Novel genotyping algorithms for rare variants significantly improve the accuracy of Applied Biosystems™ Axiom™ array genotyping calls: Retrospective evaluation of UK Biobank array data

Author:

Mizrahi-Man Orna,Woehrmann Marcos H.,Webster Teresa A.,Gollub Jeremy,Bivol Adrian,Keeble Sara M.,Aull Katherine H.,Mittal Anuradha,Roter Alan H.,Wong Brant A.,Schmidt Jeanette P.

Abstract

The UK Biobank genotyped about 500k participants using Applied Biosystems Axiom microarrays. Participants were subsequently sequenced by the UK Biobank Exome Sequencing Consortium. Axiom genotyping was highly accurate in comparison to sequencing results, for almost 100,000 variants both directly genotyped on the UK Biobank Axiom array and via whole exome sequencing. However, in a study using the exome sequencing results of the first 50k individuals as reference (truth), it was observed that the positive predictive value (PPV) decreased along with the number of heterozygous array calls per variant. We developed a novel addition to the genotyping algorithm, Rare Heterozygous Adjusted (RHA), to significantly improve PPV in variants with minor allele frequency below 0.01%. The improvement in PPV was roughly equal when comparing to the exome sequencing of 50k individuals, or to the more recent ~200k individuals. Sensitivity was higher in the 200k data. The improved calling algorithm, along with enhanced quality control of array probesets, significantly improved the positive predictive value and the sensitivity of array data, making it suitable for the detection of ultra-rare variants.

Funder

Thermo Fisher Scientific

Publisher

Public Library of Science (PLoS)

Subject

Multidisciplinary

Reference31 articles.

1. The UK Biobank resource with deep phenotyping and genomic data;C Bycroft;Nature,2018

2. UKB Data Showcase Exome Sequences. [cited 14 Sep 2021]. Available: https://biobank.ndph.ox.ac.uk/showcase/label.cgi?id=170

3. Exome sequencing and characterization of 49,960 individuals in the UK Biobank;C v. van Hout;Nature,2020

4. Advancing human genetics research and drug discovery through exome sequencing of the UK Biobank;JD Szustakowski;Nat Genet,2021

5. Use of SNP chips to detect rare pathogenic variants: retrospective, population based diagnostic evaluation;M Weedon;BMJ,2021

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3