RosENet: Improving Binding Affinity Prediction by Leveraging Molecular Mechanics Energies with an Ensemble of 3D Convolutional Neural Networks

Author:

Hassan-Harrirou Hussein1,Zhang Ce1,Lemmin Thomas12ORCID

Affiliation:

1. DS3Lab, System Group, Department of Computer Sciences, ETH Zurich, CH-8092 Zurich, Switzerland

2. Institute of Medical Virology, University of Zurich (UZH), CH-8057 Zurich, Switzerland

Funder

Schweizerischer Nationalfonds zur F??rderung der Wissenschaftlichen Forschung

Publisher

American Chemical Society (ACS)

Subject

Library and Information Sciences,Computer Science Applications,General Chemical Engineering,General Chemistry

Reference44 articles.

1. A machine learning approach towards the prediction of protein–ligand binding affinity based on fundamental molecular properties

2. Yaseen, A.; Abbasi, W. A. Protein Binding Affinity Prediction Using Support Vector Regression and Interfecial Features. In 2018 15th International Bhurban Conference on Applied Sciences and Technology (IBCAST); IEEE, 2018; pp 194–198.

3. MoleculeNet: a benchmark for molecular machine learning

4. Fast and Accurate Modeling of Molecular Atomization Energies with Machine Learning

5. Pred-binding: large-scale protein–ligand binding affinity prediction

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