Improving the sensitivity and specificity of gene expression analysis in highly related organisms through the use of electronic masks
Author(s) -
Shailender Nagpal,
Mazen W. Karaman,
Michelle M. Timmerman,
Vincent V. Ho,
Brian L. Pike,
Joseph G. Hacia
Publication year - 2004
Publication title -
nucleic acids research
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 9.008
H-Index - 537
eISSN - 1362-4954
pISSN - 0305-1048
DOI - 10.1093/nar/gnh048
Subject(s) - dna microarray , biology , gene , genetics , microarray , complementary dna , gene expression , genome , computational biology , microarray analysis techniques , oligonucleotide , gene chip analysis , gene expression profiling , sequence analysis
DNA microarrays are powerful tools for comparing gene expression profiles from closely related organisms. However, a single microarray design is frequently used in these studies. Therefore, the levels of certain transcripts can be grossly underestimated due to sequence differences between the transcripts and the arrayed DNA probes. Here, we seek to improve the sensitivity and specificity of oligonucleotide microarray-based gene expression analysis by using genomic sequence information to predict the hybridization efficiency of orthologous transcripts to a given microarray. To test our approach, we examine hybridization patterns from three Escherichia coli strains on E.coli K-12 MG1655 gene expression microarrays. We create electronic mask files to discard data from probes predicted to have poor hybridization sensitivity and specificity to cDNA targets from each strain. We increased the accuracy of gene expression analysis and identified genes that cannot be accurately interrogated in each strain using these microarrays. Overall, these studies provide guidelines for designing effective electronic masks for gene expression analysis in organisms where substantial genome sequence information is available
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