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Bartender: Martini 3 Bonded Terms via Quantum Mechanics-Based Molecular Dynamics

Gilberto P. Pereira, Riccardo Alessandri, Moisés Domínguez, Rocío Araya‐Osorio, Linus Grünewald, Luís Borges-Araújo, Sangwook Wu, ‪Siewert J. Marrink, Paulo C. T. Souza, Raúl Mera‐Adasme

2024Journal of Chemical Theory and Computation19 citationsDOIOpen Access PDF

Abstract

Coarse-grained (CG) molecular dynamics (MD) simulations have grown in applicability over the years. The recently released version of the Martini CG force field (Martini 3) has been successfully applied to simulate many processes, including protein-ligand binding. However, the current ligand parametrization scheme is manual and requires an a priori reference all-atom (AA) simulation for benchmarking. For systems with suboptimal AA parameters, which are often unknown, this translates into a CG model that does not reproduce the true dynamical behavior of the underlying molecule. Here, we present Bartender, a quantum mechanics (QM)/MD-based parametrization tool written in Go. Bartender harnesses the power of QM simulations and produces reasonable bonded terms for Martini 3 CG models of small molecules in an efficient and user-friendly manner. For small, ring-like molecules, Bartender generates models whose properties are indistinguishable from the human-made models. For more complex, drug-like ligands, it is able to fit functional forms beyond simple harmonic dihedrals and thus better captures their dynamical behavior. Bartender has the power to both increase the efficiency and the accuracy of Martini 3-based high-throughput applications by producing numerically stable and physically realistic CG models.

Topics & Concepts

Parametrization (atmospheric modeling)Molecular dynamicsComputer scienceStatistical physicsQuantumForce field (fiction)A priori and a posterioriField (mathematics)PhysicsQuantum mechanicsMathematicsArtificial intelligenceRadiative transferEpistemologyPure mathematicsPhilosophyProtein Structure and DynamicsMachine Learning in Materials ScienceAdvanced NMR Techniques and Applications
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