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PMID: 18776909 Published · ppublish English Comparative Study Journal Article Research Support, Non-U.S. Gov't

Integrated genotype calling and association analysis of SNPs, common copy number polymorphisms and rare CNVs.

Nature genetics ·Vol. 40 ·No. 10 ·2008-10-00 ·Pages 1253-60

Korn JM, Kuruvilla FG, McCarroll SA, Wysoker A, Nemesh J, Cawley S, Hubbell E, Veitch J, Collins PJ, Darvishi K, Lee C, Nizzari MM, Gabriel SB, Purcell S, Daly MJ, Altshuler D

Abstract

Accurate and complete measurement of single nucleotide (SNP) and copy number (CNV) variants, both common and rare, will be required to understand the role of genetic variation in disease. We present Birdsuite, a four-stage analytical framework instantiated in software for deriving integrated and mutually consistent copy number and SNP genotypes. The method sequentially assigns copy number across regions of common copy number polymorphisms (CNPs), calls genotypes of SNPs, identifies rare CNVs via a hidden Markov model (HMM), and generates an integrated sequence and copy number genotype at every locus (for example, including genotypes such as A-null, AAB and BBB in addition to AA, AB and BB calls). Such genotypes more accurately depict the underlying sequence of each individual, reducing the rate of apparent mendelian inconsistencies. The Birdsuite software is applied here to data from the Affymetrix SNP 6.0 array. Additionally, we describe a method, implemented in PLINK, to utilize these combined SNP and CNV genotypes for association testing with a phenotype.

MeSH Terms
Algorithms Chromosomes, Human/genetics Chromosomes, Human, Pair 4/genetics DNA/genetics Female Gene Dosage/genetics Genome, Human Genotype Haplotypes/genetics Humans Male Markov Chains Models, Statistical Oligonucleotide Array Sequence Analysis Polymerase Chain Reaction Polymorphism, Single Nucleotide Software
Chemicals
DNA
Authors & Affiliations
16 authors, click to expand affiliations / ORCID
Korn Joshua M
Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, USA. [email protected]
Kuruvilla Finny G
McCarroll Steven A
Wysoker Alec
Nemesh James
Cawley Simon
Hubbell Earl
Veitch Jim
Collins Patrick J
Darvishi Katayoon
Lee Charles
Nizzari Marcia M
Gabriel Stacey B
Purcell Shaun
Daly Mark J
Altshuler David
References (20)
20 references, click to expand
  1. Rare chromosomal deletions and duplications increase risk of schizophrenia.
    Nature. 2008 Sep 11;455(7210):237-41 PMID: 18668038
  2. Integrated detection and population-genetic analysis of SNPs and copy number variation.
    Nat Genet. 2008 Oct;40(10):1166-74 PMID: 18776908
  3. PLASQ: a generalized linear model-based procedure to determine allelic dosage in cancer cells from SNP array data.
    Biostatistics. 2007 Apr;8(2):323-36 PMID: 16787995
  4. Accurate and reliable high-throughput detection of copy number variation in the human genome.
    Genome Res. 2006 Dec;16(12):1566-74 PMID: 17122085
  5. Common deletion polymorphisms in the human genome.
    Nat Genet. 2006 Jan;38(1):86-92 PMID: 16468122
  6. A haplotype map of the human genome.
    Nature. 2005 Oct 27;437(7063):1299-320 PMID: 16255080
  7. Genome-wide detection of human copy number variations using high-density DNA oligonucleotide arrays.
    Genome Res. 2006 Dec;16(12):1575-84 PMID: 17122084
  8. PennCNV: an integrated hidden Markov model designed for high-resolution copy number variation detection in whole-genome SNP genotyping data.
    Genome Res. 2007 Nov;17(11):1665-74 PMID: 17921354
  9. Circular binary segmentation for the analysis of array-based DNA copy number data.
    Biostatistics. 2004 Oct;5(4):557-72 PMID: 15475419
  10. Association between microdeletion and microduplication at 16p11.2 and autism.
    N Engl J Med. 2008 Feb 14;358(7):667-75 PMID: 18184952
  11. Copy-number variation and association studies of human disease.
    Nat Genet. 2007 Jul;39(7 Suppl):S37-42 PMID: 17597780
  12. Strong association of de novo copy number mutations with autism.
    Science. 2007 Apr 20;316(5823):445-9 PMID: 17363630
  13. Estimation and assessment of raw copy numbers at the single locus level.
    Bioinformatics. 2008 Mar 15;24(6):759-67 PMID: 18204055
  14. Mapping and sequencing of structural variation from eight human genomes.
    Nature. 2008 May 1;453(7191):56-64 PMID: 18451855
  15. 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
  16. A genotype calling algorithm for affymetrix SNP arrays.
    Bioinformatics. 2006 Jan 1;22(1):7-12 PMID: 16267090
  17. Population structure, differential bias and genomic control in a large-scale, case-control association study.
    Nat Genet. 2005 Nov;37(11):1243-6 PMID: 16228001
  18. Toward accurate high-throughput SNP genotyping in the presence of inherited copy number variation.
    BMC Genomics. 2007 Jul 03;8:211 PMID: 17608949
  19. A high-resolution survey of deletion polymorphism in the human genome.
    Nat Genet. 2006 Jan;38(1):75-81 PMID: 16327808
  20. GEL: a novel genotype calling algorithm using empirical likelihood.
    Bioinformatics. 2006 Aug 15;22(16):1942-7 PMID: 16809396
Article Info
Journal
Nature genetics
Abbr.
Nat Genet
ISSN
1546-1718
Published
2008-10-00
Epub
2008-00-07
Pages
1253-60
Language
English
Region
United States
NLM ID
9216904
PMCID
PMC2756534
Subset
IM
Grants
NHGRI NIH HHS · T32 HG002295-03 · United States
NHGRI NIH HHS · T32 HG002295 · United States
NIGMS NIH HHS · T32 GM008313-18 · United States
NHGRI NIH HHS · T32 HG002295-04 · United States
NIGMS NIH HHS · T32 GM008313-17 · United States
NIGMS NIH HHS · T32 GM008313 · United States
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