Concepedia

TripletMultiDTI: Multimodal representation learning in drug-target interaction prediction with triplet loss function

Alireza Dehghan, Parvin Razzaghi, Karim Abbasi, Sajjad Gharaghani

Expert Systems with Applications · 2023 · 77 citations · 34 references

Concepts

PharmacyBioinformaticsPharmacologyDrug DiscoveryDrug-target Interaction MappingDrug-target Interaction NetworksCompound-target Interaction PredictionDrug-target Graph EmbeddingDrug-target Interaction AnalysisMulti-modal Representation LearningMultimodal Feature RepresentationMultimodal Representation LearningTriplet Loss

References

34

Human Protein Reference Database--2009 update

Thottethodi Subrahmanya Keshava Prasad, Renu Goel, K. Kandasamy et al. · Nucleic Acids Research · 2008 · 3.3K citations · Full text

Life Sciences, Biochemistry, Bioinformatics +17

DrugBank 3.0: a comprehensive resource for 'Omics' research on drugs

Craig Knox, Vivian Law, Timothy Jewison et al. · Nucleic Acids Research · 2010 · 1.9K citations · Full text

Pharmacy, Medicinal Chemistry, Pharmacology +17

DeepDTA: deep drug–target binding affinity prediction

Hakime Öztürk, Arzucan Özgür · Bioinformatics · 2018 · 1.6K citations · Full text

Pharmacy, Bioinformatics, Pharmacology +16

A Survey of Deep Learning and Its Applications: A New Paradigm to Machine Learning

Shaveta Dargan, Munish Kumar, Maruthi Rohit Ayyagari et al. · Archives of Computational Methods in Engineering · 2019 · 1.2K citations

Computing, Computer Science, Artificial Intelligence +15

GraphDTA: predicting drug–target binding affinity with graph neural networks

Thin Nguyen, Thuc Duy Le, Svetha Venkatesh · Bioinformatics · 2020 · 1.1K citations

Pharmacy, Bioinformatics, Pharmacology +17