# ProProtein: A platform for fully automated identification of 3D structure fluctuations in MD simulation trajectories

**Authors:** Krzysztof Mularski, Dawid Makalowski, Marcin Okonek, Daria Glebowska, Mateusz Swiercz, Karol Kamel, Jacek Blazewicz, Maciej Antczak, Aleksandra Swiercz

PMC · DOI: 10.1371/journal.pone.0329314 · PLOS One · 2025-08-06

## TL;DR

ProProtein is a web platform that automatically identifies unstable regions in protein structures from molecular dynamics simulations, helping assess prediction reliability.

## Contribution

A novel automated platform for identifying high-fluctuation protein regions in MD simulations with a single click.

## Key findings

- ProProtein uses Gromacs for MD simulations and a heuristic algorithm to detect unstable substructures.
- High-fluctuation regions are visualized using the Mol* package for easy interpretation.
- The platform is freely accessible and supports computational evaluation of protein structure predictions.

## Abstract

The main goal of Molecular Dynamics (MD) is a simulation of a physical system motions in a fixed time period. This technique allows users to observe the dynamic evolution of the system but requires advanced force fields and is computationally intensive. Furthermore, finding desirable features in the results obtained is usually a time-consuming task. This motivates the need to implement a tool that visualizes the most flexible protein fragments. ProProtein platform is a sophisticated web server where, with a single click, the user can set up, configure, and run an MD simulation of the 3D structure of the peptide/protein. We perform the simulation using an open-source software suite developed for high-performance molecular dynamics named Gromacs. The resulting MD trajectory is then automatically analyzed within the dedicated heuristic algorithm to identify 3D fragments characterized by high instability in the context of the given (input) structure. These high-fluctuation substructures are presented next to the user with the Mol* package. They are visualized in colors on each frame covered by the considered trajectory. This tool can easily support the evaluation of the reliability of protein 3D structure predictions obtained computationally. The ProProtein platform is free and open to all users. It is publicly available at: https://proprotein.cs.put.poznan.pl/.

## Full-text entities

- **Genes:** XCL1 (X-C motif chemokine ligand 1) [NCBI Gene 6375] {aka ATAC, LPTN, LTN, SCM-1, SCM-1a, SCM1}
- **Chemicals:** water (MESH:D014867), amino acids (MESH:D000596), GPU (-), lipids (MESH:D008055), hydrogen (MESH:D006859), NaCl (MESH:D012965)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12327591/full.md

## References

21 references — full list in the complete paper: https://tomesphere.com/paper/PMC12327591/full.md

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Source: https://tomesphere.com/paper/PMC12327591