Genome ResearchBioinformaticsPeer-reviewed journal article
Aldy 4: An efficient genotyper and star-allele caller for pharmacogenomics
Ananth HariiD, Qinghui Zhou, Nina GonzaludoiD, John HartingiD, Stuart Alexander ScottiD, Xiang QiniD, Steve Scherer, S. Cenk ŞahinalpiD, Ibrahim NumanagićiD
Abstract
High-throughput sequencing provides sufficient means for determining genotypes of clinically important pharmacogenes that can be used to tailor medical decisions to individual patients. However, pharmacogene genotyping, also known as star-allele calling, is a challenging problem that requires accurate copy number calling, structural variation discovery, variant calling and phasing within each pharmacogene copy present in the sample. Here we introduce Aldy 4, a fast and efficient tool for genotyping pharmacogenes that utilizes combinatorial optimization for accurate star-allele calling across different sequencing technologies. Aldy 4 adds support for long reads and ships with a novel phasing model and improved copy number and variant calling models. We compare Aldy 4 against the current state-of-the-art star-allele callers on a large and diverse set of samples and genes sequenced by various sequencing technologies, such as whole-genome and targeted Illumina sequencing, barcoded 10X Genomics and PacBio HiFi. We show that Aldy 4 is the most accurate star-allele caller with near-perfect accuracy in all evaluated contexts. We hope that Aldy remains an invaluable tool in the clinical toolbox even with the advent of long-read sequencing technologies. AvailabilityAldy 4 is available at https://github.com/0xTCG/aldy.
- assay: whole-genome sequencing
- assay: long-read sequencing
- research focus: variant calling
- approach: statistical model
- Citations
- 61
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