Slow‐binding inhibitors with long residence time on the target often display superior efficacy in vivo. Rationally designing inhibitors with low off‐target rates is restricted by a limited understanding of the structural basis of slow‐binding inhibition kinetics in enzyme–drug interactions. 4‐Hydroxyphenylpyruvate dioxygenase (HPPD) is an important target for drug and herbicide development. Although the time‐dependent behavior of HPPD inhibitors has been studied for decades, its structural basis and mechanism remain unclear. Herein, we report a detailed experimental and computational study that explores structures for illustrating the slow‐binding inhibition kinetics of HPPD. We observed the conformational change of Phe428 at the C‐terminal α‐helix in the inhibitor‐bound structures and further identified that the inhibition kinetics of drugs are related to steric hindrance of Phe428. These detailed structural and mechanistic insights illustrate that steric hindrance is highly associated with the time‐dependent behavior of HPPD inhibitors. These findings may enable rational design of new potent HPPD‐targeted drugs or herbicides with longer target residence time and improved properties.Database: Structure data are available in the PDB under the accession numbers 5CTO (released), 5DHW (released), and 5YWG (released).

4-Hydroxyphenylpyruvate dioxygenase (HPPD) is a promising target for drug and pesticide discovery. The unknown binding mode of substrate is still a big challenge for the understanding of enzymatic reaction mechanism and novel HPPD inhibitor design. Herein, we determined the first crystal structure of Arabidopsis thaliana HPPD ( At HPPD) in complex with its natural substrate (HPPA) at a resolution of 2.80 Å. Then, combination of hybrid quantum mechanics/molecular mechanics (QM/MM) calculations confirmed that HPPA takes keto rather than enol form inside the HPPD active pocket. Subsequent site-directed mutagenesis and kinetic analysis further showed that residues (Phe424, Asn423, Glu394, Gln307, Asn282, and Ser267) played important roles in substrate binding and catalytic cycle. Structural comparison between HPPA- At HPPD and holo- At HPPD revealed that Gln293 underwent a remarkable rotation upon the HPPA binding and formed H-bond network of Ser267-Asn282-Gln307-Gln293, resulting in the transformation of HPPD from an inactive state to active state. Finally, taking the conformation change of Gln293 as a target, we proposed a new strategy of blocking the transformation of HPPD from inactive state to active state to design a novel inhibitor with K i value of 24.10 nM towards At HPPD. The inhibitor has entered into industry development as the first selective herbicide used for the weed control in sorghum field. The crystal structure of At HPPD in complex with the inhibitor (2.40 Å) confirmed the rationality of the design strategy. We believe that the present work provides a new starting point for the understanding of enzymatic reaction mechanism and the design of next generation HPPD inhibitors.