Detection and correction of artefacts in estimation of rare copy number variants and analysis of rare deletions in type 1 diabetes

被引:17
作者
Cooper, Nicholas J. [1 ]
Shtir, Corina J. [1 ]
Smyth, Deborah J. [1 ]
Guo, Hui [1 ]
Swafford, Austin D. [1 ]
Zanda, Manuela [2 ,3 ]
Hurles, Matthew E. [2 ]
Walker, Neil M. [1 ]
Plagnol, Vincent [3 ]
Cooper, Jason D. [1 ]
Howson, Joanna M. M. [1 ,4 ]
Burren, Oliver S. [1 ]
Onengut-Gumuscu, Suna [5 ]
Rich, Stephen S. [5 ]
Todd, John A. [1 ]
机构
[1] Univ Cambridge, Wellcome Trust, JDRF Wellcome Trust Diabet & Inflammat Lab, Dept Med Genet,NIHR Cambridge Biomed Res Ctr,Camb, Cambridge CB2 0XY, England
[2] Wellcome Trust Sanger Inst, Hinxton CB10 1SA, Cambs, England
[3] UCL, London WC1E 6BT, England
[4] Univ Cambridge, Dept Publ Hlth & Primary Care, Cardiovasc Epidemiol Unit, Cambridge CB1 8RN, England
[5] Univ Virginia, Ctr Publ Hlth Genom, Charlottesville, VA 22908 USA
基金
英国惠康基金;
关键词
GENOME-WIDE ASSOCIATION; DE-NOVO MUTATIONS; CHROMOSOMAL DELETIONS; FUNCTIONAL IMPACT; VARIATION CNV; LARGE-SCALE; GENE; LOCUS; RISK; INDIVIDUALS;
D O I
10.1093/hmg/ddu581
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Copy number variants (CNVs) have been proposed as a possible source of 'missing heritability' in complex human diseases. Two studies of type 1 diabetes (T1D) found null associations with common copy number polymorphisms, but CNVs of low frequency and high penetrance could still play a role. We used the Log-R-ratio intensity data from a dense single nucleotide polymorphism (SNP) array, ImmunoChip, to detect rare CNV deletions (rDELs) and duplications (rDUPs) in 6808 T1D cases, 9954 controls and 2206 families with T1D-affected offspring. Initial analyses detected CNV associations. However, these were shown to be false-positive findings, failing replication with polymerase chain reaction. We developed a pipeline of quality control (QC) tests that were calibrated using systematic testing of sensitivity and specificity. The case-control odds ratios (OR) of CNV burden on T1D risk resulting from this QC pipeline converged on unity, suggesting no global frequency difference in rDELs or rDUPs. There was evidence that deletions could impact T1D risk for a small minority of cases, with enrichment for rDELs longer than 400 kb (OR = 1.57, P = 0.005). There were also 18 de novo rDELs detected in affected offspring but none for unaffected siblings (P = 0.03). No specific CNV regions showed robust evidence for association with T1D, although frequencies were lower than expected (most less than 0.1%), substantially reducing statistical power, which was examined in detail. We present an R-package, plumbCNV, which provides an automated approach for QC and detection of rare CNVs that can facilitate equivalent analyses of large-scale SNP array datasets.
引用
收藏
页码:1774 / 1790
页数:17
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