The Joint Pathway Analysis application in MetaboAnalyst allows for the identification of significant pathways that may be associated with the feline mammary cancer metabolite and gene data. This function employs advanced statistical algorithms and pathway databases to identify pathways that are potentially altered or expressed in the dataset. By leveraging this feature, we were able to gain a comprehensive understanding of the metabolic pathways that are most relevant to our data.