An improved physico-chemical model of hybridization on high-density oligonucleotide microarrays

被引:36
作者
Ono, Naoaki [1 ]
Suzuki, Shingo [1 ]
Furusawa, Chikara [1 ,2 ]
Agata, Tomoharu [1 ]
Kashiwagi, Akiko [1 ]
Shimizu, Hiroshi [1 ]
Yomo, Tetsuya [1 ,2 ,3 ]
机构
[1] Osaka Univ, Grad Sch Informat Sci & Technol, Dept Bioinformat Engn, Suita, Osaka 5650871, Japan
[2] ERATO, Complex Syst Biol Project, Suita, Osaka 5650871, Japan
[3] Osaka Univ, Grad Sch Frontier Biosci, Suita, Osaka 5650871, Japan
关键词
D O I
10.1093/bioinformatics/btn109
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: High-density DNA microarrays provide useful tools to analyze gene expression comprehensively. However, it is still difficult to obtain accurate expression levels from the observed microarray data because the signal intensity is affected by complicated factors involving probetarget hybridization, such as non-linear behavior of hybridization, non-specific hybridization, and folding of probe and target oligonucleotides. Various methods for microarray data analysis have been proposed to address this problem. In our previous report, we presented a benchmark analysis of probetarget hybridization using artificially synthesized oligonucleotides as targets, in which the effect of non-specific hybridization was negligible. The results showed that the preceding models explained the behavior of probetarget hybridization only within a narrow range of target concentrations. More accurate models are required for quantitative expression analysis. Results: The experiments showed that finiteness of both probe and target molecules should be considered to explain the hybridization behavior. In this article, we present an extension of the Langmuir model that reproduces the experimental results consistently. In this model, we introduced the effects of secondary structure formation, and dissociation of the probetarget duplex during washing after hybridization. The results will provide useful methods for the understanding and analysis of microarray experiments.
引用
收藏
页码:1278 / 1285
页数:8
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