Preprocessing implementation for microarray (PRIM): an efficient method for processing cDNA microarray data

被引:43
作者
Kadota, K
Miki, R
Bono, H
Shimizu, K
Okazaki, Y
Hayashizaki, Y
机构
[1] RIKEN Yokahama Inst, RIKEN Genom Sci Ctr, Lab Genome Explorat Res Grp, Tsurumi Ku, Yokohama, Kanagawa 2300045, Japan
[2] Univ Tokyo, Dept Biotechnol, Tokyo 1138657, Japan
[3] Japan Sci & Technol Corp, Core Res Evolut Sci & Technol, Tsukuba, Ibaraki 3050074, Japan
[4] Univ Tsukuba, Cooperat Grad Sch Med, Tsukuba, Ibaraki 3058575, Japan
关键词
expression profiling; data processing; cluster analysis;
D O I
10.1152/physiolgenomics.2001.4.3.183
中图分类号
Q2 [细胞生物学];
学科分类号
071009 [细胞生物学]; 090102 [作物遗传育种];
摘要
cDNA microarray technology is useful for systematically analyzing the expression profiles of thousands of genes at once. Although many useful results inferred by using this technology and a hierarchical clustering method for statistical analysis have been confirmed using other methods, there are still questions about the reproducibility of the data. We have therefore developed a data processing method that very efficiently extracts reproducible data from the result of duplicate experiments. It is designed to automatically filter the raw results obtained from cDNA microarray image-analysis software. We optimize the threshold value for filtering the data by using the product of N and R, where N is the ratio of the number of spots that passed the filtering vs. the total number of spots, and R is the correlation coefficient for results obtained in the duplicate experiments. Using this method to process mouse tissue expression profile data that contain 1,881,600 points of analysis, we obtained clustered results more reasonable than those obtained using previously reported filtering methods.
引用
收藏
页码:183 / 188
页数:6
相关论文
共 10 条
[1]
Distinct types of diffuse large B-cell lymphoma identified by gene expression profiling [J].
Alizadeh, AA ;
Eisen, MB ;
Davis, RE ;
Ma, C ;
Lossos, IS ;
Rosenwald, A ;
Boldrick, JG ;
Sabet, H ;
Tran, T ;
Yu, X ;
Powell, JI ;
Yang, LM ;
Marti, GE ;
Moore, T ;
Hudson, J ;
Lu, LS ;
Lewis, DB ;
Tibshirani, R ;
Sherlock, G ;
Chan, WC ;
Greiner, TC ;
Weisenburger, DD ;
Armitage, JO ;
Warnke, R ;
Levy, R ;
Wilson, W ;
Grever, MR ;
Byrd, JC ;
Botstein, D ;
Brown, PO ;
Staudt, LM .
NATURE, 2000, 403 (6769) :503-511
[2]
Broad patterns of gene expression revealed by clustering analysis of tumor and normal colon tissues probed by oligonucleotide arrays [J].
Alon, U ;
Barkai, N ;
Notterman, DA ;
Gish, K ;
Ybarra, S ;
Mack, D ;
Levine, AJ .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1999, 96 (12) :6745-6750
[3]
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
[4]
Drug target validation and identification of secondary drug target effects using DNA microarrays [J].
Marton, MJ ;
DeRisi, JL ;
Bennett, HA ;
Iyer, VR ;
Meyer, MR ;
Roberts, CJ ;
Stoughton, R ;
Burchard, J ;
Slade, D ;
Dai, HY ;
Bassett, DE ;
Hartwell, LH ;
Brown, PO ;
Friend, SH .
NATURE MEDICINE, 1998, 4 (11) :1293-1301
[5]
Systematic variation in gene expression patterns in human cancer cell lines [J].
Ross, DT ;
Scherf, U ;
Eisen, MB ;
Perou, CM ;
Rees, C ;
Spellman, P ;
Iyer, V ;
Jeffrey, SS ;
Van de Rijn, M ;
Waltham, M ;
Pergamenschikov, A ;
Lee, JCE ;
Lashkari, D ;
Shalon, D ;
Myers, TG ;
Weinstein, JN ;
Botstein, D ;
Brown, PO .
NATURE GENETICS, 2000, 24 (03) :227-235
[6]
QUANTITATIVE MONITORING OF GENE-EXPRESSION PATTERNS WITH A COMPLEMENTARY-DNA MICROARRAY [J].
SCHENA, M ;
SHALON, D ;
DAVIS, RW ;
BROWN, PO .
SCIENCE, 1995, 270 (5235) :467-470
[7]
SCHUCHHARDT J, 2000, NUCLEIC ACIDS RES, V28, pE47, DOI DOI 10.1093/NAR/28.10.E47
[8]
A DNA microarray system for analyzing complex DNA samples using two-color fluorescent probe hybridization [J].
Shalon, D ;
Smith, SJ ;
Brown, PO .
GENOME RESEARCH, 1996, 6 (07) :639-645
[9]
Microarray analysis of Drosophila development during metamorphosis [J].
White, KP ;
Rifkin, SA ;
Hurban, P ;
Hogness, DS .
SCIENCE, 1999, 286 (5447) :2179-2184
[10]
Biomedical discovery with DNA arrays [J].
Young, RA .
CELL, 2000, 102 (01) :9-15