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For: Mervin LH, Afzal AM, Drakakis G, Lewis R, Engkvist O, Bender A. Target prediction utilising negative bioactivity data covering large chemical space. J Cheminform 2015;7:51. [PMID: 26500705 PMCID: PMC4619454 DOI: 10.1186/s13321-015-0098-y] [Citation(s) in RCA: 85] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2015] [Accepted: 09/29/2015] [Indexed: 02/25/2023]  Open
Number Cited by Other Article(s)
1
Ji W, She S, Qiao C, Feng Q, Rui M, Xu X, Feng C. A general prediction model for compound-protein interactions based on deep learning. Front Pharmacol 2024;15:1465890. [PMID: 39295942 PMCID: PMC11408283 DOI: 10.3389/fphar.2024.1465890] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Accepted: 08/20/2024] [Indexed: 09/21/2024]  Open
2
Thomas M, O'Boyle NM, Bender A, De Graaf C. MolScore: a scoring, evaluation and benchmarking framework for generative models in de novo drug design. J Cheminform 2024;16:64. [PMID: 38816825 PMCID: PMC11141043 DOI: 10.1186/s13321-024-00861-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Accepted: 05/15/2024] [Indexed: 06/01/2024]  Open
3
Hosseini-Gerami L, Hernansaiz Ballesteros R, Liu A, Broughton H, Collier DA, Bender A. MAVEN: compound mechanism of action analysis and visualisation using transcriptomics and compound structure data in R/Shiny. BMC Bioinformatics 2023;24:344. [PMID: 37715141 PMCID: PMC10502988 DOI: 10.1186/s12859-023-05416-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Accepted: 07/18/2023] [Indexed: 09/17/2023]  Open
4
Niazi SK. The Coming of Age of AI/ML in Drug Discovery, Development, Clinical Testing, and Manufacturing: The FDA Perspectives. Drug Des Devel Ther 2023;17:2691-2725. [PMID: 37701048 PMCID: PMC10493153 DOI: 10.2147/dddt.s424991] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 08/24/2023] [Indexed: 09/14/2023]  Open
5
do Carmo Maquiaveli C, da Silva ER, Hild de Jesus B, Oliveira Monteiro CE, Rodrigues Navarro T, Pereira Branco LO, Souza dos Santos I, Figueiredo Reis N, Portugal AB, Mendes Wanderley JL, Borges Farias A, Correia Romeiro N, de Lima EC. Design and Synthesis of New Anthranyl Phenylhydrazides: Antileishmanial Activity and Structure-Activity Relationship. Pharmaceuticals (Basel) 2023;16:1120. [PMID: 37631035 PMCID: PMC10458276 DOI: 10.3390/ph16081120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 07/26/2023] [Accepted: 08/07/2023] [Indexed: 08/27/2023]  Open
6
Lunghini F, Fava A, Pisapia V, Sacco F, Iaconis D, Beccari AR. ProfhEX: AI-based platform for small molecules liability profiling. J Cheminform 2023;15:60. [PMID: 37296454 DOI: 10.1186/s13321-023-00728-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 05/28/2023] [Indexed: 06/12/2023]  Open
7
Gupta N, Mohan CD, Shanmugam MK, Jung YY, Chinnathambi A, Alharbi SA, Ashrafizadeh M, Mahale M, Bender A, Kumar AP, Putti TC, Rangappa KS, Zhang X, Ahn KS, Sethi G. CXCR4 expression is elevated in TNBC patient derived samples and Z-guggulsterone abrogates tumor progression by targeting CXCL12/CXCR4 signaling axis in mice model. ENVIRONMENTAL RESEARCH 2023:116335. [PMID: 37290620 DOI: 10.1016/j.envres.2023.116335] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2023] [Revised: 05/17/2023] [Accepted: 06/05/2023] [Indexed: 06/10/2023]
8
Hosseini-Gerami L, Ficulle E, Humphryes-Kirilov N, Airey DC, Scherschel J, Kananathan S, Eastwood BJ, Bose S, Collier DA, Laing E, Evans D, Broughton H, Bender A. Mechanism of action deconvolution of the small-molecule pathological tau aggregation inhibitor Anle138b. Alzheimers Res Ther 2023;15:52. [PMID: 36918909 PMCID: PMC10012450 DOI: 10.1186/s13195-023-01182-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Accepted: 02/06/2023] [Indexed: 03/16/2023]
9
Bocharova OA, Ionov NS, Kazeev IV, Shevchenko VE, Bocharov EV, Karpova RV, Sheychenko OP, Aksyonov AA, Chulkova SV, Kucheryanu VG, Revishchin AV, Pavlova GV, Kosorukov VS, Filimonov DA, Lagunin AA, Matveev VB, Pyatigorskaya NV, Stilidi IS, Poroikov VV. Computer-aided Evaluation of Polyvalent Medications' Pharmacological Potential. Multiphytoadaptogen as a Case Study. Mol Inform 2023;42:e2200176. [PMID: 36075866 DOI: 10.1002/minf.202200176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Accepted: 09/08/2022] [Indexed: 01/12/2023]
10
Sánchez-Ruiz A, Colmenarejo G. Systematic Analysis and Prediction of the Target Space of Bioactive Food Compounds: Filling the Chemobiological Gaps. J Chem Inf Model 2022;62:3734-3751. [PMID: 35938782 DOI: 10.1021/acs.jcim.2c00888] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
11
Lim S, Lee S, Piao Y, Choi M, Bang D, Gu J, Kim S. On modeling and utilizing chemical compound information with deep learning technologies: A task-oriented approach. Comput Struct Biotechnol J 2022;20:4288-4304. [PMID: 36051875 PMCID: PMC9399946 DOI: 10.1016/j.csbj.2022.07.049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2022] [Revised: 07/29/2022] [Accepted: 07/29/2022] [Indexed: 11/22/2022]  Open
12
Harnessing Protein-Ligand Interaction Fingerprints to Predict New Scaffolds of RIPK1 Inhibitors. Molecules 2022;27:molecules27154718. [PMID: 35897894 PMCID: PMC9330098 DOI: 10.3390/molecules27154718] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 07/13/2022] [Accepted: 07/15/2022] [Indexed: 11/19/2022]  Open
13
Murali V, Muralidhar YP, Königs C, Nair M, Madhu S, Nedungadi P, Srinivasa G, Athri P. Predicting clinical trial outcomes using drug bioactivities through graph database integration and machine learning. Chem Biol Drug Des 2022;100:169-184. [PMID: 35587730 DOI: 10.1111/cbdd.14092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2022] [Revised: 04/24/2022] [Accepted: 05/15/2022] [Indexed: 11/29/2022]
14
López-López E, Fernández-de Gortari E, Medina-Franco JL. Yes SIR! On the structure-inactivity relationships in drug discovery. Drug Discov Today 2022;27:2353-2362. [PMID: 35561964 DOI: 10.1016/j.drudis.2022.05.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Revised: 04/09/2022] [Accepted: 05/05/2022] [Indexed: 12/12/2022]
15
Obrezanova O, Martinsson A, Whitehead T, Mahmoud S, Bender A, Miljković F, Grabowski P, Irwin B, Oprisiu I, Conduit G, Segall M, Smith GF, Williamson B, Winiwarter S, Greene N. Prediction of In Vivo Pharmacokinetic Parameters and Time-Exposure Curves in Rats Using Machine Learning from the Chemical Structure. Mol Pharm 2022;19:1488-1504. [PMID: 35412314 DOI: 10.1021/acs.molpharmaceut.2c00027] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
16
Parvez MK, Al-Dosari MS, Sinha GP. Machine learning-based predictive models for identifying high active compounds against HIV-1 integrase. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2022;33:387-402. [PMID: 35410555 DOI: 10.1080/1062936x.2022.2057588] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
17
Trapotsi MA, Hosseini-Gerami L, Bender A. Computational analyses of mechanism of action (MoA): data, methods and integration. RSC Chem Biol 2022;3:170-200. [PMID: 35360890 PMCID: PMC8827085 DOI: 10.1039/d1cb00069a] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 12/09/2021] [Indexed: 12/15/2022]  Open
18
Shao XX, Chen C, Liang MM, Yu ZY, Zhang FC, Zhou MJ, Wang ZG, Fu XJ. "Efficacy-Nature-Structure" Relationship of Traditional Chinese Medicine Based on Chemical Structural Data and Bioinformatics Analysis. ACS OMEGA 2021;6:33583-33598. [PMID: 34926906 PMCID: PMC8675060 DOI: 10.1021/acsomega.1c04440] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Accepted: 11/18/2021] [Indexed: 06/14/2023]
19
Calixto SD, Simão TLBV, de Almeida FM, Antunes SS, Romeiro NC, de Souza Borges W, das Chagas FO, Seldin L, de Carvalho ECQ, Andrioli WJ, Guimarães DO, Lasunskaia E, Muzitano MF. (R)-(+)-Lasiodiplodin isolated from the endophytic fungus Sordaria tamaensis exhibits potent antimycobacterial and anti-inflammatory activities in vitro and in vivo: a dual approach for the treatment of severe pulmonary tuberculosis. J Pharm Pharmacol 2021;74:446-457. [PMID: 34850064 DOI: 10.1093/jpp/rgab165] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Accepted: 11/03/2021] [Indexed: 12/27/2022]
20
Natural products from Brazilian biodiversity identified as potential inhibitors of PknA and PknB of M. tuberculosis using molecular modeling tools. Comput Biol Med 2021;136:104694. [PMID: 34365277 DOI: 10.1016/j.compbiomed.2021.104694] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 07/07/2021] [Accepted: 07/23/2021] [Indexed: 11/21/2022]
21
Development of Machine Learning Models for Accurately Predicting and Ranking the Activity of Lead Molecules to Inhibit PRC2 Dependent Cancer. Pharmaceuticals (Basel) 2021;14:ph14070699. [PMID: 34358125 PMCID: PMC8308948 DOI: 10.3390/ph14070699] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Revised: 07/14/2021] [Accepted: 07/14/2021] [Indexed: 12/22/2022]  Open
22
Pounina TA, Gloriozova TA, Savidov N, Dembitsky VM. Sulfated and Sulfur-Containing Steroids and Their Pharmacological Profile. Mar Drugs 2021;19:240. [PMID: 33923288 PMCID: PMC8145587 DOI: 10.3390/md19050240] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2021] [Revised: 04/19/2021] [Accepted: 04/22/2021] [Indexed: 02/06/2023]  Open
23
Understanding structural characteristics of PARP-1 inhibitors through combined 3D-QSAR and molecular docking studies and discovery of new inhibitors by multistage virtual screening. Struct Chem 2021. [DOI: 10.1007/s11224-021-01765-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
24
Trapotsi MA, Mervin LH, Afzal AM, Sturm N, Engkvist O, Barrett IP, Bender A. Comparison of Chemical Structure and Cell Morphology Information for Multitask Bioactivity Predictions. J Chem Inf Model 2021;61:1444-1456. [PMID: 33661004 DOI: 10.1021/acs.jcim.0c00864] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
25
Dembitsky VM, Ermolenko E, Savidov N, Gloriozova TA, Poroikov VV. Antiprotozoal and Antitumor Activity of Natural Polycyclic Endoperoxides: Origin, Structures and Biological Activity. Molecules 2021;26:686. [PMID: 33525706 PMCID: PMC7865715 DOI: 10.3390/molecules26030686] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Revised: 01/20/2021] [Accepted: 01/25/2021] [Indexed: 02/08/2023]  Open
26
Li Y, Qiao L, Chen C, Wang Z, Fu X. Comparative study of Danshen and Siwu decoction based on the molecular structures of the components and predicted targets. BMC Complement Med Ther 2021;21:42. [PMID: 33482800 PMCID: PMC7821527 DOI: 10.1186/s12906-021-03209-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Accepted: 01/07/2021] [Indexed: 11/26/2022]  Open
27
Liu A, Walter M, Wright P, Bartosik A, Dolciami D, Elbasir A, Yang H, Bender A. Prediction and mechanistic analysis of drug-induced liver injury (DILI) based on chemical structure. Biol Direct 2021;16:6. [PMID: 33461600 PMCID: PMC7814730 DOI: 10.1186/s13062-020-00285-0] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Accepted: 12/01/2020] [Indexed: 12/16/2022]  Open
28
Sakai M, Nagayasu K, Shibui N, Andoh C, Takayama K, Shirakawa H, Kaneko S. Prediction of pharmacological activities from chemical structures with graph convolutional neural networks. Sci Rep 2021;11:525. [PMID: 33436854 PMCID: PMC7803991 DOI: 10.1038/s41598-020-80113-7] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Accepted: 12/17/2020] [Indexed: 01/29/2023]  Open
29
Schmidt F. Computational Toxicology. SYSTEMS MEDICINE 2021. [DOI: 10.1016/b978-0-12-801238-3.11534-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]  Open
30
Bender A, Cortés-Ciriano I. Artificial intelligence in drug discovery: what is realistic, what are illusions? Part 1: Ways to make an impact, and why we are not there yet. Drug Discov Today 2020;26:511-524. [PMID: 33346134 DOI: 10.1016/j.drudis.2020.12.009] [Citation(s) in RCA: 104] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 09/07/2020] [Accepted: 12/11/2020] [Indexed: 12/30/2022]
31
Cáceres EL, Mew NC, Keiser MJ. Adding Stochastic Negative Examples into Machine Learning Improves Molecular Bioactivity Prediction. J Chem Inf Model 2020;60:5957-5970. [PMID: 33245237 DOI: 10.1021/acs.jcim.0c00565] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
32
Mervin LH, Johansson S, Semenova E, Giblin KA, Engkvist O. Uncertainty quantification in drug design. Drug Discov Today 2020;26:474-489. [PMID: 33253918 DOI: 10.1016/j.drudis.2020.11.027] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2020] [Revised: 07/13/2020] [Accepted: 11/23/2020] [Indexed: 01/03/2023]
33
James T, Sardar A, Anighoro A. Enhancing Chemogenomics with Predictive Pharmacology. J Med Chem 2020;63:12243-12255. [PMID: 32573226 DOI: 10.1021/acs.jmedchem.0c00445] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
34
Mervin LH, Afzal AM, Engkvist O, Bender A. Comparison of Scaling Methods to Obtain Calibrated Probabilities of Activity for Protein–Ligand Predictions. J Chem Inf Model 2020;60:4546-4559. [DOI: 10.1021/acs.jcim.0c00476] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
35
Computational Drug Repositioning: Current Progress and Challenges. APPLIED SCIENCES-BASEL 2020. [DOI: 10.3390/app10155076] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
36
Pearson Z, Singh M, Boskovic Z. Compound collections at KU 1947–2017: cheminformatic analysis and computational protein target prediction. Med Chem Res 2020. [DOI: 10.1007/s00044-020-02571-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
37
Singh M, Garza N, Pearson Z, Douglas J, Boskovic Z. Broad assessment of bioactivity of a collection of spiroindane pyrrolidines through “cell painting”. Bioorg Med Chem 2020;28:115547. [DOI: 10.1016/j.bmc.2020.115547] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2020] [Revised: 04/23/2020] [Accepted: 05/02/2020] [Indexed: 01/16/2023]
38
Thafar MA, Olayan RS, Ashoor H, Albaradei S, Bajic VB, Gao X, Gojobori T, Essack M. DTiGEMS+: drug-target interaction prediction using graph embedding, graph mining, and similarity-based techniques. J Cheminform 2020;12:44. [PMID: 33431036 PMCID: PMC7325230 DOI: 10.1186/s13321-020-00447-2] [Citation(s) in RCA: 51] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2019] [Accepted: 06/16/2020] [Indexed: 12/14/2022]  Open
39
Wong KK. DNMT1: A key drug target in triple-negative breast cancer. Semin Cancer Biol 2020;72:198-213. [PMID: 32461152 DOI: 10.1016/j.semcancer.2020.05.010] [Citation(s) in RCA: 79] [Impact Index Per Article: 19.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Revised: 05/04/2020] [Accepted: 05/18/2020] [Indexed: 02/06/2023]
40
Norinder U, Spjuth O, Svensson F. Using Predicted Bioactivity Profiles to Improve Predictive Modeling. J Chem Inf Model 2020;60:2830-2837. [PMID: 32374618 DOI: 10.1021/acs.jcim.0c00250] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
41
Sturm N, Mayr A, Le Van T, Chupakhin V, Ceulemans H, Wegner J, Golib-Dzib JF, Jeliazkova N, Vandriessche Y, Böhm S, Cima V, Martinovic J, Greene N, Vander Aa T, Ashby TJ, Hochreiter S, Engkvist O, Klambauer G, Chen H. Industry-scale application and evaluation of deep learning for drug target prediction. J Cheminform 2020;12:26. [PMID: 33430964 PMCID: PMC7169028 DOI: 10.1186/s13321-020-00428-5] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2019] [Accepted: 03/30/2020] [Indexed: 12/02/2022]  Open
42
Drakakis G, Cortés-Ciriano I, Alexander-Dann B, Bender A. Elucidating Compound Mechanism of Action and Predicting Cytotoxicity Using Machine Learning Approaches, Taking Prediction Confidence into Account. ACTA ACUST UNITED AC 2020;11:e73. [PMID: 31483099 DOI: 10.1002/cpch.73] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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Hessler G, Grebner C, Matter H. Computational Approaches for Target Inference. ACTA ACUST UNITED AC 2019. [DOI: 10.1002/9783527818242.ch10] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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David L, Arús-Pous J, Karlsson J, Engkvist O, Bjerrum EJ, Kogej T, Kriegl JM, Beck B, Chen H. Applications of Deep-Learning in Exploiting Large-Scale and Heterogeneous Compound Data in Industrial Pharmaceutical Research. Front Pharmacol 2019;10:1303. [PMID: 31749705 PMCID: PMC6848277 DOI: 10.3389/fphar.2019.01303] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Accepted: 10/14/2019] [Indexed: 12/21/2022]  Open
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Yang G, Ma A, Qin ZS. An Integrated System Biology Approach Yields Drug Repositioning Candidates for the Treatment of Heart Failure. Front Genet 2019;10:916. [PMID: 31608126 PMCID: PMC6773955 DOI: 10.3389/fgene.2019.00916] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2019] [Accepted: 08/29/2019] [Indexed: 12/20/2022]  Open
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Matsuzaka Y, Uesawa Y. Prediction Model with High-Performance Constitutive Androstane Receptor (CAR) Using DeepSnap-Deep Learning Approach from the Tox21 10K Compound Library. Int J Mol Sci 2019;20:ijms20194855. [PMID: 31574921 PMCID: PMC6801383 DOI: 10.3390/ijms20194855] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2019] [Revised: 09/23/2019] [Accepted: 09/27/2019] [Indexed: 12/30/2022]  Open
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Rifaioglu AS, Atas H, Martin MJ, Cetin-Atalay R, Atalay V, Doğan T. Recent applications of deep learning and machine intelligence on in silico drug discovery: methods, tools and databases. Brief Bioinform 2019;20:1878-1912. [PMID: 30084866 PMCID: PMC6917215 DOI: 10.1093/bib/bby061] [Citation(s) in RCA: 237] [Impact Index Per Article: 47.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2018] [Revised: 05/25/2018] [Indexed: 01/16/2023]  Open
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El-Atawneh S, Hirsch S, Hadar R, Tam J, Goldblum A. Prediction and Experimental Confirmation of Novel Peripheral Cannabinoid-1 Receptor Antagonists. J Chem Inf Model 2019;59:3996-4006. [PMID: 31433190 DOI: 10.1021/acs.jcim.9b00577] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
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Baltatu OC, Senar S, Campos LA, Cipolla-Neto J. Cardioprotective Melatonin: Translating from Proof-of-Concept Studies to Therapeutic Use. Int J Mol Sci 2019;20:ijms20184342. [PMID: 31491852 PMCID: PMC6770816 DOI: 10.3390/ijms20184342] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Revised: 08/29/2019] [Accepted: 09/04/2019] [Indexed: 12/30/2022]  Open
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Durán C, Daminelli S, Thomas JM, Haupt VJ, Schroeder M, Cannistraci CV. Pioneering topological methods for network-based drug-target prediction by exploiting a brain-network self-organization theory. Brief Bioinform 2019;19:1183-1202. [PMID: 28453640 PMCID: PMC6291778 DOI: 10.1093/bib/bbx041] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2016] [Indexed: 01/03/2023]  Open
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