The BioNet package provides an extensive framework for integrated network analysis using R and BioConductor. It includes the statistics for the integration of transcriptomic and functional data with biological networks, the methods for scoring of nodes, methods for optimal, suboptimal and fast heuristic searches, as well as routines for the visualization of the fitted model and resulting modules.