SiGN-BN, a gene network estimation software, can estimate gene-to-gene regulatory dependencies as a gene network from gene expression data using Bayesian network. SiGN-BN works on supercomputers. This is because the estimation of the Bayesian network structure from observed data requires a huge amount of computational time.
For more information goto:
http://sign.hgc.jp/signbn/howto.html