Title | SEQCHIP: a powerful method to integrate sequence and genotype data for the detection of rare variant associations. |
Publication Type | Journal Article |
Year of Publication | 2012 |
Authors | Liu, DJ, Leal, SM |
Journal | Bioinformatics |
Volume | 28 |
Issue | 13 |
Pagination | 1745-51 |
Date Published | 2012 Jul 01 |
ISSN | 1367-4811 |
Keywords | Adenoma, 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. |
DOI | 10.1093/bioinformatics/bts263 |
Alternate Journal | Bioinformatics |
PubMed ID | 22556370 |
PubMed Central ID | PMC3381973 |
Grant List | U54 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 |