With the rapid growth of gene sequencing, people began to study gene pathway of specific biological processes, but biological experiments restrictive make it slowly. In this paper, it proposed a gene pathway prediction technical which based on ant colony optimization, used the corresponding gene in wnt signal pathway as data and its internal relations set algorithm parameters to predict gene pathway. The results show that this program has a great reference value, it can guide the path of research and increase the speed of research.