Reconstruction of gene regulatory network of colon cancer using information theoretic approach
نویسندگان
چکیده
Reconstruction of gene regulatory networks or 'reverse-engineering' is a process of identifying gene interaction networks from experimental microarray gene expression profile through computation techniques. In this paper, we tried to reconstruct cancer-specific gene regulatory network using information theoretic approach mutual information. The considered microarray data consists of large number of genes with 20 samples 12 samples from colon cancer patient and 8 from normal cell. The data has been preprocessed and normalized. A t-test statistics has been applied to filter differentially expressed genes. The interaction between filtered genes has been computed using mutual information and ten different networks has been constructed with varying number of interactions ranging from 30 to 500. We performed the topological analysis of the reconstructed network, revealing a large number of interactions in colon cancer. Finally, validation of the inferred results has been done with available biological databases and literature. Keywords— Gene regulatory networks, microarray, colon cancer, systems biology
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ورودعنوان ژورنال:
- CoRR
دوره abs/1307.3712 شماره
صفحات -
تاریخ انتشار 2013