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

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 gen...

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Published inPloS one Vol. 17; no. 11; p. e0277680
Main Authors 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.
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 17.11.2022
Public Library of Science (PLoS)
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ISSN1932-6203
1932-6203
DOI10.1371/journal.pone.0277680

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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.
AbstractList 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.
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.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.
Author Webster, Teresa A.
Aull, Katherine H.
Bivol, Adrian
Woehrmann, Marcos H.
Keeble, Sara M.
Mittal, Anuradha
Wong, Brant A.
Gollub, Jeremy
Mizrahi-Man, Orna
Roter, Alan H.
Schmidt, Jeanette P.
AuthorAffiliation University of North Carolina at Chapel Hill, UNITED STATES
Thermo Fisher Scientific, Santa Clara, CA, United States of America
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CitedBy_id crossref_primary_10_1016_j_ajo_2025_03_011
crossref_primary_10_1038_s41588_024_01764_0
crossref_primary_10_1016_j_ahj_2024_04_021
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Current address: BillionToOne, Menlo Park, CA, United States of America
Current address: Sterne, Kessler, Goldstein & Fox, Furlong, Pennsylvania, United States of America
Competing Interests: I have read the journal’s policy and the authors of this manuscript have the following competing interests: At the time of the study, all authors were employed by Thermo Fisher Scientific, which participated in the design of and manufactures the UK Biobank Axiom Array; AHR, AM, BAW, JG, JPS, KHA, MHW, OM, and TAW own Thermo Fisher Scientific stock or stock options; no other relationships or activities that could appear to have influenced the submitted work. This does not alter our adherence to PLOS ONE policies on sharing data and materials.
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StartPage e0277680
SubjectTerms Algorithms
Arrays
Biobanks
Biological Specimen Banks
Biology and Life Sciences
Business metrics
Exome
Gene frequency
Genotype
Genotype & phenotype
Genotyping
High-Throughput Nucleotide Sequencing - methods
Humans
Polymorphism, Single Nucleotide
Quality control
Research and Analysis Methods
Retrospective Studies
Sensitivity
United Kingdom
Whole genome sequencing
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Title Novel genotyping algorithms for rare variants significantly improve the accuracy of Applied Biosystems™ Axiom™ array genotyping calls: Retrospective evaluation of UK Biobank array data
URI https://www.ncbi.nlm.nih.gov/pubmed/36395175
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