SIMoNe: Statistical Inference for MOdular NEtworks.

Chiquet, Julien; Smith, Alexander; Grasseau, Gilles; Matias, Catherine; Ambroise, Christophe · Bioinformatics · 2009

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Abstract

The R package SIMoNe (Statistical Inference for MOdular NEtworks) enables inference of gene-regulatory networks based on partial correlation coefficients from microarray experiments. Modelling gene expression data with a Gaussian graphical model (hereafter GGM), the algorithm estimates non-zero entries of the concentration matrix, in a sparse and possibly high-dimensional setting. Its originality lies in the fact that it searches for a latent modular structure to drive the inference procedure through adaptive penalization of the concentration matrix. Under the GNU General Public Licence at http://cran.r-project.org/web/packages/simone/

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