An interesting approach to study the metabolic differences between species is metabolic pathway. In this study, we characterize pathways activity levels of two samples. We applied our proposed methods on RNA-Seq Bugula neritina metagenomics data. We successfully identified several differential pathway activity and we selected 3 of them for qPCR validation.