Rudy Arthur | Search bioRxiv

bioRxiv2016

AKT: Ancestry and Kinship Toolkit

Ancestry and Kinship Toolkit (AKT) is a statistical genetics tool for analysing large cohorts of whole-genome sequenced samples. It can rapidly detect related samples, characterise sample ancestry, calculate correlation between variants, check Mendel consistency and perform data clustering. AKT brings together the functionality of many state-of-the-art methods, with a focus on speed and a unified interface. We believe it will be an invaluable tool for the curation of large WGS data-sets.\n\nAvailabilityThe source code is available at https://illumina.github.io/akt\n\nContactjoconnell@illumina.com, rudy.d.arthur@gmail.com

Bioinformatics↗

bioRxiv2015

Rapid Genotype Refinement for Whole-Genome Sequencing Data using Multi-Variate Normal Distributions

Whole-genome low-coverage sequencing has been combined with linkage-disequilibrium (LD) based genotype refinement to accurately and cost-effectively infer genotypes in large cohorts of individuals. Most genotype refinement methods are based on hidden Markov models, which are accurate but computationally expensive. We introduce an algorithm that models LD using a simple multivariate Gaussian distribution. The key feature of our algorithm is its speed, it is hundreds of times faster than other methods on the same data set and its scaling behaviour is linear in the number of samples. We demonstrate the performance of the method on both low-coverage and high-coverage samples.\n\nAvailability: The source code is available at https://github.com/sequencing/marvin\n\nContact: rarthur@illumina.com

Bioinformatics↗