Literature DB >> 32069042

CANDOCK: Chemical Atomic Network-Based Hierarchical Flexible Docking Algorithm Using Generalized Statistical Potentials.

Jonathan Fine1, Janez Konc2, Ram Samudrala3, Gaurav Chopra1,4,5,6,7,8.   

Abstract

Small-molecule docking has proven to be invaluable for drug design and discovery. However, existing docking methods have several limitations such as improper treatment of the interactions of essential components in the chemical environment of the binding pocket (e.g., cofactors, metal ions, etc.), incomplete sampling of chemically relevant ligand conformational space, and the inability to consistently correlate docking scores of the best binding pose with experimental binding affinities. We present CANDOCK, a novel docking algorithm, that utilizes a hierarchical approach to reconstruct ligands from an atomic grid using graph theory and generalized statistical potential functions to sample biologically relevant ligand conformations. Our algorithm accounts for protein flexibility, solvent, metal ions, and cofactor interactions in the binding pocket that are traditionally ignored by current methods. We evaluate the algorithm on the PDBbind, Astex, and PINC proteins to show its ability to reproduce the binding mode of the ligands that is independent of the initial ligand conformation in these benchmarks. Finally, we identify the best selector and ranker potential functions such that the statistical score of the best selected docked pose correlates with the experimental binding affinities of the ligands for any given protein target. Our results indicate that CANDOCK is a generalized flexible docking method that addresses several limitations of current docking methods by considering all interactions in the chemical environment of a binding pocket for correlating the best-docked pose with biological activity. CANDOCK along with all structures and scripts used for benchmarking is available at https://github.com/chopralab/candock_benchmark.

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Year:  2020        PMID: 32069042     DOI: 10.1021/acs.jcim.9b00686

Source DB:  PubMed          Journal:  J Chem Inf Model        ISSN: 1549-9596            Impact factor:   4.956


  12 in total

1.  Multiscale Virtual Screening Optimization for Shotgun Drug Repurposing Using the CANDO Platform.

Authors:  Matthew L Hudson; Ram Samudrala
Journal:  Molecules       Date:  2021-04-28       Impact factor: 4.411

2.  Shotgun drug repurposing biotechnology to tackle epidemics and pandemics.

Authors:  William Mangione; Zackary Falls; Thomas Melendy; Gaurav Chopra; Ram Samudrala
Journal:  Drug Discov Today       Date:  2020-05-13       Impact factor: 7.851

3.  Evaluating the potency of Sulawesi propolis compounds as ACE-2 inhibitors through molecular docking for COVID-19 drug discovery preliminary study.

Authors:  Apriliana Cahya Khayrani; Rafidha Irdiani; Reza Aditama; Diah Kartika Pratami; Kenny Lischer; Mohammad Javed Ansari; Arunachalam Chinnathambi; Sulaiman Ali Alharbi; Hesham S Almoallim; Muhamad Sahlan
Journal:  J King Saud Univ Sci       Date:  2020-12-30

4.  Mechanistic Insights into Side Effects of Troglitazone and Rosiglitazone Using a Novel Inverse Molecular Docking Protocol.

Authors:  Katarina Kores; Janez Konc; Urban Bren
Journal:  Pharmaceutics       Date:  2021-02-28       Impact factor: 6.321

5.  Repurposing of Drugs for SARS-CoV-2 Using Inverse Docking Fingerprints.

Authors:  Marko Jukič; Katarina Kores; Dušanka Janežič; Urban Bren
Journal:  Front Chem       Date:  2021-12-28       Impact factor: 5.221

6.  Mechanistic Insights into Biological Activities of Polyphenolic Compounds from Rosemary Obtained by Inverse Molecular Docking.

Authors:  Samo Lešnik; Urban Bren
Journal:  Foods       Date:  2021-12-28

7.  A synthetic small molecule stalls pre-mRNA splicing by promoting an early-stage U2AF2-RNA complex.

Authors:  Rakesh Chatrikhi; Callen F Feeney; Mary J Pulvino; Georgios Alachouzos; Andrew J MacRae; Zackary Falls; Sumit Rai; William W Brennessel; Jermaine L Jenkins; Matthew J Walter; Timothy A Graubert; Ram Samudrala; Melissa S Jurica; Alison J Frontier; Clara L Kielkopf
Journal:  Cell Chem Biol       Date:  2021-03-08       Impact factor: 9.039

8.  Shotgun drug repurposing biotechnology to tackle epidemics and pandemics.

Authors:  William Mangione; Zackary Falls; Thomas Melendy; Gaurav Chopra; Ram Samudrala
Journal:  ChemRxiv       Date:  2020-05-04

9.  Rational Design, Synthesis, Characterization and Evaluation of Iodinated 4,4'-Bipyridines as New Transthyretin Fibrillogenesis Inhibitors.

Authors:  Alessandro Dessì; Paola Peluso; Roberto Dallocchio; Robin Weiss; Giuseppina Andreotti; Mariateresa Allocca; Emmanuel Aubert; Patrick Pale; Victor Mamane; Sergio Cossu
Journal:  Molecules       Date:  2020-05-08       Impact factor: 4.411

10.  Insight into Inhibitory Mechanism of PDE4D by Dietary Polyphenols Using Molecular Dynamics Simulations and Free Energy Calculations.

Authors:  Veronika Furlan; Urban Bren
Journal:  Biomolecules       Date:  2021-03-23
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