Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Oct 27;65(20):10803-10807.
doi: 10.1021/acs.jcim.5c01742. Epub 2025 Oct 2.

multiSMD - A Python Toolset for Multidirectional Steered Molecular Dynamics

Affiliations

multiSMD - A Python Toolset for Multidirectional Steered Molecular Dynamics

Katarzyna Walczewska-Szewc et al. J Chem Inf Model. .

Abstract

Molecular forces govern all biological processes from cellular mechanics to molecular recognition events. Understanding the direction-dependence of these forces is particularly critical for elucidating fundamental interactions, such as protein-protein binding, ligand dissociation, and signal mechanotransduction. While steered molecular dynamics (SMD) simulations enable the study of force-induced transitions, conventional single-direction approaches may overlook anisotropic mechanical responses inherent to biomolecular systems. Therefore, probing the mechanical stability of molecular systems with respect to a director of an external force may provide critical information. Here, we present multiSMD, a Python-based tool that automates the setup and analysis of multidirectional SMD simulations in NAMD and GROMACS. By systematically probing forces along multiple spatial vectors, multiSMD captures direction-dependent phenomena, such as changing energy barriers or structural resilience, that remain hidden in standard SMD. We demonstrate the utility of our approach through three distinct applications: (i) anisotropic unbinding in a protein-protein complex, (ii) search for ligand dissociation pathways dependent on the pulling direction, and (iii) force-induced remodeling of intrinsically disordered regions in proteins. multiSMD streamlines the exploration of nanomechanical anisotropy in biomolecules, offering a computational framework to guide experiments (e.g., atomic force microscopy - AFM or optical tweezers) and uncover mechanistic properties inaccessible to single-axis methods.

PubMed Disclaimer

Figures

1
1
(a) Flowchart illustrating the operation of a multiSMD. (b) Angles describing the successive generated pulling force vectors. (c) Directions of the external force application in parallel SMD simulations of the test system of the S-protein-ACE2 (angiotensin-converting enzyme) model.
2
2
Multidirectional analysis of SARS-CoV-2 S - ACE2 unbinding. (a) Schematic of nine pulling directions applied to the complex. (b) Simulation system of truncated S - ACE2 complex shown in green and gray with mutated residues shown as black sticks. (c) Maximum rupture forces across pulling directions for wild-type (WT) versus mutant (MUT) complexes. (d) Number of hydrogen bonds during S-protein pulling. For panels (c) and (d), the solid lines represent mean values, and the light-blue shaded areas (outline) represent the standard deviation (SD), both calculated from five independent replica simulations for each pulling direction.

References

    1. Fisher T. E., Marszalek P. E., Fernandez J. M.. Stretching single molecules into novel conformations using the atomic force microscope. Nat. Struct. Biol. 2000;7:719–724. doi: 10.1038/78936. - DOI - PubMed
    1. Hinterdorfer P., Dufrêne Y. F.. Detection and localization of single molecular recognition events using atomic force microscopy. Nat. Methods. 2006;3:347–355. doi: 10.1038/nmeth871. - DOI - PubMed
    1. Hughes M. L., Dougan L.. The physics of pulling polyproteins: a review of single molecule force spectroscopy using the AFM to study protein unfolding. Rep. Prog. Phys. 2016;79:076601. doi: 10.1088/0034-4885/79/7/076601. - DOI - PubMed
    1. Alegre-Cebollada J., Perez-Jimenez R., Kosuri P., Fernandez J. M.. Single-molecule force spectroscopy approach to enzyme catalysis. J. Biol. Chem. 2010;285:18961–18966. doi: 10.1074/jbc.R109.011932. - DOI - PMC - PubMed
    1. Neuman K. C., Nagy A.. Single-molecule force spectroscopy: optical tweezers, magnetic tweezers and atomic force microscopy. Nat. Methods. 2008;5:491–505. doi: 10.1038/nmeth.1218. - DOI - PMC - PubMed

LinkOut - more resources