April 05, 2021 article Open access Biological structure and function emerge from scaling unsupervised learning to 250 million protein sequences Proceedings of the National Academy of Sciences DOI: 10.1073/pnas.2016239118 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 9 stored of 3,437 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access AdventML: Advanced Enzyme Temperature Prediction with Transformer-Based Embeddings and Resampling Strategies 2026 bioRxiv (Cold Spring Harbor Laboratory) preprint Biochemistry, Genetics and Molecular Biology Machine Learning in Bioinformatics Open access 0 citations TransMEP: Transfer learning on large protein language models to predict mutation effects of proteins from a small known dataset 2024 bioRxiv (Cold Spring Harbor Laboratory) preprint Biochemistry, Genetics and Molecular Biology Machine Learning in Bioinformatics Open access 7 citations Envisaging a global infrastructure to exploit the potential of digitised collections 2023 Biodiversity Data Journal article Computer Science Research Data Management Practices Open access 11 citations MultiGML: Multimodal graph machine learning for prediction of adverse drug events 2023 Heliyon article Computer Science Computational Drug Discovery Methods Open access 22 citations Cell type matching across species using protein embeddings and transfer learning 2023 Bioinformatics article Biochemistry, Genetics and Molecular Biology Single-cell and spatial transcriptomics Open access 9 citations Cell type matching across species using protein embeddings and transfer learning 2023 bioRxiv (Cold Spring Harbor Laboratory) preprint Biochemistry, Genetics and Molecular Biology Single-cell and spatial transcriptomics Open access 0 citations MultiGML: Multimodal Graph Machine Learning for Prediction of Adverse Drug Events 2022 bioRxiv (Cold Spring Harbor Laboratory) preprint Computer Science Computational Drug Discovery Methods Open access 3 citations Automatic Gene Function Prediction in the 2020’s 2020 Genes article Biochemistry, Genetics and Molecular Biology Bioinformatics and Genomic Networks Open access 38 citations Unsupervised protein embeddings outperform hand-crafted sequence and structure features at predicting molecular function 2020 Bioinformatics article Biochemistry, Genetics and Molecular Biology Machine Learning in Bioinformatics Open access cited by 2 patents 137 citations 9 results References 0