Inference of gene networks from temporal gene expression profiles
Inference of gene networks from temporal gene expression profiles
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DOI:
10.1049/iet-syb:20060079
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发表时间:
2007-09-01
影响因子:
2.3
通讯作者:
di Bernardo, D.
中科院分区:
文献类型:
--
作者:
Bansal, M.;di Bernardo, D.
Genes interact with each other in complex networks that enable the processing of information and the metabolism of nutrients inside the cell. A novel inference algorithm based on linear ordinary differential equations is proposed. The algorithm can infer the local network of gene-gene interactions surrounding a gene of interest from time-series gene expression profiles. The performance of the algorithm has been tested on in silico simulated gene expression data and on a nine gene subnetwork part of the DNA-damage response pathway (SOS pathway) in the bacteria Escherichia coli. This approach can infer regulatory interactions even when only a small number of measurements is available.