mengtinghuang / Meta-hAOX

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Meta-hAOX

Code for "In silico prediction of metabolic reaction catalyzed by human aldehyde oxidase" this paper

Requipments

  • python 3.7
  • pyTorch 1.5.0+
  • DGL 0.5.2+
  • dgllife
  • scikit learn
  • rdkit
  • numpy

fingerprint-based methods

We applied RDKit to generate atom environment fingerprint to construct SOM prediction models for hAOX .

graph-based methods

The GNN model automatically extracts atom environment features through convolutional layers.

sequence-based methods

We also tried to construct a sequnce to sequence model to predict the SOMs by hAOX

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