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A Robust Statistical Method for Case-control Association Testing with Copy Number Variation

Overview
Journal Nat Genet
Specialty Genetics
Date 2008 Sep 9
PMID 18776912
Citations 98
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Abstract

Copy number variation (CNV) is pervasive in the human genome and can play a causal role in genetic diseases. The functional impact of CNV cannot be fully captured through linkage disequilibrium with SNPs. These observations motivate the development of statistical methods for performing direct CNV association studies. We show through simulation that current tests for CNV association are prone to false-positive associations in the presence of differential errors between cases and controls, especially if quantitative CNV measurements are noisy. We present a statistical framework for performing case-control CNV association studies that applies likelihood ratio testing of quantitative CNV measurements in cases and controls. We show that our methods are robust to differential errors and noisy data and can achieve maximal theoretical power. We illustrate the power of these methods for testing for association with binary and quantitative traits, and have made this software available as the R package CNVtools.

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References
1.
Fellermann K, Stange D, Schaeffeler E, Schmalzl H, Wehkamp J, Bevins C . A chromosome 8 gene-cluster polymorphism with low human beta-defensin 2 gene copy number predisposes to Crohn disease of the colon. Am J Hum Genet. 2006; 79(3):439-48. PMC: 1559531. DOI: 10.1086/505915. View

2.
Yang Y, Chung E, Wu Y, Savelli S, Nagaraja H, Zhou B . Gene copy-number variation and associated polymorphisms of complement component C4 in human systemic lupus erythematosus (SLE): low copy number is a risk factor for and high copy number is a protective factor against SLE susceptibility in European.... Am J Hum Genet. 2007; 80(6):1037-54. PMC: 1867093. DOI: 10.1086/518257. View

3.
Tuzun E, Sharp A, Bailey J, Kaul R, Morrison V, Pertz L . Fine-scale structural variation of the human genome. Nat Genet. 2005; 37(7):727-32. DOI: 10.1038/ng1562. View

4.
Flint J, Hill A, Bowden D, Oppenheimer S, Sill P, Serjeantson S . High frequencies of alpha-thalassaemia are the result of natural selection by malaria. Nature. 1986; 321(6072):744-50. DOI: 10.1038/321744a0. View

5.
Chong S, Boehm C, Higgs D, Cutting G . Single-tube multiplex-PCR screen for common deletional determinants of alpha-thalassemia. Blood. 1999; 95(1):360-2. View