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Dataset . 2024
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Data sources: ZENODO
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ZENODO
Dataset . 2024
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ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
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Interformer: An Interaction-Aware Model for Protein-Ligand Docking and Affinity Prediction

Authors: Lai, Houtim;

Interformer: An Interaction-Aware Model for Protein-Ligand Docking and Affinity Prediction

Abstract

The code, dataset, and model weights are described in the paper "Interformer: An Interaction-Aware Model for Protein-Ligand Docking and Affinity Prediction." experiment_results.zip: Contains generated results that can reproduce the result from the reported paper. benchmark.zip: Contains docking and affinity input data of the interformer. You can use the source code to make predictions and reproduce the number of the reported paper. checkpoints.zip: Contains one weight for the Energy and four PoseScore and Affinity models. source_code_1.0.zip: Contains the initial version of the source code. interformer_train.tar.gz: Contains prepared training data for interformer. poses/ contains all structure need for training, poses/ligand contains the re-docking poses generated by interformer energy, poses/ligand/rcsb contains the conformation of reference ligand, poses/pocket contains all pocket extract by raw PDB from rcsb, poses/uff contains all ligand conformation minimized using UFF from reference ligand, and train/ contains the training csv. baseline_results.tar.gz: Contains the predictions from three methods: Interformer, DiffDock, and DeepDock. The results align with the exact numbers reported in the paper. For further details, please refer to the eda/ directory. You can also find the newest version of the source code at https://github.com/tencent-ailab/Interformer

Related Organizations
Keywords

protein-ligand affinity prediction, Protein-Ligand docking, small molecule docking, Interformer

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average