Preprocessing implementation for microarray (PRIM): an efficient method for processing cDNA microarray data
- 19 January 2001
- journal article
- research article
- Published by American Physiological Society in Physiological Genomics
- Vol. 4 (3) , 183-188
- https://doi.org/10.1152/physiolgenomics.2001.4.3.183
Abstract
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.Keywords
This publication has 10 references indexed in Scilit:
- Biomedical Discovery with DNA ArraysCell, 2000
- Normalization strategies for cDNA microarraysNucleic Acids Research, 2000
- Systematic variation in gene expression patterns in human cancer cell linesNature Genetics, 2000
- Distinct types of diffuse large B-cell lymphoma identified by gene expression profilingNature, 2000
- Microarray Analysis of Drosophila Development During MetamorphosisScience, 1999
- Broad patterns of gene expression revealed by clustering analysis of tumor and normal colon tissues probed by oligonucleotide arraysProceedings of the National Academy of Sciences, 1999
- Cluster analysis and display of genome-wide expression patternsProceedings of the National Academy of Sciences, 1998
- Drug target validation and identification of secondary drug target effects using DNA microarraysNature Medicine, 1998
- A DNA microarray system for analyzing complex DNA samples using two-color fluorescent probe hybridization.Genome Research, 1996
- Quantitative Monitoring of Gene Expression Patterns with a Complementary DNA MicroarrayScience, 1995