterozygosity and mirrored CNA events. On scATAC-seq data, Alleloscope allows integrative multi-omic analysis of allele-specific copy number and chromatin accessibility for the same cell.

approxbayes.jl icon approxbayes.jl

Approximate Bayesian Computation (ABC) algorithms for likelihood free inference in julia

bayes-bior-docker icon bayes-bior-docker

Docker container for collection of R packages for bioinformatics and bayesian inference

diffeqbayes.jl icon diffeqbayes.jl

Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations

dnds-clonesize icon dnds-clonesize

Snakemake pipeline to produce figures for "Measuring the distribution of fitness effects in somatic evolution by combining clonal dynamics with dN/dS ratios"

dndscv icon dndscv

dN/dS methods to quantify selection in cancer and somatic evolution

hmmrefs icon hmmrefs

What the Package Does (One Line, Title Case)

palimpsest icon palimpsest

An R package for studying mutational and structural variant signatures along clonal evolution in cancer.

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