Model-based analysis of two-color arrays (MA2C)

被引:86
作者
Song, Jun S. [1 ,2 ]
Johnson, W. Evan [1 ,2 ]
Zhu, Xiaopeng [3 ]
Zhang, Xinmin [4 ]
Li, Wei [1 ,2 ]
Manrai, Arjun K. [5 ]
Liu, Jun S. [2 ,6 ]
Chen, Runsheng [3 ]
Liu, X. Shirley [1 ,2 ]
机构
[1] Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA
[2] Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
[3] Chinese Acad Sci, Inst Biophys, Bioinformat Lab, Beijing 100101, Peoples R China
[4] NimbleGen Syst Inc, Madison, WI 53711 USA
[5] Harvard Univ, Dept Phys, Cambridge, MA 02138 USA
[6] Harvard Univ, Dept Stat, Cambridge, MA 02138 USA
关键词
D O I
10.1186/gb-2007-8-8-r178
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
A novel normalization method based on the GC content of probes is developed for two-color tiling arrays. The proposed method, together with robust estimates of the model parameters, is shown to perform superbly on published data sets. A robust algorithm for detecting peak regions is also formulated and shown to perform well compared to other approaches. The tools have been implemented as a stand-alone Java program called MA2C, which can display various plots of statistical analysis for quality control.
引用
收藏
页数:13
相关论文
共 24 条
[1]   A comparison of normalization methods for high density oligonucleotide array data based on variance and bias [J].
Bolstad, BM ;
Irizarry, RA ;
Åstrand, M ;
Speed, TP .
BIOINFORMATICS, 2003, 19 (02) :185-193
[2]   ChIPOTle: a user-friendly tool for the analysis of ChIP-chip data [J].
Buck, MJ ;
Nobel, AB ;
Lieb, JD .
GENOME BIOLOGY, 2005, 6 (11)
[3]   Transcriptional maps of 10 human chromosomes at 5-nucleotide resolution [J].
Cheng, J ;
Kapranov, P ;
Drenkow, J ;
Dike, S ;
Brubaker, S ;
Patel, S ;
Long, J ;
Stern, D ;
Tammana, H ;
Helt, G ;
Sementchenko, V ;
Piccolboni, A ;
Bekiranov, S ;
Bailey, DK ;
Ganesh, M ;
Ghosh, S ;
Bell, I ;
Gerhard, DS ;
Gingeras, TR .
SCIENCE, 2005, 308 (5725) :1149-1154
[4]   DPY-27 - A CHROMOSOME CONDENSATION PROTEIN HOMOLOG THAT REGULATES C. ELEGANS DOSAGE COMPENSATION THROUGH ASSOCIATION WITH THE X-CHROMOSOME [J].
CHUANG, PT ;
ALBERTSON, DG ;
MEYER, BJ .
CELL, 1994, 79 (03) :459-474
[5]   A new approach to intensity-dependent normalization of two-channel microarrays [J].
Dabney, Alan R. ;
Storey, John D. .
BIOSTATISTICS, 2007, 8 (01) :128-139
[6]  
Davis TL, 1997, DEVELOPMENT, V124, P1019
[7]   Assessing the performance of different high-density tiling microarray strategies for mapping transcribed regions of the human genome [J].
Emanuelsson, Olof ;
Nagalakshmi, Ugrappa ;
Zheng, Deyou ;
Rozowsky, Joel S. ;
Urban, Alexander E. ;
Du, Jiang ;
Lian, Zheng ;
Stolc, Viktor ;
Weissman, Sherman ;
Snyder, Michael ;
Gerstein, Mark B. .
GENOME RESEARCH, 2007, 17 (06) :886-897
[8]   X chromosome repression by localization of the C-elegans dosage compensation machinery to sites of transcription initiation [J].
Ercan, Sevinc ;
Giresi, Paul G. ;
Whittle, Christina M. ;
Zhang, Xinmin ;
Green, Roland D. ;
Lieb, Jason D. .
NATURE GENETICS, 2007, 39 (03) :403-408
[9]   How to find an opening (or lots of them) [J].
Giresi, Paul G. ;
Lieb, Jason D. .
NATURE METHODS, 2006, 3 (07) :501-502
[10]   Genome-wide mapping of the cohesin complex in the yeast Saccharomyces cerevisiae [J].
Glynn, EF ;
Megee, PC ;
Yu, HG ;
Mistrot, C ;
Unal, E ;
Koshland, DE ;
DeRisi, JL ;
Gerton, JL .
PLOS BIOLOGY, 2004, 2 (09) :1325-1339