Glyoxalase I (GLO I) is the rate-limiting enzyme for detoxification of methylglyoxal (MG), a side product of glycolysis, which is able to induce apoptosis. Since GLO I is known to be highly expressed in the most tumor cells and little in normal cells, specific inhibitors of this enzyme have been expected as effective anticancer drugs. The purpose of this study is a good construction of the human GLO I/inhibitor pharmacophore to obtain unique human GLO I inhibitory seed compounds for the development of useful anticancer drugs. Here, we selected natural flavonoid compounds that possess a plane configuration of cis C-4 ketone and C-5 hydroxy groups as the substrate (MG) transition-state mimetic structure. These compounds were examined the inhibitory abilities to human GLO I activity and analyzed their structure-activity relationships to determine an important pharmacophore of flavonoids for the human GLO I binding. Our results point to the contribution of hydroxy groups at the B ring of flavonoids to the effective inhibition of the human GLO I. Based on the binding mode of flavonoids, we constructed the human GLO I/inhibitor pharmacophore. This work delivers the first three-dimensional (3D) structural data and explains certain flavonoids interact specifically with the human GLO I.