Integrated genotype calling and association analysis of SNPs, common copy number polymorphisms and rare CNVs
David Altshuler and colleagues describe analysis for integrating genotype calling of SNPs, common copy number polymorphisms and rare CNVs, implemented in a suite of software programs collectively named Birdsuite. Accurate and complete measurement of single nucleotide (SNP) and copy number (CNV) vari...
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| Published in | Nature genetics Vol. 40; no. 10; pp. 1253 - 1260 |
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| Main Authors | , , , , , , , , , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
Nature Publishing Group US
01.10.2008
Nature Publishing Group |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1061-4036 1546-1718 1546-1718 |
| DOI | 10.1038/ng.237 |
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| Summary: | David Altshuler and colleagues describe analysis for integrating genotype calling of SNPs, common copy number polymorphisms and rare CNVs, implemented in a suite of software programs collectively named Birdsuite.
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. |
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| Bibliography: | ObjectType-Article-2 SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 14 ObjectType-Article-1 ObjectType-Feature-2 content type line 23 AUTHOR CONTRIBUTIONS J.M.K., F.G.K., S.A.M., M.J.D. and D.A. conceived of and refined the four-stage structure of Birdsuite. S.A.M., F.G.K. and J.N. developed and implemented Canary. J.N., S.A.M. and J.M.K. validated Canary calls, using data provided by P.J.C., J.V. and S.C. J.M.K., F.G.K., A.W., S.C. and E.H. developed, implemented, tested and validated Birdseed. J.M.K. developed, implemented and validated Birdseye. A.W. implemented Fawkes, which J.N., A.W. and J.M.K. validated. J.N., A.W., M.M.N. and S.B.G. were responsible for integration of the components and supporting software. K.D., C.L., J.M.K. and S.A.M. compared Birdsuite to Nexus and Partek. S.P. implemented the association tools. J.M.K., F.G.K., S.A.M., S.P., M.J.D. and D.A. wrote the manuscript. Discussion among all authors led to improvements in the algorithms and their implementations. These authors contributed equally to this work. |
| ISSN: | 1061-4036 1546-1718 1546-1718 |
| DOI: | 10.1038/ng.237 |