Numerous genes including Irf6 have been revealed to contribute to cleft lip with or without cleft palate (CL/P). In this study, we performed a systematic bioinformatics analysis of Irf6-related gene regulatory network involved in palate and lip development by using GeneDecks, DAVID, STRING, and GeneMANIA database. Our results showed that many CL/P candidate genes have relation with Irf6, and 9 of these genes, including Msx1, Pvrl1, Pax9, Jag2, Irf6, Tgfb3, Rara, Gli2, and Tgfb2, were enriched into the CL/P gene group. Some of these 9 genes also were commonly involved in different signaling pathways and different biological processes, and they also have protein-protein interactions with Irf6. These findings make us analyze the intricate function of Irf6 in a CL/P gene regulatory network, followed by guiding us to perform further functional studies on these genes in the future. This method also offers us a simple, cheap, but useful method to analyze the relationship with a gene regulatory network of a certain disease such as CL/P.