Reliable and Accurate Solution to the Induced Fit Docking Problem for Protein–Ligand BindingClick to copy article linkArticle link copied!
- Edward B. MillerEdward B. MillerSchrödinger, Inc., 120 West 45th Street, New York, New York 10036, United StatesMore by Edward B. Miller
- Robert B. MurphyRobert B. MurphySchrödinger, Inc., 10201 Wateridge Circle, San Diego, California 92121, United StatesMore by Robert B. Murphy
- Daniel SindhikaraDaniel SindhikaraSchrödinger, Inc., 120 West 45th Street, New York, New York 10036, United StatesMore by Daniel Sindhikara
- Kenneth W. BorrelliKenneth W. BorrelliSchrödinger, Inc., 120 West 45th Street, New York, New York 10036, United StatesMore by Kenneth W. Borrelli
- Matthew J. GrisewoodMatthew J. GrisewoodSchrödinger, Inc., 120 West 45th Street, New York, New York 10036, United StatesMore by Matthew J. Grisewood
- Fabio RanalliFabio RanalliSchrödinger, Inc., 120 West 45th Street, New York, New York 10036, United StatesMore by Fabio Ranalli
- Steven L. DixonSteven L. DixonSchrödinger, Inc., 120 West 45th Street, New York, New York 10036, United StatesMore by Steven L. Dixon
- Steven JeromeSteven JeromeSchrödinger, Inc., 10201 Wateridge Circle, San Diego, California 92121, United StatesMore by Steven Jerome
- Nicholas A. BoylesNicholas A. BoylesSchrödinger, Inc., 101 SW Main Street, Portland, Oregon 97204, United StatesMore by Nicholas A. Boyles
- Tyler DayTyler DaySchrödinger, Inc., 120 West 45th Street, New York, New York 10036, United StatesMore by Tyler Day
- Phani GhanakotaPhani GhanakotaSchrödinger, Inc., 120 West 45th Street, New York, New York 10036, United StatesMore by Phani Ghanakota
- Sayan MondalSayan MondalSchrödinger, Inc., 120 West 45th Street, New York, New York 10036, United StatesMore by Sayan Mondal
- Salma B. RafiSalma B. RafiSchrödinger, Inc., 101 SW Main Street, Portland, Oregon 97204, United StatesMore by Salma B. Rafi
- Dawn M. TroastDawn M. TroastMorphic Therapeutic, 35 Gatehouse Drive, Waltham, Massachusetts 02451, United StatesMore by Dawn M. Troast
- Robert AbelRobert AbelSchrödinger, Inc., 120 West 45th Street, New York, New York 10036, United StatesMore by Robert Abel
- Richard A. Friesner*Richard A. Friesner*Phone: 212-854-7606. Fax: 212-854-7454. Email: [email protected]Department of Chemistry, Columbia University, 3000 Broadway, MC 3110, New York, New York 10036, United StatesMore by Richard A. Friesner
Abstract

We present a reliable and accurate solution to the induced fit docking problem for protein–ligand binding by combining ligand-based pharmacophore docking, rigid receptor docking, and protein structure prediction with explicit solvent molecular dynamics simulations. This novel methodology in detailed retrospective and prospective testing succeeded to determine protein–ligand binding modes with a root-mean-square deviation within 2.5 Å in over 90% of cross-docking cases. We further demonstrate these predicted ligand–receptor structures were sufficiently accurate to prospectively enable predictive structure-based drug discovery for challenging targets, substantially expanding the domain of applicability for such methods.
Cited By
Smart citations by scite.ai include citation statements extracted from the full text of the citing article. The number of the statements may be higher than the number of citations provided by ACS Publications if one paper cites another multiple times or lower if scite has not yet processed some of the citing articles.
This article is cited by 79 publications.
- Tanmoy Kanp, Anish Dhuri, Mayur Aalhate, Bharath Manoharan, Khushi Rode, Sharon Munagalasetty, Akella V S Sarma, Prasad Kshirsagar, Nagula Shankaraiah, Vasundhara Bhandari, Bhagwati Sharma, Pankaj Kumar Singh. Investigation of a Palbociclib and Naringin Co-Amorphous System to Ameliorate Anticancer Potential: Insights on In Silico Modeling, Physicochemical Characterization, Ex Vivo Permeation, and In Vitro Efficacy. Molecular Pharmaceutics 2025, Article ASAP.
- Ding Luo, Xiaoyang Qu, Dexin Lu, Yiqiu Wang, Lina Dong, Binju Wang. Ligand-Conditioned Side Chain Packing for Flexible Molecular Docking. Journal of Chemical Theory and Computation 2025, 21
(3)
, 1494-1505. https://doi.org/10.1021/acs.jctc.4c01636
- Yonglan Liu, Wengang Zhang, Hyunbum Jang, Ruth Nussinov. mTOR Variants Activation Discovers PI3K-like Cryptic Pocket, Expanding Allosteric, Mutant-Selective Inhibitor Designs. Journal of Chemical Information and Modeling 2025, 65
(2)
, 966-980. https://doi.org/10.1021/acs.jcim.4c02022
- Marialuisa Piccolo, Camilla Russo, Valentina Arciuolo, Maria Grazia Ferraro, Vincenzo Abbate, Anna Di Porzio, Elpidio Cinquegrana, Francesco Saverio Di Leva, Bruno Pagano, Antonio Randazzo, Robert Charles Hider, Carlo Irace, Jussara Amato, Mariateresa Giustiniano. Design, Synthesis, and Anticancer Activity of Drug-like Iron Chelators/G-Quadruplex Binders as Synergic Dual Targeting Agents. Journal of Medicinal Chemistry 2025, 68
(2)
, 1245-1259. https://doi.org/10.1021/acs.jmedchem.4c01665
- Chao Shen, Xiaoqi Han, Heng Cai, Tong Chen, Yu Kang, Peichen Pan, Xiangyang Ji, Chang-Yu Hsieh, Yafeng Deng, Tingjun Hou. Improving the Reliability of Language Model-Predicted Structures as Docking Targets through Geometric Graph Learning. Journal of Medicinal Chemistry 2025, 68
(2)
, 1956-1969. https://doi.org/10.1021/acs.jmedchem.4c02740
- Dexin Lu, Ding Luo, Yuwei Zhang, Binju Wang. A Robust Induced Fit Docking Approach with the Combination of the Hybrid All-Atom/United-Atom/Coarse-Grained Model and Simulated Annealing. Journal of Chemical Theory and Computation 2024, 20
(14)
, 6414-6423. https://doi.org/10.1021/acs.jctc.4c00653
- Francesca Intranuovo, Maria Majellaro, Francesco Mastropasqua, Pietro Delre, Francesca Serena Abatematteo, Giuseppe Felice Mangiatordi, Angela Stefanachi, Josè Brea, Maria Isabel Loza, Chiara Riganti, Alessia Ligresti, Poulami Kumar, Daniela Esposito, Luigia Cristino, Alessandro Nicois, Lucía González, Maria Grazia Perrone, Nicola Antonio Colabufo, Eddy Sotelo, Carmen Abate, Marialessandra Contino. N-Adamantyl-1-alkyl-4-oxo-1,4-dihydroquinoline-3-carboxamide Derivatives as Fluorescent Probes to Detect Microglia Activation through the Imaging of Cannabinoid Receptor Subtype 2 (CB2R). Journal of Medicinal Chemistry 2024, 67
(13)
, 11003-11023. https://doi.org/10.1021/acs.jmedchem.4c00564
- John A. Gilleran, Kutub Ashraf, Melvin Delvillar, Tyler Eck, Raheel Fondekar, Edward B. Miller, Ashley Hutchinson, Aiping Dong, Alma Seitova, Mariana Laureano De Souza, David Augeri, Levon Halabelian, John Siekierka, David P. Rotella, John Gordon, Wayne E. Childers, Mark C. Grier, Bart L. Staker, Jacques Y. Roberge, Purnima Bhanot. Structure–Activity Relationship of a Pyrrole Based Series of PfPKG Inhibitors as Anti-Malarials. Journal of Medicinal Chemistry 2024, 67
(5)
, 3467-3503. https://doi.org/10.1021/acs.jmedchem.3c01795
- Dilek Coskun, Muyun Lihan, João P. G. L. M. Rodrigues, Márton Vass, Daniel Robinson, Richard A. Friesner, Edward B. Miller. Using AlphaFold and Experimental Structures for the Prediction of the Structure and Binding Affinities of GPCR Complexes via Induced Fit Docking and Free Energy Perturbation. Journal of Chemical Theory and Computation 2024, 20
(1)
, 477-489. https://doi.org/10.1021/acs.jctc.3c00839
- Martin Vögele, Bin W. Zhang, Jonas Kaindl, Lingle Wang. Is the Functional Response of a Receptor Determined by the Thermodynamics of Ligand Binding?. Journal of Chemical Theory and Computation 2023, 19
(22)
, 8414-8422. https://doi.org/10.1021/acs.jctc.3c00899
- Hugo Guterres, Wonpil Im. CHARMM-GUI-Based Induced Fit Docking Workflow to Generate Reliable Protein–Ligand Binding Modes. Journal of Chemical Information and Modeling 2023, 63
(15)
, 4772-4779. https://doi.org/10.1021/acs.jcim.3c00416
- Darren J. Hsu, Russell B. Davidson, Ada Sedova, Jens Glaser. tinyIFD: A High-Throughput Binding Pose Refinement Workflow Through Induced-Fit Ligand Docking. Journal of Chemical Information and Modeling 2023, 63
(11)
, 3438-3447. https://doi.org/10.1021/acs.jcim.2c01530
- João Morado, Paul N. Mortenson, J. Willem M. Nissink, Jonathan W. Essex, Chris-Kriton Skylaris. Does a Machine-Learned Potential Perform Better Than an Optimally Tuned Traditional Force Field? A Case Study on Fluorohydrins. Journal of Chemical Information and Modeling 2023, 63
(9)
, 2810-2827. https://doi.org/10.1021/acs.jcim.2c01510
- Yuqi Zhang, Marton Vass, Da Shi, Esam Abualrous, Jennifer M. Chambers, Nikita Chopra, Christopher Higgs, Koushik Kasavajhala, Hubert Li, Prajwal Nandekar, Hideyuki Sato, Edward B. Miller, Matthew P. Repasky, Steven V. Jerome. Benchmarking Refined and Unrefined AlphaFold2 Structures for Hit Discovery. Journal of Chemical Information and Modeling 2023, 63
(6)
, 1656-1667. https://doi.org/10.1021/acs.jcim.2c01219
- Dominykas Lukauskis, Marley L. Samways, Simone Aureli, Benjamin P. Cossins, Richard D. Taylor, Francesco Luigi Gervasio. Open Binding Pose Metadynamics: An Effective Approach for the Ranking of Protein–Ligand Binding Poses. Journal of Chemical Information and Modeling 2022, 62
(23)
, 6209-6216. https://doi.org/10.1021/acs.jcim.2c01142
- Lucas B. Fallot, R. Rama Suresh, Courtney L. Fisher, Veronica Salmaso, Robert D. O’Connor, Noy Kaufman, Zhan-Guo Gao, John A. Auchampach, Kenneth A. Jacobson. Structure–Activity Studies of 1H-Imidazo[4,5-c]quinolin-4-amine Derivatives as A3 Adenosine Receptor Positive Allosteric Modulators. Journal of Medicinal Chemistry 2022, 65
(22)
, 15238-15262. https://doi.org/10.1021/acs.jmedchem.2c01170
- Thijs Beuming, Helena Martín, Anna M. Díaz-Rovira, Lucía Díaz, Victor Guallar, Soumya S. Ray. Are Deep Learning Structural Models Sufficiently Accurate for Free-Energy Calculations? Application of FEP+ to AlphaFold2-Predicted Structures. Journal of Chemical Information and Modeling 2022, 62
(18)
, 4351-4360. https://doi.org/10.1021/acs.jcim.2c00796
- Tianchuan Xu, Kai Zhu, Alexandre Beautrait, Jeremie Vendome, Kenneth W. Borrelli, Robert Abel, Richard A. Friesner, Edward B. Miller. Induced-Fit Docking Enables Accurate Free Energy Perturbation Calculations in Homology Models. Journal of Chemical Theory and Computation 2022, 18
(9)
, 5710-5724. https://doi.org/10.1021/acs.jctc.2c00371
- Kate A. Stafford, Brandon M. Anderson, Jon Sorenson, Henry van den Bedem. AtomNet PoseRanker: Enriching Ligand Pose Quality for Dynamic Proteins in Virtual High-Throughput Screens. Journal of Chemical Information and Modeling 2022, 62
(5)
, 1178-1189. https://doi.org/10.1021/acs.jcim.1c01250
- Botian Ding, Yuandong Yu, Sheng Geng, Benguo Liu, Youjin Hao, Guizhao Liang. Computational Methods for the Interaction between Cyclodextrins and Natural Compounds: Technology, Benefits, Limitations, and Trends. Journal of Agricultural and Food Chemistry 2022, 70
(8)
, 2466-2482. https://doi.org/10.1021/acs.jafc.1c07018
- Qianqian Zhao, Riccardo Capelli, Paolo Carloni, Bernhard Lüscher, Jinyu Li, Giulia Rossetti. Enhanced Sampling Approach to the Induced-Fit Docking Problem in Protein–Ligand Binding: The Case of Mono-ADP-Ribosylation Hydrolase Inhibitors. Journal of Chemical Theory and Computation 2021, 17
(12)
, 7899-7911. https://doi.org/10.1021/acs.jctc.1c00649
- Yujin Wu, Charles L. Brooks III. Flexible CDOCKER: Hybrid Searching Algorithm and Scoring Function with Side Chain Conformational Entropy. Journal of Chemical Information and Modeling 2021, 61
(11)
, 5535-5549. https://doi.org/10.1021/acs.jcim.1c01078
- SahaIshikaGraduate Student Researcherishikasaha@g.
ucla. eduHarranPatrick G.D.J. & J.M. Cram Chair in Organic Chemistryharran@chem. ucla. eduDr. Jonathan Bohmann, Department of Pharmaceuticals and Bioengineering, Southwest Research Institute, Ryan Gumpper, Postdoctoral Researcher, University of North Carolina at Chapel Hill. Virtual Screening for Chemists. 2021https://doi.org/10.1021/acsinfocus.7e5001 - Dehui Zhang, David A. Perrey, Ann M. Decker, Tiffany L. Langston, Vijayakumar Mavanji, Danni L. Harris, Catherine M. Kotz, Yanan Zhang. Discovery of Arylsulfonamides as Dual Orexin Receptor Agonists. Journal of Medicinal Chemistry 2021, 64
(12)
, 8806-8825. https://doi.org/10.1021/acs.jmedchem.1c00841
- Maheswata Sahoo, Dibyajyoti Uttameswar Behera, Mahendra Gaur, Enketeswara Subudhi. Molecular docking, molecular dynamics simulation, and MM/PBSA analysis of ginger phytocompounds as a potential inhibitor of AcrB for treating multidrug-resistant
Klebsiella pneumoniae
infections. Journal of Biomolecular Structure and Dynamics 2025, 43
(7)
, 3585-3601. https://doi.org/10.1080/07391102.2023.2299741
- Damilola S. Bodun, Damilola A. Omoboyowa, Victor F. Olofinlade, Adeyemi O. Ayodeji, Andrea Mauri, Uchechukwu C. Ogbodo, Toheeb A. Balogun. In-silico-based lead optimization of hit compounds targeting mitotic kinesin Eg5 for cancer management. In Silico Pharmacology 2025, 13
(1)
https://doi.org/10.1007/s40203-024-00300-6
- Peng He, Haiyan Li, Zhenyu Yang, Rui Zhang, Qijun Ye, Ta Deng, Wenwen Li, Shucheng He, Guangxin Dong, Zhou Yu, Yi Li. Discovery and preclinical evaluations of drug candidate DA-0157 capable of overcoming EGFR drug-resistant mutation C797S and EGFR/ALK co-mutations. European Journal of Medicinal Chemistry 2025, 287 , 117323. https://doi.org/10.1016/j.ejmech.2025.117323
- Pavel Spirin, Valeria Vedernikova, Tatsiana Volkava, Alexey Morozov, Alla Kleymenova, Anastasia Zemskaya, Lena Shyrokova, Yuri Porozov, Ksenia Glumakova, Timofey Lebedev, Maxim Kozlov, Vladimir Prassolov. New and Effective Inhibitor of Class I HDACs, Eimbinostat, Reduces the Growth of Hematologic Cancer Cells and Triggers Apoptosis. Pharmaceutics 2025, 17
(4)
, 416. https://doi.org/10.3390/pharmaceutics17040416
- Clement Agoni, Raúl Fernández-Díaz, Patrick Brendan Timmons, Alessandro Adelfio, Hansel Gómez, Denis C. Shields. Molecular Modelling in Bioactive Peptide Discovery and Characterisation. Biomolecules 2025, 15
(4)
, 524. https://doi.org/10.3390/biom15040524
- Husam Nassar, Anne‐Christin Sarnow, Ismail Celik, Mohamed Abdelsalam, Dina Robaa, Wolfgang Sippl. Ternary Complex Modeling, Induced Fit Docking and Molecular Dynamics Simulations as a Successful Approach for the Design of VHL‐Mediated PROTACs Targeting the Kinase FLT3. Archiv der Pharmazie 2025, 358
(4)
https://doi.org/10.1002/ardp.202500102
- Hengyi Xie, Harel Weinstein. Recognition of specific PIP2-subtype composition triggers the allosteric control mechanism for selective membrane targeting of cargo loading and release functions of the intracellular sterol transporter StarD4. Journal of Molecular Biology 2025, 277 , 169157. https://doi.org/10.1016/j.jmb.2025.169157
- Cong Lei, Xilong Li, Wenjia Li, Zihan Chen, Simiao Liu, Bo Cheng, Yili Hu, Qitao Song, Yahong Qiu, Yilan Zhou, Xiangbing Meng, Hong Yu, Wen Zhou, Xing Chen, Jiayang Li. Chemical Glycoproteomic Profiling in Rice Seedlings Reveals N-glycosylation in the ERAD-L Machinery. Molecular & Cellular Proteomics 2025, 24
(2)
, 100883. https://doi.org/10.1016/j.mcpro.2024.100883
- J. Irshad Ahamed, S.I. Davis Presley, Jothi Ramalingam Rajabathar, V.O. Sangeetha, Venkatadri Babu, Manickam Rajkumar, Manjunath S. Kamath. Analyze and assess the spectral, DFT, and medicinal characteristics through targeted pharmacological investigation of 2-(3-(5-(4-chlorophenyl)furan-2-yl)acryloyl)-3,4-dihydro-2H-naphthalen-1-one (CHFADN). Journal of Molecular Structure 2025, 1321 , 139659. https://doi.org/10.1016/j.molstruc.2024.139659
- Misgana Aragaw, Sileshi Degu, Abiy Abebe, Mekonnen Abebayehu, Kibrom Gebreheiwot Bedane, Daniel Bisrat, Solomon Tadesse. Synthesis, Antibacterial Activity and In Silico Study of 1-(2-ethyl acetate)-2-styryl 5-nitroimidazole Derivatives. Anti-Infective Agents 2025, 23
(1)
https://doi.org/10.2174/0122113525297723240513114228
- Vijayakumar Rajendran, Saravanan Kandasamy, Seshan Gunalan, Sekar Kanagaraj, Gugan Kothandan. Deciphering Saquinavir–Bovine Serum Albumin Interactions: Spectroscopic and Computational Insights. Journal of Molecular Recognition 2025, 38
(1)
https://doi.org/10.1002/jmr.3112
- Fatih Tok, Burçin İrem Abas, Faika Başoğlu, Özge Çevik, Sevgi Karakuş, Abdulilah Ece. Synthesis, Biological Evaluation and in Silico Studies of Novel Urea/Thiourea Derivatives of Lenalidomide. Journal of Biochemical and Molecular Toxicology 2024, 38
(12)
https://doi.org/10.1002/jbt.70079
- Zhi-Xin Peng, Hui-Wen Gu, Yuan Pan, Yan Wang, Jun Yan, Wanjun Long, Haiyan Fu, Yuanbin She. Revealing the key antioxidant compounds and potential action mechanisms of Chinese Cabernet Sauvignon red wines by integrating UHPLC-QTOF-MS-based untargeted metabolomics, network pharmacology and molecular docking approaches. Food Chemistry 2024, 460 , 140540. https://doi.org/10.1016/j.foodchem.2024.140540
- Wei Lu, Jixian Zhang, Weifeng Huang, Ziqiao Zhang, Xiangyu Jia, Zhenyu Wang, Leilei Shi, Chengtao Li, Peter G. Wolynes, Shuangjia Zheng. DynamicBind: predicting ligand-specific protein-ligand complex structure with a deep equivariant generative model. Nature Communications 2024, 15
(1)
https://doi.org/10.1038/s41467-024-45461-2
- Antonio Del Rio Flores, Rui Zhai, David W. Kastner, Kaushik Seshadri, Siyue Yang, Kyle De Matias, Yuanbo Shen, Wenlong Cai, Maanasa Narayanamoorthy, Nicholas B. Do, Zhaoqiang Xue, Dunya Al Marzooqi, Heather J. Kulik, Wenjun Zhang. Enzymatic synthesis of azide by a promiscuous N-nitrosylase. Nature Chemistry 2024, 16
(12)
, 2066-2075. https://doi.org/10.1038/s41557-024-01646-2
- Haixin Wei, J. Andrew McCammon. Structure and dynamics in drug discovery. npj Drug Discovery 2024, 1
(1)
https://doi.org/10.1038/s44386-024-00001-2
- Thato Matlhodi, Lisema Patrick Makatsela, Tendamudzimu Harmfree Dongola, Mthokozisi Blessing Cedric Simelane, Addmore Shonhai, Njabulo Joyfull Gumede, Fortunate Mokoena, . Auto QSAR-based active learning docking for hit identification of potential inhibitors of Plasmodium falciparum Hsp90 as antimalarial agents. PLOS ONE 2024, 19
(11)
, e0308969. https://doi.org/10.1371/journal.pone.0308969
- V. Udayappan, D. Easwaramoorthy, S. Aravindhan, A. Arvind Asok. Experimental and theoretical vibrational analysis, structural conformations, DFT estimations, antibacterial, antifungal, DPPH,H2O2, Nitric oxide scavenging activity drug, in silico molecular docking, and ADMET studies of N-(2-carboxylphenyl) phthalimide (CPPD). Journal of Molecular Liquids 2024, 414 , 126119. https://doi.org/10.1016/j.molliq.2024.126119
- Joseph M. Paggi, Ayush Pandit, Ron O. Dror. The Art and Science of Molecular Docking. Annual Review of Biochemistry 2024, 93
(1)
, 389-410. https://doi.org/10.1146/annurev-biochem-030222-120000
- Sepideh Soltani, Anupom Roy, Arto Urtti, Mikko Karttunen. A computational investigation of eumelanin–drug binding in aqueous solutions. Materials Advances 2024, 5
(13)
, 5494-5513. https://doi.org/10.1039/D4MA00246F
- Josh Abramson, Jonas Adler, Jack Dunger, Richard Evans, Tim Green, Alexander Pritzel, Olaf Ronneberger, Lindsay Willmore, Andrew J. Ballard, Joshua Bambrick, Sebastian W. Bodenstein, David A. Evans, Chia-Chun Hung, Michael O’Neill, David Reiman, Kathryn Tunyasuvunakool, Zachary Wu, Akvilė Žemgulytė, Eirini Arvaniti, Charles Beattie, Ottavia Bertolli, Alex Bridgland, Alexey Cherepanov, Miles Congreve, Alexander I. Cowen-Rivers, Andrew Cowie, Michael Figurnov, Fabian B. Fuchs, Hannah Gladman, Rishub Jain, Yousuf A. Khan, Caroline M. R. Low, Kuba Perlin, Anna Potapenko, Pascal Savy, Sukhdeep Singh, Adrian Stecula, Ashok Thillaisundaram, Catherine Tong, Sergei Yakneen, Ellen D. Zhong, Michal Zielinski, Augustin Žídek, Victor Bapst, Pushmeet Kohli, Max Jaderberg, Demis Hassabis, John M. Jumper. Accurate structure prediction of biomolecular interactions with AlphaFold 3. Nature 2024, 630
(8016)
, 493-500. https://doi.org/10.1038/s41586-024-07487-w
- Huy Hoang Nguyen Vo, Thu Huong Thi Phung, Khanh Linh Chung, Thien Y. Vu. Precise cuts for tailoring chromene-phenyl COX inhibitors with Ligand Designer. Journal of Molecular Graphics and Modelling 2024, 129 , 108747. https://doi.org/10.1016/j.jmgm.2024.108747
- Yue Wang, Chujie Li, Zhengwen Li, Mohamed Moalin, Gertjan J. M. den Hartog, Ming Zhang. Computational Chemistry Strategies to Investigate the Antioxidant Activity of Flavonoids—An Overview. Molecules 2024, 29
(11)
, 2627. https://doi.org/10.3390/molecules29112627
- Jintao Zhu, Zhonghui Gu, Jianfeng Pei, Luhua Lai. DiffBindFR: an SE(3) equivariant network for flexible protein–ligand docking. Chemical Science 2024, 15
(21)
, 7926-7942. https://doi.org/10.1039/D3SC06803J
- Tahsin F. Kellici, Dimitar Hristozov, Inaki Morao. AI
‐Based Protein Structure Predictions and Their Implications in Drug Discovery. 2024, 227-253. https://doi.org/10.1002/9783527840748.ch10
- Guillem Macip, Júlia Mestres‐Truyol, Pol Garcia‐Segura, Bryan Saldivar‐Espinoza, Santiago Garcia‐Vallvé, Gerard Pujadas. Mining for Bioactive Molecules in Open Databases. 2024, 269-297. https://doi.org/10.1002/9783527830497.ch9
- Edward B. Miller, Howook Hwang, Mee Shelley, Andrew Placzek, João P.G.L.M. Rodrigues, Robert K. Suto, Lingle Wang, Karen Akinsanya, Robert Abel. Enabling structure-based drug discovery utilizing predicted models. Cell 2024, 187
(3)
, 521-525. https://doi.org/10.1016/j.cell.2023.12.034
- Ekaterina Shevchenko, Stefan Laufer, Antti Poso, Thales Kronenberger. Drug Design in Motion: Concepts and Applications of Classical Molecular Dynamics Simulations. 2024, 199-242. https://doi.org/10.1007/978-3-031-76718-0_8
- N. Anis Ahamed, Ibrahim A. Arif. Finding potential inhibitors for Main protease (Mpro) of SARS-CoV-2 through virtual screening and MD simulation studies. Saudi Journal of Biological Sciences 2023, 30
(12)
, 103845. https://doi.org/10.1016/j.sjbs.2023.103845
- Wenzhi Ma, Wei Zhang, Yuan Le, Xiaoxuan Shi, Qingbo Xu, Yang Xiao, Yueying Dou, Xiaoman Wang, Wenbiao Zhou, Wei Peng, Hongbo Zhang, Bo Huang. Using macromolecular electron densities to improve the enrichment of active compounds in virtual screening. Communications Chemistry 2023, 6
(1)
https://doi.org/10.1038/s42004-023-00984-5
- K. Sudhakar, J. Irshad Ahamed, P. Kamalarajan. Synthesis, spectral characterizations, vibrational spectroscopy, DFT-computations, antibacterial, antioxidant, and molecular docking studies of the novel (Z)-2-(5-((10-hexyl-10H-phenothiazin-3-yl)methylene)-4-oxo-2-thioxothiazolidin-3-yl) acetic acid. Journal of Molecular Structure 2023, 1292 , 136008. https://doi.org/10.1016/j.molstruc.2023.136008
- Kameliya Anichina, Anelia Mavrova, Dimitar Vuchev, Galya Popova-Daskalova, Giada Bassi, Arianna Rossi, Monica Montesi, Silvia Panseri, Filip Fratev, Emilia Naydenova. Benzimidazoles Containing Piperazine Skeleton at C-2 Position as Promising Tubulin Modulators with Anthelmintic and Antineoplastic Activity. Pharmaceuticals 2023, 16
(11)
, 1518. https://doi.org/10.3390/ph16111518
- Devki D. Sukhtankar, Juan José Fung, Mi-na Kim, Thomas Cayton, Valerie Chiou, Niña G. Caculitan, Piotr Zalicki, Sujeong Kim, Yoonjung Jo, SoHui Kim, Jae Min Lee, Junhee Choi, SeongGyeong Mun, Ashley Chin, Yongdae Jang, Ji Yeong Lee, Gowoon Kim, Eun Hee Kim, Won-Ki Huh, Jae-Yeon Jeong, Dong-Seung Seen, Pina M. Cardarelli, . GPC-100, a novel CXCR4 antagonist, improves in vivo hematopoietic cell mobilization when combined with propranolol. PLOS ONE 2023, 18
(10)
, e0287863. https://doi.org/10.1371/journal.pone.0287863
- Ping Lin, Yuzhen Niu. Inhibitory selectivity to the AKR1B10 and aldose reductase (AR): insight from molecular dynamics simulations and free energy calculations. RSC Advances 2023, 13
(38)
, 26709-26718. https://doi.org/10.1039/D3RA02215C
- Shizun Wang, Jiasi Luan, Lu Chen, Haihan Liu, Weixia Li, Jian Wang. Computational characteristics of the structure-activity relationship of inhibitors targeting Pks13-TE domain. Computational Biology and Chemistry 2023, 104 , 107864. https://doi.org/10.1016/j.compbiolchem.2023.107864
- Anastasiia V. Sadybekov, Vsevolod Katritch. Computational approaches streamlining drug discovery. Nature 2023, 616
(7958)
, 673-685. https://doi.org/10.1038/s41586-023-05905-z
- Stephen J. Trudeau, Howook Hwang, Deepika Mathur, Kamrun Begum, Donald Petrey, Diana Murray, Barry Honig. PrePCI
: A structure‐ and chemical similarity‐informed database of predicted protein compound interactions. Protein Science 2023, 32
(4)
https://doi.org/10.1002/pro.4594
- Felix Potlitz, Andreas Link, Lukas Schulig. Advances in the discovery of new chemotypes through ultra-large library docking. Expert Opinion on Drug Discovery 2023, 18
(3)
, 303-313. https://doi.org/10.1080/17460441.2023.2171984
- D. Sala, H. Batebi, K. Ledwitch, P.W. Hildebrand, J. Meiler. Targeting in silico GPCR conformations with ultra-large library screening for hit discovery. Trends in Pharmacological Sciences 2023, 44
(3)
, 150-161. https://doi.org/10.1016/j.tips.2022.12.006
- Davide Bassani, Stefano Moro. In Silico Insights Toward the Exploration of Adenosine Receptors Ligand Recognition. 2023, 275-315. https://doi.org/10.1007/7355_2023_164
- Valeria Scardino, Juan I. Di Filippo, Claudio N. Cavasotto. How good are AlphaFold models for docking-based virtual screening?. iScience 2023, 26
(1)
, 105920. https://doi.org/10.1016/j.isci.2022.105920
- Hongshan Jin, Chengjun Wu, Rui Su, Tiemin Sun, Xingzhou Li, Chun Guo. Identifying Dopamine D3 Receptor Ligands through Virtual Screening and Exploring the Binding Modes of Hit Compounds. Molecules 2023, 28
(2)
, 527. https://doi.org/10.3390/molecules28020527
- Yiqun Chang, Bryson A. Hawkins, Jonathan J. Du, Paul W. Groundwater, David E. Hibbs, Felcia Lai. A Guide to In Silico Drug Design. Pharmaceutics 2023, 15
(1)
, 49. https://doi.org/10.3390/pharmaceutics15010049
- Njabulo Joyfull Gumede. Pathfinder-Driven Chemical Space Exploration and Multiparameter Optimization in Tandem with Glide/IFD and QSAR-Based Active Learning Approach to Prioritize Design Ideas for FEP+ Calculations of SARS-CoV-2 PLpro Inhibitors. Molecules 2022, 27
(23)
, 8569. https://doi.org/10.3390/molecules27238569
- Gabriel C. Veríssimo, Mateus Sá M. Serafim, Thales Kronenberger, Rafaela S. Ferreira, Kathia M. Honorio, Vinícius G. Maltarollo. Designing drugs when there is low data availability: one-shot learning and other approaches to face the issues of a long-term concern. Expert Opinion on Drug Discovery 2022, 17
(9)
, 929-947. https://doi.org/10.1080/17460441.2022.2114451
- Hugo Guterres, Sang‐Jun Park, Han Zhang, Thomas Perone, Jongtaek Kim, Wonpil Im. CHARMM‐GUI
high‐throughput simulator
for efficient evaluation of protein–ligand interactions with different force fields. Protein Science 2022, 31
(9)
https://doi.org/10.1002/pro.4413
- Kai Zhu, Cui Li, Kingsley Y. Wu, Christopher Mohr, Xun Li, Brian Lanman. Modeling receptor flexibility in the structure-based design of KRASG12C inhibitors. Journal of Computer-Aided Molecular Design 2022, 36
(8)
, 591-604. https://doi.org/10.1007/s10822-022-00467-0
- Debojyoti Halder, Subham Das, Aiswarya R., Jeyaprakash R. S.. Molecular docking and dynamics based approach for the identification of kinase inhibitors targeting PI3Kα against non-small cell lung cancer: a computational study. RSC Advances 2022, 12
(33)
, 21452-21467. https://doi.org/10.1039/D2RA03451D
- Jeremy C. Jones, Bogdan Zagribelnyy, Philippe Noriel Q. Pascua, Dmitry S. Bezrukov, Subrata Barman, Faten Okda, Richard J. Webby, Yan A. Ivanenkov, Elena A. Govorkova, . Influenza A virus polymerase acidic protein E23G/K substitutions weaken key baloxavir drug-binding contacts with minimal impact on replication and transmission. PLOS Pathogens 2022, 18
(7)
, e1010698. https://doi.org/10.1371/journal.ppat.1010698
- Zuzana Mészáros, Lucie Petrásková, Natalia Kulik, Helena Pelantová, Pavla Bojarová, Vladimír Křen, Kristýna Slámová. Hypertransglycosylating Variants of the GH20 β‐
N
‐Acetylhexosaminidase for the Synthesis of Chitooligomers. Advanced Synthesis & Catalysis 2022, 364
(12)
, 2009-2022. https://doi.org/10.1002/adsc.202200046
- Karishma Singh, Roger M. Coopoosamy, Njabulo J. Gumede, Saheed Sabiu. Computational Insights and In Vitro Validation of Antibacterial Potential of Shikimate Pathway-Derived Phenolic Acids as NorA Efflux Pump Inhibitors. Molecules 2022, 27
(8)
, 2601. https://doi.org/10.3390/molecules27082601
- Leah Frye, Sathesh Bhat, Karen Akinsanya, Robert Abel. From computer-aided drug discovery to computer-driven drug discovery. Drug Discovery Today: Technologies 2021, 39 , 111-117. https://doi.org/10.1016/j.ddtec.2021.08.001
- Michaela Hovorková, Natalia Kulik, Dorota Konvalinková, Lucie Petrásková, Vladimír Křen, Pavla Bojarová. Mutagenesis of Catalytic Nucleophile of β‐Galactosidase Retains Residual Hydrolytic Activity and Affords a Transgalactosidase. ChemCatChem 2021, 13
(21)
, 4532-4542. https://doi.org/10.1002/cctc.202101107
- Jonathan Dickerhoff, Kassandra R. Warnecke, Kaibo Wang, Nanjie Deng, Danzhou Yang. Evaluating Molecular Docking Software for Small Molecule Binding to G-Quadruplex DNA. International Journal of Molecular Sciences 2021, 22
(19)
, 10801. https://doi.org/10.3390/ijms221910801
- Ha Thi Nguyen, Thien-Y. Vu, A. Vijay Kumar, Vo Nguyen Huy Hoang, Pham Thi Ngoc My, Prashant S. Mandal, Vinay Bharadwaj Tatipamula. N
-Aryl iminochromenes inhibit cyclooxygenase enzymes
via
π–π stacking interactions and present a novel class of anti-inflammatory drugs. RSC Advances 2021, 11
(47)
, 29385-29393. https://doi.org/10.1039/D1RA04407A
Article Views are the COUNTER-compliant sum of full text article downloads since November 2008 (both PDF and HTML) across all institutions and individuals. These metrics are regularly updated to reflect usage leading up to the last few days.
Citations are the number of other articles citing this article, calculated by Crossref and updated daily. Find more information about Crossref citation counts.
The Altmetric Attention Score is a quantitative measure of the attention that a research article has received online. Clicking on the donut icon will load a page at altmetric.com with additional details about the score and the social media presence for the given article. Find more information on the Altmetric Attention Score and how the score is calculated.