Biological pathways are increasingly available in the BioPAX format which uses an RDF model for data storage. We can retrieve the information in this data model in the scripting language R using the package rBiopaxParser, which converts the BioPAX format to one readable in R. It also has a function to build a regulatory network from the pathway information, here we describe an extension of this function. The new function will also include non-regulatory interactions in the pathway and thus allow extraction of maximum information. This function will be available as part of the rBiopaxParser distribution from Bioconductor.