Concepedia

Drug Repurposing Prediction for Immune-Mediated Cutaneous Diseases using a Word-Embedding–Based Machine Learning Approach

Matthew T. Patrick, Kalpana Raja, Keylonnie L. Miller, Jason Sotzen, Jóhann E. Guðjónsson, James T. Elder, Lam C. Tsoi

Journal of Investigative Dermatology · 2018 · 71 citations · 38 references

Open access

Concepts

PharmacyDermatologyImmunologyDrug DiscoveryDrug RepurposingComputational Drug RepurposingDrug Repurposing InformaticsInflammatory Skin DiseasesMechanism-based RepurposingNetwork-based RepurposingClinical Embedding LearningCutaneous Immune ResponseCutaneous Immune-mediated DiseaseDrug - Disease Association PredictionDrug-target Graph EmbeddingKnowledge Graph-based RepurposingMachine Learning Drug RepurposingWord Embedding Clustering

References

38

Glove: Global Vectors for Word Representation

Jeffrey Pennington, Richard Socher, Christopher D. Manning · 2014 · 33.8K citations

Computing, Computer Science, Computational Linguistics +14

Indexing by latent semantic analysis

Scott Deerwester, Susan Dumais, George W. Furnas et al. · Journal of the American Society for Information Science · 1990 · 12.8K citations

Computing, Computer Science, Information Retrieval +13

Enriching Word Vectors with Subword Information

Piotr Bojanowski, Édouard Grave, Armand Joulin et al. · Transactions of the Association for Computational Linguistics · 2017 · 9.8K citations · Full text

Computing, Computer Science, Computational Linguistics +14

DrugBank 5.0: a major update to the DrugBank database for 2018

David S. Wishart, Yannick Djoumbou-Feunang, An Chi Guo et al. · Nucleic Acids Research · 2017 · 8.8K citations · Full text

Medicine, Pharmacology, Drug Information +13

The Unified Medical Language System (UMLS): integrating biomedical terminology

Olivier Bodenreider · Nucleic Acids Research · 2003 · 4.4K citations · Full text

Humanities, Biomedical Informatics, Clinical Classification Systems +15