SEQCHIP: a powerful method to integrate sequence and genotype data for the detection of rare variant associations.

TitleSEQCHIP: a powerful method to integrate sequence and genotype data for the detection of rare variant associations.
Publication TypeJournal Article
Year of Publication2012
AuthorsLiu, DJ, Leal, SM
JournalBioinformatics
Volume28
Issue13
Pagination1745-51
Date Published2012 Jul 01
ISSN1367-4811
KeywordsAdenoma, Case-Control Studies, Colorectal Neoplasms, Genetic Association Studies, Genetic Variation, Genotype, Humans, Phenotype, Sequence Analysis, DNA, Software
Abstract

MOTIVATION: Next-generation sequencing greatly increases the capacity to detect rare-variant complex-trait associations. However, it is still expensive to sequence a large number of samples and therefore often small datasets are used. Given cost constraints, a potentially more powerful two-step strategy is to sequence a subset of the sample to discover variants, and genotype the identified variants in the remaining sample. If only cases are sequenced, directly combining sequence and genotype data will lead to inflated type-I errors in rare-variant association analysis. Although several methods have been developed to correct for the bias, they are either underpowered or theoretically invalid. We proposed a new method SEQCHIP to integrate genotype and sequence data, which can be used with most existing rare-variant tests.

RESULTS: It is demonstrated using both simulated and real datasets that the SEQCHIP method has controlled type-I errors, and is substantially more powerful than all other currently available methods.

AVAILABILITY: SEQCHIP is implemented in an R-Package and is available at http://linkage.rockefeller.edu/suzanne/seqchip/Seqchip.html.

DOI10.1093/bioinformatics/bts263
Alternate JournalBioinformatics
PubMed ID22556370
PubMed Central IDPMC3381973
Grant ListU54 HG006493 / HG / NHGRI NIH HHS / United States
UC2 HL102926 / HL / NHLBI NIH HHS / United States
RC2 HL102926 / HL / NHLBI NIH HHS / United States
RC4 MD005964 / MD / NIMHD NIH HHS / United States
MH084676 / MH / NIMH NIH HHS / United States
HG006493 / HG / NHGRI NIH HHS / United States
HL102926 / HL / NHLBI NIH HHS / United States
UM1 HG006493 / HG / NHGRI NIH HHS / United States
MD005964 / MD / NIMHD NIH HHS / United States
R01 MH084676 / MH / NIMH NIH HHS / United States