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A package for making graph representations of proteinstructures.

Project description

NOTICE: This package is going to be deprecated in favour of a peer-reviewed package, get-contacts. Please use that package going forward.

protein-graph

Computes a molecular graph for protein structures.

why?

Proteins fold into 3D structures, and have a natural graph representation: amino acids are nodes, and biochemical interactions are edges.

I wrote this package as part of a larger effort to do graph convolutional neural networks on protein structures (represented as graphs). However, that's not the only thing I can foresee doing with this.

One may be interested in the topology of proteins across species and over evolutionary time. This package can aid in answering this question.

how do I install this package?

Currently only pip-installable:

$ pip install proteingraph

how do I use this package?

This package assumes that you have a standard protein structure file (e.g. a PDB file). This may be a file generated after solving the NMR or crystal structure of a protein, or it may be generated from homology modelling.

Once that has been generated, the molecular graph can be generated using Python code.

from proteingraph import ProteinInteractionNetwork

p = ProteinInteractionNetwork('my_model.pdb')

Because the ProteinInteractionNetwork class inherits from NetworkX's Graph class, all methods that Graph has are inherited by ProteinInteractionNetwork, and it behaves just as a NetworkX graph does.

What this means is that all graph-theoretic metrics (e.g. degree centrality, betweenness centrality etc.) can be computed on the ProteinInteractionNetwork object.

See the HIV1 homology model example in the examples/ directory for a minimal example.

Project details


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