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Updated: Apr 27, 2026

Author Spotlight: Exploring Cellular Processes by Modeling Ligands in Cryo-EM Maps
Published on: July 19, 2024
An optimized contact map for GōMartini 3 enabling conformational changes in protein assemblies
Gustavo E Olivos-Ramirez1, Luis F Cofas-Vargas2, Siewert J Marrink3
1Biosystems and Soft Matter Division, Institute of Fundamental Technological Research, Polish Academy of Sciences, ul. Pawińskiego 5B, 02-106, Warsaw, Poland.
We optimized coarse-grained protein simulations by refining contact maps with all-atom molecular dynamics data. This improves the efficiency and accuracy of modeling protein conformational changes over long timescales.
Area of Science:
- Structural Biology
- Computational Biophysics
- Protein Dynamics
Background:
- Cryo-electron microscopy enables high-resolution studies of protein assemblies.
- Computational methods are needed to simulate long-timescale protein conformational changes.
- GōMartini 3 offers efficient coarse-grained simulations but can be refined.
Purpose of the Study:
- To enhance GōMartini 3 by integrating all-atom molecular dynamics (AA-MD) data.
- To improve the representation of protein conformational states and dynamics.
- To develop a more efficient and accurate coarse-grained simulation approach.
Main Methods:
- Integrated dynamic contact information from AA-MD simulations into GōMartini.
- Defined high-frequency contacts to refine the GōMartini contact map, reducing contact numbers by 20-30%.
- Benchmarked contact selection criteria on single-chain proteins and the SARS-CoV-2 spike protein.
Main Results:
- The optimized contact map improved sampling efficiency and expanded the accessible conformational landscape.
- Inclusion of high-frequency intra- and interchain contacts captured protein assembly flexibility and domain dynamics.
- The refined method demonstrated improved representation of conformational states compared to standard Martini 3.
Conclusions:
- The optimized GōMartini approach enhances the simulation of protein conformational changes.
- This method provides a more accurate and efficient tool for studying large protein assemblies.
- The framework is available as an open-source tool for large-scale simulations.
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