Conclusions: We have developed a two-step approach for gene regulatory network identification, featuring an integrated method to identify modularized regulatory structures and refine their target genes  ...  Identification of cooperative gene regulatory network is an important topic for biological study especially in cancer research.  ...  Methods mAPC-GibbsOS is an integrative method that focuses on identifying modularized gene regulatory network.  ...