Objective To explore the candidate genes that play significant roles in the interconnection of the abdominal aortic aneurysm (AAA) and diabetes mellitus (DM). Methods We used the Biomedical Discovery Support System (BITOLA) to screen out the candidate intermediate molecular (CIM) "Gene or Gene Product" that are related to AAA and DM. The dataset of GSE13760, GSE7084, GSE57691, GSE47472 were used to analyze differentially expressed genes (DEGs) of AAA and DM compared to the healthy status. We use the online tool of Venny 2.1 assisted by manual checking to identify the overlapped DEGs with the CIMs, and the Human eFP Browser examine the tissue specific expression levels of the detected genes in order to recognize strong expressed genes in both human artery and pancreatic tissue. Results There are 86 CIMs suggested by the closed BITOLA system. Among variety of DEGs of AAA and DM, 8 genes in GSE7084 (ISG20, ITGAX, DSTN, CCL5, CCR5, AGTR1, CD19, CD44) and 2 genes (PSMD12, FAS) in GSE13760 were found to be overlapped with the 86 CIM. By manual checking and comparing with tissue-specific gene data through Human eFP Browser, the gene PSMD12 (proteasome 26S subunit, non-ATPase 12) was recognized to be strongly expressed in both the aorta and pancreatic tissue. Conclusion We proposed a hypothesis through text mining that PSMD12 is involved or potentially involved in the interconnection of AAA with DM, which may provide a new clue for study novel therapeutic strategy for these two diseases.