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Article

Bertoni, Damian; Tsenkov, Maxim; Magana, Paulyna; Nair, Sreenath; Pidruchna, Ivanna; Querino Lima Afonso, Marcelo; Midlik, Adam; ... Velankar, Sameer; + view all (2025) AlphaFold Protein Structure Database 2025: a redesigned interface and updated structural coverage. Nucleic Acids Research , Article gkaf1226. 10.1093/nar/gkaf1226. (In press). Green open access
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Buchan, Daniel WA; Moffat, Lewis; Lau, Andy; Kandathil, Shaun M; Jones, David T; (2024) Deep learning for the PSIPRED Protein Analysis Workbench. Nucleic Acids Research , 52 (W1) W287-W293. 10.1093/nar/gkae328. Green open access
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Buchan, D; Jones, DT; (2019) The PSIPRED Protein Analysis Workbench: 20 years on. Nucleic Acids Research , 47 (1) pp. 402-407. 10.1093/nar/gkz297. Green open access
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Buchan, DW; Jones, DT; (2020) Learning a Functional Grammar of Protein Domains using Natural Language Word Embedding Techniques. Proteins , 88 (4) pp. 616-624. 10.1002/prot.25842. Green open access
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Buchan, DW; Jones, DT; (2017) EigenTHREADER: Analogous protein fold recognition by efficient contact map threading. Bioinformatics , 33 (17) pp. 2684-2690. 10.1093/bioinformatics/btx217. Green open access
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Buchan, DWA; Jones, DT; (2017) Improved protein contact predictions with the MetaPSICOV2 server in CASP12. Proteins: Structure, Function and Bioinformatics 10.1002/prot.25379. (In press). Green open access
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Buchan, DWA; Minneci, F; Nugent, TCO; Bryson, K; Jones, DT; (2013) Scalable web services for the PSIPRED Protein Analysis Workbench. Nucleic Acids Research , 41 (W1) W349-W357. 10.1093/nar/gkt381. Green open access
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Chandonia, J-M; Adhikari, A; Carraro, M; Chhibber, A; Cutting, GR; Fu, Y; Gasparini, A; ... Buckley, BA; + view all (2017) Lessons from the CAGI-4 Hopkins clinical panel challenge. Human Mutation , 38 (9) pp. 1155-1168. 10.1002/humu.23225. Green open access
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Clark, WT; Kasak, L; Bakolitsa, C; Hu, Z; Andreoletti, G; Babbi, G; Bromberg, Y; ... LeBowitz, JH; + view all (2019) Assessment of predicted enzymatic activity of α‐N‐acetylglucosaminidase variants of unknown significance for CAGI 2016. Human Mutation , 40 (9) pp. 1519-1529. 10.1002/humu.23875. Green open access
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Cozzetto, D; Minneci, F; Currant, H; Jones, DT; (2016) FFPred 3: feature-based function prediction for all Gene Ontology domains. Scientific Reports , 6 , Article 31865. 10.1038/srep31865. Green open access
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Daneshjou, R; Wang, Y; Bromberg, Y; Bovo, S; Martelli, PL; Babbi, G; Di Lena, P; ... Morgan, AA; + view all (2017) Working toward precision medicine: Predicting phenotypes from exomes in the Critical Assessment of Genome Interpretation (CAGI) challenges. Human Mutation , 38 (9) pp. 1182-1192. 10.1002/humu.23280. Green open access
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Edwards, Y.J.K.; Lobley, A.E.; Pentony, M.M.; Jones, D.T.; (2009) Insights into the regulation of intrinsically disordered proteins in the human proteome by analyzing sequence and gene expression data. Genome Biology , 10 (5) , Article R50. 10.1186/gb-2009-10-5-r50. Green open access
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Edwards, YJK; Bryson, K; Jones, DT; (2008) A Meta-Analysis of Microarray Gene Expression in Mouse Stem Cells: Redefining Stemness. PLOS ONE , 3 (7) , Article e2712. 10.1371/journal.pone.0002712. Green open access
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Edwards, YJK; Lobley, AE; Pentony, MM; Jones, DT; (2009) Insights into the regulation of intrinsically disordered proteins in the human proteome by analyzing sequence and gene expression data. Genome Biology , 10 (5) , Article R50. 10.1186/gb-2009-10-5-r50. Green open access
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Fa, R; Cozzetto, D; Wan, C; Jones, D; (2018) Predicting human protein function with multi-task deep neural networks. PLoS ONE , 13 (6) , Article e0198216. 10.1371/journal.pone.0198216. Green open access
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Giollo, M; Jones, DT; Carraro, M; Leonardi, E; Ferrari, C; Tosatto, SC; (2017) Crohn Disease Risk Prediction-Best Practices and Pitfalls with Exome Data. Human Mutation , 38 (9) pp. 1193-1200. 10.1002/humu.23177. Green open access
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Greener, JG; Jones, DT; (2021) Differentiable molecular simulation can learn all the parameters in a coarse-grained force field for proteins. PLOS ONE , 16 (9) , Article e0256990. 10.1371/journal.pone.0256990. Green open access
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Greener, JG; Kandathil, SM; Moffat, L; Jones, DT; (2022) A guide to machine learning for biologists. Nature Reviews Molecular Cell Biology , 23 pp. 40-55. 10.1038/s41580-021-00407-0. Green open access
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Greener, JG; Kandathil, SM; Jones, DT; (2019) Deep learning extends de novo protein modelling coverage of genomes using iteratively predicted structural constraints. Nature Communications , 10 , Article 3977. 10.1038/s41467-019-11994-0. Green open access
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Greener, JG; Moffat, L; Jones, DT; (2018) Design of metalloproteins and novel protein folds using variational autoencoders. Scientific Reports , 8 , Article 16189. 10.1038/s41598-018-34533-1. Green open access
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Jain, Shantanu; Bakolitsa, Constantina; Brenner, Steven E; Radivojac, Predrag; Moult, John; Repo, Susanna; Hoskins, Roger A; ... The Critical Assessment of Genome Interpretation Consortium; + view all (2024) CAGI, the Critical Assessment of Genome Interpretation, establishes progress and prospects for computational genetic variant interpretation methods. Genome Biology , 25 , Article 53. 10.1186/s13059-023-03113-6. Green open access
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Jiang, Y; Oron, TR; Clark, WT; Bankapur, AR; D'Andrea, D; Lepore, R; Funk, CS; ... Radivojac, P; + view all (2016) An expanded evaluation of protein function prediction methods shows an improvement in accuracy. Genome Biology , 17 , Article 184. 10.1186/s13059-016-1037-6. Green open access
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Jones, DT; Thornton, JM; (2022) The impact of AlphaFold2 one year on. Nature Methods , 19 (1) pp. 15-20. 10.1038/s41592-021-01365-3. Green open access
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Jones, D; Wan, C; (2020) Protein function prediction is improved by creating synthetic feature samples with generative adversarial networks. Nature Machine Intelligence , 2 pp. 540-550. 10.1038/s42256-020-0222-1. Green open access
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Jones, DT; Cozzetto, D; (2014) DISOPRED3: Precise disordered region predictions with annotated protein binding activity. Bioinformatics , 31 (6) 10.1093/bioinformatics/btu744. Green open access
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Jones, DT; Kandathil, SM; (2018) High precision in protein contact prediction using fully convolutional neural networks and minimal sequence features. Bioinformatics , 34 (19) pp. 3308-3315. 10.1093/bioinformatics/bty341. Green open access
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Jones, DT; Singh, T; Kosciolek, T; Tetchner, S; (2014) MetaPSICOV: combining coevolution methods for accurate prediction of contacts and long range hydrogen bonding in proteins. Bioinformatics 10.1093/bioinformatics/btu791. Green open access
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Kandathil, Shaun M; Lau, Andy M; Jones, David T; (2023) Machine learning methods for predicting protein structure from single sequences. Current Opinion in Structural Biology , 81 , Article 102627. 10.1016/j.sbi.2023.102627. Green open access
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Kandathil, SM; Greener, JG; Lau, AM; Jones, DT; (2022) Ultrafast end-to-end protein structure prediction enables high-throughput exploration of uncharacterized proteins. Proceedings of the National Academy of Sciences of the United States of America , 119 (4) , Article e2113348119. 10.1073/pnas.2113348119. Green open access
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Kandathil, S; Greener, J; Jones, DT; (2019) Prediction of inter-residue contacts with DeepMetaPSICOV in CASP13. Proteins , 87 (12) pp. 1092-1099. 10.1002/prot.25779. Green open access
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Kandathil, SM; Greener, JG; Jones, DT; (2019) Recent Developments in Deep Learning Applied to Protein Structure Prediction. Proteins 10.1002/prot.25824. (In press). Green open access
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Kosciolek, T; Buchan, DWA; Jones, DTJ; (2017) Predictions of backbone dynamics in Intrinsically disordered proteins using de novo fragment-based protein structure predictions. Scientific Reports , 6 , Article 6999. 10.1038/s41598-017-07156-1. Green open access
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Kosciolek, T; Jones, DT; (2016) Accurate contact predictions using covariation techniques and machine learning. Proteins , 84 (S1) pp. 145-151. 10.1002/prot.24863. Green open access
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Kosciolek, T; Jones, DT; (2014) De novo structure prediction of globular proteins aided by sequence variation-derived contacts. PLoS One , 9 (3) , Article e92197 . 10.1371/journal.pone.0092197. Green open access
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Koussounadis, A; Redfern, OC; Jones, DT; (2009) Improving classification in protein structure databases using text mining. BMC BIOINFORMATICS , 10 , Article 129. 10.1186/1471-2105-10-129. Green open access
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Kryshtafovych, A; Moult, J; Billings, WM; Della Corte, D; Fidelis, K; Kwon, S; Olechnovič, K; ... CASP-COVID participants; + view all (2021) Modeling SARS-CoV-2 proteins in the CASP-commons experiment. Proteins , 89 (12) pp. 1987-1996. 10.1002/prot.26231. Green open access
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Lewis, TE; Sillitoe, I; Andreeva, A; Blundell, TL; Buchan, DW; Chothia, C; Cozzetto, D; ... Orengo, C; + view all (2014) Genome3D: exploiting structure to help users understand their sequences. Nucleic Acids Research , 43 (D1) D382-D386. 10.1093/nar/gku973. Green open access
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Lewis, TE; Sillitoe, I; Andreeva, A; Blundell, TL; Buchan, DW; Chothia, C; Cuff, A; ... Orengo, C; + view all (2013) Genome3D: a UK collaborative project to annotate genomic sequences with predicted 3D structures based on SCOP and CATH domains. Nucleic Acids Research , 41 (Databa) D499 - D507. 10.1093/nar/gks1266. Green open access
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Lise, S; Archambeau, C; Pontil, M; Jones, DT; (2009) Prediction of hot spot residues at protein-protein interfaces by combining machine learning and energy-based methods. BMC Bioinformatics , 10 , Article 365. 10.1186/1471-2105-10-365. Green open access
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Lise, S; Buchan, D; Pontil, M; Jones, DT; (2011) Predictions of Hot Spot Residues at Protein-Protein Interfaces Using Support Vector Machines. PLOS ONE , 6 (2) , Article e16774. 10.1371/journal.pone.0016774. Green open access
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Lise, S; Walker-Taylor, A; Jones, DT; (2006) Docking protein domains in contact space. BMC BIOINFORMATICS , 7 , Article 310. 10.1186/1471-2105-7-310. Green open access
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Lobley, A; Swindells, MB; Orengo, CA; Jones, DT; (2007) Inferring function using patterns of native disorder in proteins. PLOS COMPUT BIOL , 3 (8) , Article e162. 10.1371/journal.pcbi.0030162. Green open access
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McGuffin, L.J.; Smith, R.T.; Bryson, K.; Sørensen, S.-A.; Jones, D.T.; (2006) High throughput profile-profile based fold recognition for the entire human proteome. BMC Bioinformatics , 7 (1) p. 288. 10.1186/1471-2105-7-288. Green open access
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Minneci, F; Piovesan, D; Cozzetto, D; Jones, DT; (2013) FFPred 2.0: Improved Homology-Independent Prediction of Gene Ontology Terms for Eukaryotic Protein Sequences. PLoS One , 8 (5) , Article e63754. 10.1371/journal.pone.0063754. Green open access
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Moffat, L; Jones, DT; (2021) Increasing the Accuracy of Single Sequence Prediction Methods Using a Deep Semi-Supervised Learning Framework. Bioinformatics 10.1093/bioinformatics/btab491. (In press). Green open access
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Necci, M; Piovesan, D; CAID Predictors, .; DisProt Curators, .; Tosatto, SCE; (2021) Critical assessment of protein intrinsic disorder prediction. Nature Methods , 18 (5) pp. 472-481. 10.1038/s41592-021-01117-3. Green open access
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Nugent, T; Cozzetto, D; Jones, DT; (2013) Evaluation of predictions in the CASP10 model refinement category. Proteins , 82 (Issue ) pp. 98-111. 10.1002/prot.24377. Green open access
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Nugent, T; Jones, DT; (2013) Membrane protein orientation and refinement using a knowledge-based statistical potential. BMC Bioinformatics , 14 (Septem) , Article 276. 10.1186/1471-2105-14-276. Green open access
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Nugent, T; Jones, DT; (2010) Predicting Transmembrane Helix Packing Arrangements using Residue Contacts and a Force-Directed Algorithm. PLoS Computational Biology , 6 (3) , Article e1000714. 10.1371/journal.pcbi.1000714. Green open access
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Nugent, T; Jones, DT; (2009) Transmembrane protein topology prediction using support vector machines. BMC BIOINFORMATICS , 10 , Article 159. 10.1186/1471-2105-10-159. Green open access
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Radivojac, P; Clark, WT; Oron, TR; Schnoes, AM; Wittkop, T; Sokolov, A; Graim, K; ... Friedberg, I; + view all (2013) A large-scale evaluation of computational protein function prediction. Nature Methods , 10 (3) pp. 221-227. 10.1038/NMETH.2340. Green open access
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Rafi, AM; Nogina, D; Penzar, D; Lee, D; Lee, D; Kim, N; Kim, S; ... Random Promoter DREAM Challenge Consortium; + view all (2024) A community effort to optimize sequence-based deep learning models of gene regulation. Nature Biotechnology 10.1038/s41587-024-02414-w. (In press). Green open access
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Sadowski, M.I.; Jones, D.T.; (2009) An automatic method for assessing structural importance of amino acid positions. BMC Structural Biology , 9 , Article 10. 10.1186/1472-6807-9-10. Green open access
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Senior, A; Evans, R; Jumper, J; Kirkpatrick, J; Sifre, L; Green, T; Qin, C; ... Hassabis, D; + view all (2020) Improved protein structure prediction using potentials from deep learning. Nature , 577 pp. 706-710. 10.1038/s41586-019-1923-7. Green open access
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Senior, AW; Evans, R; Jumper, J; Kirkpatrick, J; Sifre, L; Green, T; Qin, C; ... Hassabis, D; + view all (2019) Protein structure prediction using multiple deep neural networks in the 13th Critical Assessment of Protein Structure Prediction (CASP13). Proteins , 87 (12) pp. 1141-1148. 10.1002/prot.25834. Green open access
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Sillitoe, I; Andreeva, A; Blundell, TL; Buchan, DWA; Finn, RD; Gough, J; Jones, D; ... Orengo, C; + view all (2019) Genome3D: integrating a collaborative data pipeline to expand the depth and breadth of consensus protein structure annotation. Nucleic Acids Research 10.1093/nar/gkz967. (In press). Green open access
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Tan, CW; Jones, DT; (2008) Using neural networks and evolutionary information in decoy discrimination for protein tertiary structure prediction. BMC BIOINFORMATICS , 9 , Article 94. 10.1186/1471-2105-9-94. Green open access
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Thomas, S; Mohammed, F; Reijmers, RM; Woolston, A; Stauss, T; Kennedy, A; Stirling, D; ... Stauss, HJ; + view all (2019) Framework engineering to produce dominant T cell receptors with enhanced antigen-specific function. Nature Communications , 10 (1) , Article 4451. 10.1038/s41467-019-12441-w. Green open access
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Wan, C; Cozzetto, D; Fa, R; Jones, DT; (2019) Using deep maxout neural networks to improve the accuracy of function prediction from protein interaction networks. PLoS One , 14 (7) , Article e0209958. 10.1371/journal.pone.0209958. Green open access
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Wan, C; Lees, JG; Minneci, F; Orengo, CA; Jones, DT; (2017) Analysis of temporal transcription expression profiles reveal links between protein function and developmental stages of Drosophila melanogaster. PLoS Computational Biology , 13 (10) , Article e1005791. 10.1371/journal.pcbi.1005791. Green open access
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Welby, E; Lakowski, J; Di Foggia, V; Budinger, D; Gonzalez-Cordero, A; Lun, ATL; Epstein, M; ... Sowden, JC; + view all (2017) Isolation and Comparative Transcriptome Analysis of Human Fetal and iPSC-Derived Cone Photoreceptor Cells. Stem Cell Reports , 9 (6) pp. 1898-1915. 10.1016/j.stemcr.2017.10.018. Green open access
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Xu, Q; Tang, Q; Katsonis, P; Lichtarge, O; Jones, D; Bovo, S; Babbi, G; ... Dunbrack, RL; + view all (2017) Benchmarking predictions of allostery in liver pyruvate kinase in CAGI4. Human Mutation , 38 (9) pp. 1123-1131. 10.1002/humu.23222. Green open access
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Zhou, N; Jiang, Y; Bergquist, TR; Lee, AJ; Kacsoh, BZ; Crocker, AW; Lewis, KA; ... Friedberg, I; + view all (2019) The CAFA challenge reports improved protein function prediction and new functional annotations for hundreds of genes through experimental screens. Genome Biology , 20 (1) , Article 244. 10.1186/s13059-019-1835-8. Green open access
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Book chapter

Corney, D.; Byrne, E.; Buxton, B.; Jones, D.; (2008) A logical framework for template creation and information extraction. In: Lin, T.Y. and Xie, Y. and Wasilewska, A. and Liau, C.-J., (eds.) Data Mining: Foundations and Practice. (pp. 79-108). Springer Verlag: Berlin/ Heidelberg, Germany. Green open access
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Cozzetto, D; Jones, DT; (2016) Computational Methods for Annotation Transfers from Sequence. In: Dessimoz, C and Škunca, N, (eds.) The Gene Ontology Handbook: Part II. (pp. 55-67). Springer New York: New York, USA. Green open access
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Working / discussion paper

The CAFA Consortium; Jones, D; Wan, C; Cozzetto, D; Fa, R; (2019) The CAFA challenge reports improved protein function prediction and new functional annotations for hundreds of genes through experimental screens. Cold Spring Harbor Laboratory Press (In press). Green open access
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This list was generated on Sun Feb 1 06:44:41 2026 GMT.