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Drug-Target Affinity Prediction Based on Improved GraphDTA
2023 5th International Conference on Robotics and Computer Vision (ICRCV), 2023Zi Ye +3 more
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MultiKD-DTA: Enhancing Drug-Target Affinity Prediction Through Multiscale Feature Extraction
Interdisciplinary Sciences: Computational Life SciencesThe discovery and development of novel pharmaceutical agents is characterized by high costs, lengthy timelines, and significant safety concerns. Traditional drug discovery involves pharmacologists manually screening drug molecules against protein targets, focusing on binding within protein cavities.
Riqian Hu +5 more
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MFF-DTA: Multi-scale feature fusion for drug-target affinity prediction
MethodsAccurately predicting drug-target affinity is crucial in expediting the discovery and development of new drugs, which is a complex and risky process. Identifying these interactions not only aids in screening potential compounds but also guides further optimization.
Xiwei Tang +3 more
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Prediction of drug-target binding affinity based on deep learning models
Computers in Biology and MedicineThe prediction of drug-target binding affinity (DTA) plays an important role in drug discovery. Computerized virtual screening techniques have been used for DTA prediction, greatly reducing the time and economic costs of drug discovery. However, these techniques have not succeeded in reversing the low success rate of new drug development.
Hao, Zhang +4 more
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Contrastive Meta-Learning for Drug-Target Binding Affinity Prediction
2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2022Mei Li +4 more
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Co-VAE: Drug-Target Binding Affinity Prediction by Co-Regularized Variational Autoencoders
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022Xing-Ming Zhao, Limin Li
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A survey of drug-target interaction and affinity prediction methods via graph neural networks
Computers in Biology and Medicine, 2023Na Han
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Drug-target continuous binding affinity prediction using multiple sources of information
Expert Systems With Applications, 2021Betsabeh Tanoori +2 more
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SAG-DTA: Prediction of Drug–Target Affinity Using Self-Attention Graph Network
International Journal of Molecular Sciences, 2021Shugang Zhang +2 more
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