PMID- 31024312 OWN - NLM STAT- PubMed-not-MEDLINE LR - 20201001 IS - 1663-9812 (Print) IS - 1663-9812 (Electronic) IS - 1663-9812 (Linking) VI - 10 DP - 2019 TI - Importance of Incorporating Protein Flexibility in Molecule Modeling: A Theoretical Study on Type I(1/2) NIK Inhibitors. PG - 345 LID - 10.3389/fphar.2019.00345 [doi] LID - 345 AB - NF-kappaB inducing kinase (NIK), which is considered as the central component of the non-canonical NF-kappaB pathway, has been proved to be an important target for the regulation of the immune system. In the past few years, NIK inhibitors with various scaffolds have been successively reported, among which type I(1/2) inhibitors that can not only bind in the ATP-binding pocket at the DFG-in state but also extend into an additional back pocket, make up the largest proportion of the NIK inhibitors, and are worthy of more attention. In this study, an integration protocol that combines molecule docking, MD simulations, ensemble docking, MM/GB(PB)SA binding free energy calculations, and decomposition was employed to understand the binding mechanism of 21 tricyclic type I(1/2) NIK inhibitors. It is found that the docking accuracy is largely dependent on the selection of docking protocols as well as the crystal structures. The predictions given by the ensemble docking based on multiple receptor conformations (MRCs) and the MM/GB(PB)SA calculations based on MD simulations showed higher linear correlations with the experimental data than those given by conventional rigid receptor docking (RRD) methods (Glide, GOLD, and Autodock Vina), highlighting the importance of incorporating protein flexibility in predicting protein-ligand interactions. Further analysis based on MM/GBSA demonstrates that the hydrophobic interactions play the most essential role in the ligand binding to NIK, and the polar interactions also make an important contribution to the NIK-ligand recognition. A deeper comparison of several pairs of representative derivatives reveals that the hydrophobic interactions are vitally important in the structural optimization of analogs as well. Besides, the H-bond interactions with some key residues and the large desolvation effect in the back pocket devote to the affinity distinction. It is expected that our study could provide valuable insights into the design of novel and potent type I(1/2) NIK inhibitors. FAU - Shen, Chao AU - Shen C AD - College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, China. FAU - Liu, Hui AU - Liu H AD - College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, China. FAU - Wang, Xuwen AU - Wang X AD - College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, China. FAU - Lei, Tailong AU - Lei T AD - College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, China. FAU - Wang, Ercheng AU - Wang E AD - College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, China. FAU - Xu, Lei AU - Xu L AD - School of Electrical and Information Engineering, Institute of Bioinformatics and Medical Engineering, Jiangsu University of Technology, Changzhou, China. FAU - Yu, Huidong AU - Yu H AD - Rongene Pharma Co., Ltd., Shenzhen, China. FAU - Li, Dan AU - Li D AD - College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, China. FAU - Yao, Xiaojun AU - Yao X AD - State Key Laboratory of Quality Research in Chinese Medicines, Macau University of Science and Technology, Macau, China. LA - eng PT - Journal Article DEP - 20190409 PL - Switzerland TA - Front Pharmacol JT - Frontiers in pharmacology JID - 101548923 PMC - PMC6465739 OTO - NOTNLM OT - NF-kappaB inducing kinase OT - NIK inhibitors OT - binding mechanism OT - inhibitor design OT - molecule modeling EDAT- 2019/04/27 06:00 MHDA- 2019/04/27 06:01 PMCR- 2019/04/09 CRDT- 2019/04/27 06:00 PHST- 2018/12/22 00:00 [received] PHST- 2019/03/20 00:00 [accepted] PHST- 2019/04/27 06:00 [entrez] PHST- 2019/04/27 06:00 [pubmed] PHST- 2019/04/27 06:01 [medline] PHST- 2019/04/09 00:00 [pmc-release] AID - 10.3389/fphar.2019.00345 [doi] PST - epublish SO - Front Pharmacol. 2019 Apr 9;10:345. doi: 10.3389/fphar.2019.00345. eCollection 2019.