A method for calling gains and losses in array CGH data

被引:145
作者
Wang, P [1 ]
Kim, Y
Pollack, J
Narasimhan, B
Tibshirani, R
机构
[1] Stanford Univ, Dept Stat, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Pathol, Stanford, CA 94305 USA
[3] Stanford Univ, Dept Hlth Res & Policy, Stanford, CA 94305 USA
关键词
array CGH; CLAC; cluster; DNA copy number;
D O I
10.1093/biostatistics/kxh017
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Array CGH is a powerful technique for genomic studies of cancer, It enables one to carry out genome-wide screening for regions of genetic alterations, such as chromosome gains and losses. or localized amplifications and deletions. In this paper, we propose a new algorithm 'Cluster along chromosomes' (CLAC) for the analysis of array CGH data. CLAC builds hierarchical clustering-style trees along each chromosome arm (or chromosome), and then selects the 'interesting' clusters by controlling the False Discovery Rate (FDR) at a certain level. In addition, it provides a consensus summary across a set of arrays, as well as an estimate of the corresponding FDR. We illustrate the method using an application of CLAC on a lung cancer microarray CGH data set as well as a BAC array CGH data set of aneuploid cell strains.
引用
收藏
页码:45 / 58
页数:14
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