PMID- 37943667 OWN - NLM STAT- MEDLINE DCOM- 20231123 LR - 20240501 IS - 1520-5126 (Electronic) IS - 0002-7863 (Print) IS - 0002-7863 (Linking) VI - 145 IP - 46 DP - 2023 Nov 22 TI - How Robust Is the Ligand Binding Transition State? PG - 25318-25331 LID - 10.1021/jacs.3c08940 [doi] AB - For many drug targets, it has been shown that the kinetics of drug binding (e.g., on rate and off rate) is more predictive of drug efficacy than thermodynamic quantities alone. This motivates the development of predictive computational models that can be used to optimize compounds on the basis of their kinetics. The structural details underpinning these computational models are found not only in the bound state but also in the short-lived ligand binding transition states. Although transition states cannot be directly observed experimentally due to their extremely short lifetimes, recent successes have demonstrated that modeling the ligand binding transition state is possible with the help of enhanced sampling molecular dynamics methods. Previously, we generated unbinding paths for an inhibitor of soluble epoxide hydrolase (sEH) with a residence time of 11 min. Here, we computationally modeled unbinding events with the weighted ensemble method REVO (resampling of ensembles by variation optimization) for five additional inhibitors of sEH with residence times ranging from 14.25 to 31.75 min, with average prediction accuracy within an order of magnitude. The unbinding ensembles are analyzed in detail, focusing on features of the ligand binding transition state ensembles (TSEs). We find that ligands with similar bound poses can show significant differences in their ligand binding TSEs, in terms of their spatial distribution and protein-ligand interactions. However, we also find similarities across the TSEs when examining more general features such as ligand degrees of freedom. Together these findings show significant challenges for rational, kinetics-based drug design. FAU - Bose, Samik AU - Bose S AD - Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824, United States. FAU - Lotz, Samuel D AU - Lotz SD AUID- ORCID: 0000-0001-6159-615X AD - Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824, United States. FAU - Deb, Indrajit AU - Deb I AD - Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824, United States. FAU - Shuck, Megan AU - Shuck M AUID- ORCID: 0000-0002-1303-853X AD - Department of Pharmacology and Toxicology, Michigan State University, East Lansing, Michigan 48824, United States. FAU - Lee, Kin Sing Stephen AU - Lee KSS AD - Department of Pharmacology and Toxicology, Michigan State University, East Lansing, Michigan 48824, United States. AD - Department of Chemistry, Michigan State University, East Lansing, Michigan 48824, United States. AD - Institute of Integrative Toxicology, Michigan State University, East Lansing, Michigan 48824, United States. FAU - Dickson, Alex AU - Dickson A AUID- ORCID: 0000-0002-9640-1380 AD - Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan 48824, United States. AD - Department of Computational Mathematics, Science and Engineering, Michigan State University, East Lansing, Michigan 48824, United States. LA - eng GR - R01 AG080186/AG/NIA NIH HHS/United States GR - R01 GM130794/GM/NIGMS NIH HHS/United States PT - Journal Article PT - Research Support, N.I.H., Extramural PT - Research Support, U.S. Gov't, Non-P.H.S. DEP - 20231109 PL - United States TA - J Am Chem Soc JT - Journal of the American Chemical Society JID - 7503056 RN - 0 (Ligands) SB - IM MH - Protein Binding MH - Ligands MH - *Molecular Dynamics Simulation MH - *Drug Design MH - Thermodynamics MH - Kinetics PMC - PMC11059145 MID - NIHMS1986283 COIS- Notes The authors declare no competing financial interest. EDAT- 2023/11/09 18:42 MHDA- 2023/11/23 06:42 PMCR- 2024/04/30 CRDT- 2023/11/09 12:43 PHST- 2023/11/23 06:42 [medline] PHST- 2023/11/09 18:42 [pubmed] PHST- 2023/11/09 12:43 [entrez] PHST- 2024/04/30 00:00 [pmc-release] AID - 10.1021/jacs.3c08940 [doi] PST - ppublish SO - J Am Chem Soc. 2023 Nov 22;145(46):25318-25331. doi: 10.1021/jacs.3c08940. Epub 2023 Nov 9.