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An efficient genotyper and star-allele caller for pharmacogenomics

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 accura...

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Autores principales: Hari, Ananth, Zhou, Qinghui, Gonzaludo, Nina, Harting, John, Scott, Stuart A., Qin, Xiang, Scherer, Steve, Sahinalp, S. Cenk, Numanagić, Ibrahim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9977157/
https://www.ncbi.nlm.nih.gov/pubmed/36657977
http://dx.doi.org/10.1101/gr.277075.122
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author Hari, Ananth
Zhou, Qinghui
Gonzaludo, Nina
Harting, John
Scott, Stuart A.
Qin, Xiang
Scherer, Steve
Sahinalp, S. Cenk
Numanagić, Ibrahim
author_facet Hari, Ananth
Zhou, Qinghui
Gonzaludo, Nina
Harting, John
Scott, Stuart A.
Qin, Xiang
Scherer, Steve
Sahinalp, S. Cenk
Numanagić, Ibrahim
author_sort Hari, Ananth
collection PubMed
description 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 identification, 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 uses combinatorial optimization for accurate star-allele calling across different sequencing technologies. Aldy 4 adds support for long reads and uses 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 Pacific Biosciences (PacBio) HiFi. We show that Aldy 4 is the most accurate star-allele caller with near-perfect accuracy in all evaluated contexts, and hope that Aldy remains an invaluable tool in the clinical toolbox even with the advent of long-read sequencing technologies.
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spelling pubmed-99771572023-07-01 An efficient genotyper and star-allele caller for pharmacogenomics Hari, Ananth Zhou, Qinghui Gonzaludo, Nina Harting, John Scott, Stuart A. Qin, Xiang Scherer, Steve Sahinalp, S. Cenk Numanagić, Ibrahim Genome Res Method 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 identification, 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 uses combinatorial optimization for accurate star-allele calling across different sequencing technologies. Aldy 4 adds support for long reads and uses 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 Pacific Biosciences (PacBio) HiFi. We show that Aldy 4 is the most accurate star-allele caller with near-perfect accuracy in all evaluated contexts, and hope that Aldy remains an invaluable tool in the clinical toolbox even with the advent of long-read sequencing technologies. Cold Spring Harbor Laboratory Press 2023-01 /pmc/articles/PMC9977157/ /pubmed/36657977 http://dx.doi.org/10.1101/gr.277075.122 Text en © 2023 Hari et al.; Published by Cold Spring Harbor Laboratory Press https://creativecommons.org/licenses/by-nc/4.0/This article is distributed exclusively by Cold Spring Harbor Laboratory Press for the first six months after the full-issue publication date (see https://genome.cshlp.org/site/misc/terms.xhtml). After six months, it is available under a Creative Commons License (Attribution-NonCommercial 4.0 International), as described at http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) .
spellingShingle Method
Hari, Ananth
Zhou, Qinghui
Gonzaludo, Nina
Harting, John
Scott, Stuart A.
Qin, Xiang
Scherer, Steve
Sahinalp, S. Cenk
Numanagić, Ibrahim
An efficient genotyper and star-allele caller for pharmacogenomics
title An efficient genotyper and star-allele caller for pharmacogenomics
title_full An efficient genotyper and star-allele caller for pharmacogenomics
title_fullStr An efficient genotyper and star-allele caller for pharmacogenomics
title_full_unstemmed An efficient genotyper and star-allele caller for pharmacogenomics
title_short An efficient genotyper and star-allele caller for pharmacogenomics
title_sort efficient genotyper and star-allele caller for pharmacogenomics
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9977157/
https://www.ncbi.nlm.nih.gov/pubmed/36657977
http://dx.doi.org/10.1101/gr.277075.122
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