dChipSNP: significance curve and clustering of SNP-array-based loss-of-heterozygosity data

被引:292
作者
Lin, M
Wei, LJ
Sellers, WR
Lieberfarb, M
Wong, WH
Li, C [1 ]
机构
[1] Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
[2] Dana Farber Canc Inst, Dept Biostat Sci, Boston, MA 02115 USA
[3] Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02115 USA
[4] Harvard Univ, Sch Med, Dept Med, Boston, MA 02115 USA
[5] Brigham & Womens Hosp, Dept Radiat Oncol, Boston, MA 02115 USA
[6] Harvard Univ, Dept Stat, Cambridge, MA 02138 USA
关键词
D O I
10.1093/bioinformatics/bth069
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Oligonucleotide microarrays allow genotyping of thousands of single-nucleotide polymorphisms (SNPs) in parallel. Recently, this technology has been applied to loss-of-heterozygosity (LOH) analysis of paired normal and tumor samples. However, methods and software for analyzing such data are not fully developed. Result: Here, we report automated methods for pooling SNP array replicates to make LOH calls, visualizing SNP and LOH data along chromosomes in the context of genes and cytobands, making statistical inference to identify shared LOH regions, clustering samples based on LOH profiles and correlating the clustering results to clinical variables. Application of these methods to prostate and breast cancer datasets generates biologically important results.
引用
收藏
页码:1233 / 1240
页数:8
相关论文
共 19 条
[1]  
*AFF INC, 2000, GENECHIP HUSNP MAPP
[2]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[3]   Characterization of single-nucleotide polymorphisms in coding regions of human genes [J].
Cargill, M ;
Altshuler, D ;
Ireland, J ;
Sklar, P ;
Ardlie, K ;
Patil, N ;
Lane, CR ;
Lim, EP ;
Kalyanaraman, N ;
Nemesh, J ;
Ziaugra, L ;
Friedland, L ;
Rolfe, A ;
Warrington, J ;
Lipshutz, R ;
Daley, GQ ;
Lander, ES .
NATURE GENETICS, 1999, 22 (03) :231-238
[4]   Accessing genetic information with high-density DNA arrays [J].
Chee, M ;
Yang, R ;
Hubbell, E ;
Berno, A ;
Huang, XC ;
Stern, D ;
Winkler, J ;
Lockhart, DJ ;
Morris, MS ;
Fodor, SPA .
SCIENCE, 1996, 274 (5287) :610-614
[5]   High-throughput variation detection and genotyping using microarrays [J].
Cutler, DJ ;
Zwick, ME ;
Carrasquillo, MM ;
Yohn, CT ;
Tobin, KP ;
Kashuk, C ;
Mathews, DJ ;
Shah, NA ;
Eichler, EE ;
Warrington, JA ;
Chakravarti, A .
GENOME RESEARCH, 2001, 11 (11) :1913-1925
[6]  
Durbin R., 1998, BIOL SEQUENCE ANAL
[7]   Cluster analysis and display of genome-wide expression patterns [J].
Eisen, MB ;
Spellman, PT ;
Brown, PO ;
Botstein, D .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1998, 95 (25) :14863-14868
[8]   Molecular classification of cancer: Class discovery and class prediction by gene expression monitoring [J].
Golub, TR ;
Slonim, DK ;
Tamayo, P ;
Huard, C ;
Gaasenbeek, M ;
Mesirov, JP ;
Coller, H ;
Loh, ML ;
Downing, JR ;
Caligiuri, MA ;
Bloomfield, CD ;
Lander, ES .
SCIENCE, 1999, 286 (5439) :531-537
[9]   Determination of ancestral alleles for human single-nucleotide polymorphisms using high-density oligonucleotide arrays [J].
Hacia, JG ;
Fan, JB ;
Ryder, O ;
Jin, L ;
Edgemon, K ;
Ghandour, G ;
Mayer, RA ;
Sun, B ;
Hsie, L ;
Robbins, CM ;
Brody, LC ;
Wang, D ;
Lander, ES ;
Lipshutz, R ;
Fodor, SPA ;
Collins, FS .
NATURE GENETICS, 1999, 22 (02) :164-167
[10]   Patterns of single-nucleotide polymorphisms in candidate genes for blood-pressure homeostasis [J].
Halushka, MK ;
Fan, JB ;
Bentley, K ;
Hsie, L ;
Shen, NP ;
Weder, A ;
Cooper, R ;
Lipshutz, R ;
Chakravarti, A .
NATURE GENETICS, 1999, 22 (03) :239-247