X-ray crystallography is the gold standard to resolve conformational ensembles that are significant for protein function, ligand discovery, and computational methods development. However, relevant conformational states may be missed at...
, et al.. Importance of explicit smeared lone-pairs in anisotropic polarizable molecular mechanics. Torture track angular tests for exchange-repulsion and charge transfer contributions. Journal of Computational Chemistry, Wiley, 2017Wiley, , 121, pp.3997 -1920 Overall the paper proposes a full set of benchmarks that could be useful for force field developers.
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We report a fast-track computationally-driven discovery of new SARS-CoV2 Main Protease M$pro inhibitors whose potency range from mM for initial non-covalent ligands to sub-μM for the final covalent compound (IC50=830...
The SAMPL challenges focus on testing and driving progress of computational methods to help guide pharmaceutical drug discovery. However, assessment of methods for predicting binding affinities is often hampered by computational challenges such as conformational sampling, protonation state uncertainties, variation in test sets selected, and even lack of high quality experimental data. SAMPL blind challenges have thus frequently included a component focusing on host-guest binding, which removes some of these challenges while still focusing on molecular recognition. Here, we report on the results of the SAMPL7 blind prediction challenge for host-guest affinity prediction. In this study, we focused on three different host-guest categories -- a familiar deep cavity cavitand series which has been featured in several prior challenges (where we examine binding of a series of guests to two hosts), a new series of cyclodextrin derivatives which are monofunctionalized around the rim to add amino acid-like functionality (where we examine binding of a two guests to a series of hosts), and binding of a series of guests to a new acyclic TrimerTrip host which is related to previous cucurbituril hosts. Many predictions used methods based on molecular simulations, and overall success was mixed, though several methods stood out. As in SAMPL6, we find that one strategy for achieving reasonable accuracy here was to make empirical corrections to binding predictions based on previous data for host categories which have been studied well before, though this can be of limited value when new systems are included. Additionally, we found that methods using the AMOEBA polarizable force field had considerable success for the two host categories in which they participated. The new TrimerTrip system was also found to introduce some sampling problems, because multiple conformations may be relevant to binding and interconvert only slowly. Overall, results in this challenge tentatively suggest that further investigation of polarizable force fields for these challenges may be warranted.
In the context of the SIBFA polarizable molecular mechanics/dynamics (PMM/PMD) procedure, we report the calibration and a series of validation tests for the 1,2,4-triazole-3-thione (TZT) heterocycle. TZT acts as the chelating group of inhibitors of dizinc metallo-β-lactamases (MBL), an emerging class of Zn-dependent bacterial enzymes, which by cleaving the β-lactam bond of most β-lactam antibiotics are responsible for the acquired resistance of bacteria to these drugs. Such a study is indispensable prior to performing PMD simulations of complexes of TZT-based inhibitors with MBL's, on account of the anchoring role of TZT in the dizinc MBL recognition site. Calibration was done by comparisons to energy decomposition analyses (EDA) of high-level ab initio QC computations of the TZT complexes with two probes: Zn(II), representative of "soft" dications, and water, representative of dipolar molecules. We performed distance variations of the approach of each probe to each of the two TZT atoms involved in Zn ligation, the S atom and the N atom ortho to it, so that each SIBFA contribution matches its QC counterpart. Validations were obtained by performing in- and out-of-plane angular variations of Zn(II) binding in monoligated Zn(II)-TZT complexes. The most demanding part of this study was then addressed. How well does ΔE(SIBFA) and its individual contributions compare to their QC counterparts in the dizinc binding site of one MBL, L1, whose structure is known from high-resolution X-ray crystallography? Six distinct complexes were considered, namely each separate monozinc site, and the dizinc site, whether ligated or unligated by TZT. Despite the large magnitude of the interaction energies, in all six complexes ΔE(SIBFA) can match ΔE(QC) with relative errors <2% and the proper balance of individual energy contributions. The computations were extended to the dizinc site of another MBL, VIM-2, and its complexes with two other TZT analogues. ΔE(SIBFA) faithfully reproduced ΔE(QC) in terms of magnitude, ranking of the three ligands, and trends of the separate energy contributions. A preliminary extension to correlated calculations is finally presented. All these validations should enable a secure design of a diversity of TZT-containing MBL inhibitors: a structurally and energetically correct anchoring of TZT should enable all other inhibitor groups to in turn optimize their interactions with the other target MBL residues.
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