OptiType: precision HLA typing from next-generation sequencing data
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Open Access
- 20 August 2014
- journal article
- research article
- Published by Oxford University Press (OUP) in Bioinformatics
- Vol. 30 (23) , 3310-3316
- https://doi.org/10.1093/bioinformatics/btu548
Abstract
Motivation: The human leukocyte antigen (HLA) gene cluster plays a crucial role in adaptive immunity and is thus relevant in many biomedical applications. While next-generation sequencing data are often available for a patient, deducing the HLA genotype is difficult because of substantial sequence similarity within the cluster and exceptionally high variability of the loci. Established approaches, therefore, rely on specific HLA enrichment and sequencing techniques, coming at an additional cost and extra turnaround time. Result: We present OptiType, a novel HLA genotyping algorithm based on integer linear programming, capable of producing accurate predictions from NGS data not specifically enriched for the HLA cluster. We also present a comprehensive benchmark dataset consisting of RNA, exome and whole-genome sequencing data. OptiType significantly outperformed previously published in silico approaches with an overall accuracy of 97% enabling its use in a broad range of applications. Contact:szolek@informatik.uni-tuebingen.de Supplementary information: Supplementary data are available at Bioinformatics online.Keywords
This publication has 33 references indexed in Scilit:
- Database resources of the National Center for Biotechnology InformationNucleic Acids Research, 2012
- An integrated map of genetic variation from 1,092 human genomesNature, 2012
- RazerS 3: Faster, fully sensitive read mappingBioinformatics, 2012
- Fast gapped-read alignment with Bowtie 2Nature Methods, 2012
- Allele frequency net: a database and online repository for immune gene frequencies in worldwide populationsNucleic Acids Research, 2010
- A novel single cDNA amplicon pyrosequencing method for high-throughput, cost-effective sequence-based HLA class I genotypingHuman Immunology, 2010
- The European Nucleotide ArchiveNucleic Acids Research, 2010
- Transcriptome genetics using second generation sequencing in a Caucasian populationNature, 2010
- Rapid high-throughput human leukocyte antigen typing by massively parallel pyrosequencing for high-resolution allele identificationHuman Immunology, 2009
- A haplotype map of the human genomeNature, 2005