DocumentCode
557492
Title
Gene differential expression analysis for leukemia based on relative risk
Author
Yu, Yang ; Zhang, Junpeng ; He, Jianfeng ; Ma, Lei
Author_Institution
Kunming Univ. of Sci. & Technol., Kunming, China
Volume
3
fYear
2011
fDate
15-17 Oct. 2011
Firstpage
1733
Lastpage
1737
Abstract
The occurrence and development of tumor is usually caused by gene mutation and abnormal expression, thus, differentially expressed genes associated with tumor provide a significant reference in the process of gene therapy of tumor. In this paper, we propose a gene differential expression analysis method based on relative risk to extract differentially expressed genes. The proposed method was tested in leukemia gene expression data set. The experimental results show that the method can extract significantly differential expression genes related with leukemia, and improve the classification accuracy of three state-of-the-arts of classifiers: C4.5, Naive Bayes and SVM. Furthermore, compared with SAM (Significance Analysis of Microarrays) method, the proposed method is more accurate for classification.
Keywords
Bayes methods; bioinformatics; biomedical engineering; blood; genetics; molecular biophysics; molecular configurations; pattern classification; support vector machines; tumours; C4.5 classifier; SVM classifier; abnormal gene expression; differentially expressed genes; gene differential expression analysis; gene mutation; leukemia gene expression data set; naive Bayes classifier; relative risk; significance analysis of microarrays method; tumor development; tumor gene therapy; tumor occurrence; Accuracy; Cancer; Educational institutions; Gene expression; Measurement; Proteins; Tumors; Gene differential expression; Gene therapy; Leukemia; Relative risk; Tumor;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Engineering and Informatics (BMEI), 2011 4th International Conference on
Conference_Location
Shanghai
Print_ISBN
978-1-4244-9351-7
Type
conf
DOI
10.1109/BMEI.2011.6098514
Filename
6098514
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