DeepSurf: a surface-based deep learning approach for the prediction of ligand binding sites on proteins.
Stelios K. MylonasApostolos AxenopoulosPetros DarasPublished in: Bioinform. (2021)
Keyphrases
- binding sites
- deep learning
- protein protein
- protein interaction
- dna binding
- gene expression
- predicting protein
- dna sequences
- drug design
- transcription factors
- protein protein interactions
- unsupervised learning
- protein sequences
- protein function
- sequence data
- biological processes
- computational methods
- statistical significance
- machine learning
- motif discovery
- protein families
- interaction networks
- protein interaction networks
- protein complexes
- cis regulatory
- protein structure prediction
- weakly supervised
- d objects
- functional modules
- mental models
- high throughput
- feature selection
- protein structure
- amino acid sequences
- gene expression data
- microarray
- transcription factor binding sites
- dimensionality reduction
- data mining