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Protein conformational transitions calculations tutorial using BioExcel Building Blocks (biobb) and GOdMD


This tutorial aims to illustrate the process of computing a conformational transition between two known structural conformations of a protein, step by step, using the BioExcel Building Blocks library (biobb).

Examples shown are the calculation of the conformational transition for the Adenylate Kinase protein, from the closed state (PDB Code 1AKE) to the open state (PDB Code 4AKE). Adenylate Kinases are phosphotransferase enzymes that catalyze the interconversion of the various adenosine phosphates (ATP, ADP, and AMP), and are known to undergo large conformational changes during their catalytic cycle.

The code wrapped is the GOdMD method, developed in the Molecular Modeling and Bioinformatics group (IRB Barcelona). GOdMD determines pathways for conformational transitions in macromolecules using discrete molecular dynamics and biasing techniques based on a combination of essential dynamics and Maxwell-Demon sampling techniques. A web implementation of the method can be found here: https://mmb.irbbarcelona.org/GOdMD/index.php

Exploration of conformational transition pathways from coarse-grained simulations.
Sfriso P, Hospital A, Emperador A, Orozco M.
Bioinformatics, 129(16):1980-6.
Available at: https://doi.org/10.1093/bioinformatics/btt324


Settings

Biobb modules used

  • biobb_godmd: Tools to compute protein conformational transitions using GOdMD.

  • biobb_io: Tools to fetch biomolecular data from public databases.

  • biobb_structure_utils: Tools to modify or extract information from a PDB structure.

  • biobb_analysis: Tools to analyse Molecular Dynamics trajectories.

Auxiliary libraries used

  • emboss: Software that automatically copes with data in a variety of formats and even allows transparent retrieval of sequence data from the web.

  • jupyter: Free software, open standards, and web services for interactive computing across all programming languages.

  • plotly: Python interactive graphing library integrated in Jupyter notebooks.

  • nglview: Jupyter/IPython widget to interactively view molecular structures and trajectories in notebooks.

  • simpletraj: Lightweight coordinate-only trajectory reader based on code from GROMACS, MDAnalysis and VMD.

Conda Installation and Launch

git clone https://github.com/bioexcel/biobb_wf_godmd.git
cd biobb_wf_godmd
conda env create -f conda_env/environment.yml
conda activate biobb_wf_godmd
jupyter-notebook biobb_wf_godmd/notebooks/biobb_wf_godmd.ipynb

Tutorial

Click here to view tutorial in Read the Docs

Click here to execute tutorial in Binder

Click here to open tutorial in Google Colab


Version

2024.1 Release