Investigating Drug-Target Residence Time in Kinases through Enhanced Sampling Simulations

被引:35
作者
Gobbo, Dorothea [1 ,4 ]
Piretti, Valentina [1 ,4 ]
Di Martino, Rita Maria Concetta [1 ]
Tripathi, Shailesh Kumar [1 ]
Giabbai, Barbara [2 ]
Storici, Paola [2 ]
Demitri, Nicola [2 ]
Girotto, Stefania [1 ]
Decherchi, Sergio [1 ,3 ]
Cavalli, Andrea [1 ,4 ]
机构
[1] Fdn Ist Italiano Tecnol, Computat & Chem Biol, Via Morego 30, I-16163 Genoa, Italy
[2] Elettra Synchrotron Trieste SCpA, Str Statale 14, I-34149 Trieste, Italy
[3] BiKi Technol Srl, Via XX Settembre 33, I-16121 Genoa, Italy
[4] Univ Bologna, Alma Mater Studiorum, Dept Pharm & Biotechnol FaBiT, Via Belmeloro 6, I-40126 Bologna, Italy
关键词
MOLECULAR-DYNAMICS; ALLOSTERIC REGULATION; PROTEIN; BINDING; KINETICS; GLUCOKINASE; PREDICTION; PARAMETERS; INHIBITORS; DISCOVERY;
D O I
10.1021/acs.jctc.9b00104
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
It is widely accepted that drug-target association and dissociation rates directly affect drug efficacy and safety. To rationally optimize drug binding kinetics, one must know the atomic arrangement of the protein-ligand complex during the binding/unbinding process in order to detect stable and metastable states. Whereas experimental approaches can determine kinetic constants with fairly good accuracy, computational approaches based on molecular dynamics (MD) simulations can deliver the atomistic details of the unbinding process. Furthermore, they can also be utilized prospectively to predict residence time (i.e., the inverse of unbinding kinetics constant, k(off)) with an acceptable level of accuracy. Here, we report a novel method based on adiabatic bias MD with an electrostatics-like collective variable (dubbed elABMD) for sampling protein-ligand dissociation events in two kinases. elABMD correctly ranked a ligand series on glucokinase, in agreement with experimental data and previous calculations. Subsequently, we applied the new method prospectively to a congeneric series of GSK-3 beta inhibitors. For this series, new crystal structures were generated and the residence time was experimentally measured with surface plasmon resonance (SPR). There was good agreement between computational predictions and experimental measures, suggesting that elABMD is an innovative and efficient tool for calculating residence times.
引用
收藏
页码:4646 / 4659
页数:14
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