In the current investigation, an analysis was conducted on twelve chemical constituents derived from MQEO in terms of their interaction with cholera toxin and the target proteins associated with diabetic nephropathy, namely, TXNIP, Nrf2, and DPP IV. Here, TXNIP is linked to diabetic kidney disease.