GO analysis results have revealed the top 5 BPs (Biological Processes) that are intricately linked to the treatment of diabetes mellitus (DM) through gut microbiota metabolites, as outlined below (Fig. 4B): inflammatory response, negative regulation of apoptotic process and cell proliferation, response to xenobiotic stimulus and tumor necrosis factor based on their gene counts. This evidence concerns the gene TNF and diabetes mellitus.