Abstract
Genetic variation at classical HLA alleles influences many phenotypes, including susceptibility to autoimmune disease, resistance to pathogens and the risk of adverse drug reactions. However, classical HLA typing methods are often prohibitively expensive for large-scale studies. We previously described a method for imputing classical alleles from linked SNP genotype data. Here, we present a modification of the original algorithm implemented in a freely available software suite that combines local data preparation and QC with probabilistic imputation through a remote server. We introduce two modifications to the original algorithm. First, we present a novel SNP selection function that leads to pronounced increases (up by 40% in some scenarios) in call rate. Second, we develop a parallelized model building algorithm that allows us to process a reference set of over 2500 individuals. In a validation experiment, we show that our framework produces highly accurate HLA type imputations at class I and class II loci for independent datasets: at call rates of 95-99%, imputation accuracy is between 92% and 98% at the four-digit level and over 97% at the two-digit level. We demonstrate utility of the method through analysis of a genome-wide association study for psoriasis where there is a known classical HLA risk allele (HLA-C*06:02). We show that the imputed allele shows stronger association with disease than any single SNP within the region. The imputation framework, HLA*IMP, provides a powerful tool for dissecting the architecture of genetic risk within the HLA. HLA*IMP, implemented in C++ and Perl, is available from http://oxfordhla.well.ox.ac.uk and is free for academic use.
MeSH Terms
Algorithms
Alleles
Genome-Wide Association Study
Genotype
HLA Antigens/genetics
Humans
Polymorphism, Single Nucleotide
Psoriasis/genetics
Software
Authors & Affiliations
4 authors, click to expand affiliations / ORCID
Dilthey Alexander T
Department of Statistics, University of Oxford, Oxford, UK.
Moutsianas Loukas
Leslie Stephen
McVean Gil
References (23)
23 references, click to expand
-
Accounting for decay of linkage disequilibrium in haplotype inference and missing-data imputation.
Am J Hum Genet. 2005 Mar;76(3):449-62
PMID: 15700229
-
HLA and infectious diseases.
Clin Microbiol Rev. 2009 Apr;22(2):370-85, Table of Contents
PMID: 19366919
-
An update of the HLA genomic region, locus information and disease associations: 2004.
Tissue Antigens. 2004 Dec;64(6):631-49
PMID: 15546336
-
A fine-scale map of recombination rates and hotspots across the human genome.
Science. 2005 Oct 14;310(5746):321-4
PMID: 16224025
-
A statistical method for predicting classical HLA alleles from SNP data.
Am J Hum Genet. 2008 Jan;82(1):48-56
PMID: 18179884
-
A flexible and accurate genotype imputation method for the next generation of genome-wide association studies.
PLoS Genet. 2009 Jun;5(6):e1000529
PMID: 19543373
-
A genome-wide association study identifies new psoriasis susceptibility loci and an interaction between HLA-C and ERAP1.
Nat Genet. 2010 Nov;42(11):985-90
PMID: 20953190
-
Modeling linkage disequilibrium and identifying recombination hotspots using single-nucleotide polymorphism data.
Genetics. 2003 Dec;165(4):2213-33
PMID: 14704198
-
A mechanism for the HLA-A*01-associated risk for EBV+ Hodgkin lymphoma and infectious mononucleosis.
Blood. 2008 Sep 15;112(6):2589-90
PMID: 18779413
-
Human leukocyte antigens and drug hypersensitivity.
Curr Opin Allergy Clin Immunol. 2007 Aug;7(4):317-23
PMID: 17620823
-
A high-resolution HLA and SNP haplotype map for disease association studies in the extended human MHC.
Nat Genet. 2006 Oct;38(10):1166-72
PMID: 16998491
-
Natural selection and the diversification of vertebrate immune effectors.
Immunol Rev. 2002 Dec;190:161-8
PMID: 12493013
-
Bone marrow transplantation for primary immunodeficiency diseases.
Pediatr Clin North Am. 2010 Feb;57(1):207-37
PMID: 20307719
-
A new multipoint method for genome-wide association studies by imputation of genotypes.
Nat Genet. 2007 Jul;39(7):906-13
PMID: 17572673
-
Genetics of susceptibility to human infectious disease.
Nat Rev Genet. 2001 Dec;2(12):967-77
PMID: 11733749
-
Sequence and haplotype analysis supports HLA-C as the psoriasis susceptibility 1 gene.
Am J Hum Genet. 2006 May;78(5):827-851
PMID: 16642438
-
Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls.
Nature. 2007 Jun 7;447(7145):661-78
PMID: 17554300
-
A second generation human haplotype map of over 3.1 million SNPs.
Nature. 2007 Oct 18;449(7164):851-61
PMID: 17943122
-
Genetic analysis of completely sequenced disease-associated MHC haplotypes identifies shuffling of segments in recent human history.
PLoS Genet. 2006 Jan;2(1):e9
PMID: 16440057
-
PLINK: a tool set for whole-genome association and population-based linkage analyses.
Am J Hum Genet. 2007 Sep;81(3):559-75
PMID: 17701901
-
Human leukocyte antigen class I and II alleles in non-Hodgkin lymphoma etiology.
Blood. 2010 Jun 10;115(23):4820-3
PMID: 20385791
-
Variation analysis and gene annotation of eight MHC haplotypes: the MHC Haplotype Project.
Immunogenetics. 2008 Jan;60(1):1-18
PMID: 18193213
-
Integrated genotype calling and association analysis of SNPs, common copy number polymorphisms and rare CNVs.
Nat Genet. 2008 Oct;40(10):1253-60
PMID: 18776909