protein-dynamics

Model for predicting micro-millisecond motions from protein sequence and/or structure

Derive ΔG for single residues from HDX-MS data

An interactive visual simulator for distance-based protein folding

A structure-derived indicator (block total correlation of the GNM) for where assuming independent residue motion costs the most. Pure numpy, no simulation.

COSMO: COarse-grained Simulation of intrinsically disordered prOteins with openMM

A package for protein conformational ensemble analyses based on a differential geometry representation of protein backbones.

open-source python package for accessing and analyzing NMR data

Prediction of protein thermodynamic stability changes upon mutations through a Gaussian Network Model simulating protein unfolding behavior

Calculate protein structural representations (dihedral angles, CA pairwise distances, and strain analysis) for downstream analysis (e.g., PCA, t-SNE, or UMAP).

Compact sequence-only neural propagator for protein torsion dynamics. 2.39x lower JSD than Microsoft Timewarp at 3000x fewer parameters. pip install alphadynamics.

Compute differential geometry descriptors for protein conformational ensembles

PORCUPINEplot is a script developed to automate the generation of porcupine plots of PCA analysis.

Reveal protein energy centers.

Code for generating movies of the most relevant movement modes of proteins from their PDB files, using rigidity clustering analysis

Network models of protein conformational entropy from dynamics

C++ package that provides tools for correcting structural predictions of proteins (eg. from X-Ray Crystallography or AlphaFold) using X-ray small-angle scattering (SAXS) in solution

Topological data analytic approach for discovering biophysical signatures in protein dynamics

Predicting allosteric and active site residues in proteins with machine learning and protein sequence, structure and dynamics features

Lightweight SE(3)-invariant framework for predicting fast descriptors of protein dynamics

Program to calculate the most probable path between two equilibrium states of a biomolecule