Background Drug-target binding affinity (DTA) prediction can accelerate the drug screening process, and deep learning techniques have been used in all facets of drug research.
Xun Wang +6 more
doaj +1 more source
GS-DTA: integrating graph and sequence models for predicting drug-target binding affinity
Background Drug-target binding affinity (DTA) prediction is vital in drug discovery and repositioning, more and more researchers are beginning to focus on this. Many effective methods have been proposed.
Junwei Luo +5 more
doaj +1 more source
Drug-target interaction/affinity prediction: Deep learning models and advances review
64 pages, 7 figures, 10 ...
Ali Vefghi +2 more
openaire +2 more sources
Fusing Sequence and Structural Knowledge by Heterogeneous Models to Accurately and Interpretively Predict Drug-Target Affinity. [PDF]
Zeng X, Zhong KY, Jiang B, Li Y.
europepmc +1 more source
Enabling target-aware molecule generation to follow multi objectives with Pareto MCTS
Target-aware drug discovery has greatly accelerated the drug discovery process to design small-molecule ligands with high binding affinity to disease-related protein targets.
Yaodong Yang +9 more
doaj +1 more source
Mitigating cold-start problems in drug-target affinity prediction with interaction knowledge transferring. [PDF]
Nguyen TM, Nguyen T, Tran T.
europepmc +1 more source
KANPM-DTA: improving drug-target affinity prediction with Kolmogorov-Arnold networks and pretrained models. [PDF]
Rakib MDYK +5 more
europepmc +1 more source
SAG-DTA: Prediction of Drug-Target Affinity Using Self-Attention Graph Network. [PDF]
Zhang S +5 more
europepmc +1 more source
Impact of Protein Representations on Drug-Target Affinity Prediction
and target proteins can significantly hasten the drug discovery and development process. Utilizing artificial intelligence (AI) models to predict drug-target affinity (DTA) is an affordable and efficient strategy for sifting out undesirable molecules and identifying promising drug candidates.
Marijan, Matija, Tanasijević, Ivan
openaire +1 more source
3DProtDTA: a deep learning model for drug-target affinity prediction based on residue-level protein graphs. [PDF]
Voitsitskyi T +12 more
europepmc +1 more source

