MolOptimizer: A Molecular Optimization Toolkit for Fragment-Based Drug Design

被引:1
|
作者
Soffer, Adam [1 ,2 ]
Viswas, Samuel Joshua [1 ,2 ]
Alon, Shahar [3 ]
Rozenberg, Nofar [3 ]
Peled, Amit [3 ]
Piro, Daniel [3 ]
Vilenchik, Dan [4 ]
Akabayov, Barak [1 ,2 ]
机构
[1] Ben Gurion Univ Negev, Chem Dept, IL-8410501 Beer Sheva, Israel
[2] Ben Gurion Univ Negev, Data Sci Res Ctr, IL-8410501 Beer Sheva, Israel
[3] Ben Gurion Univ Negev, Dept Software Engn, IL-8410501 Beer Sheva, Israel
[4] Ben Gurion Univ Negev, Sch Comp & Elect Engn, IL-8410501 Beer Sheva, Israel
来源
MOLECULES | 2024年 / 29卷 / 01期
关键词
cheminformatics; fragment screening; hit-to-lead optimization; DOCKING;
D O I
10.3390/molecules29010276
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
MolOptimizer is a user-friendly computational toolkit designed to streamline the hit-to-lead optimization process in drug discovery. MolOptimizer extracts features and trains machine learning models using a user-provided, labeled, and small-molecule dataset to accurately predict the binding values of new small molecules that share similar scaffolds with the target in focus. Hosted on the Azure web-based server, MolOptimizer emerges as a vital resource, accelerating the discovery and development of novel drug candidates with improved binding properties.
引用
收藏
页数:8
相关论文
共 50 条
  • [21] SERAPhiC: A Benchmark for in Silico Fragment-Based Drug Design
    Favia, Angelo D.
    Bottegoni, Giovanni
    Nobeli, Irene
    Bisignano, Paola
    Cavalli, Andrea
    JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2011, 51 (11) : 2882 - 2896
  • [22] Fragment-based drug design: Combining philosophy with technology
    Bartoli, Sandra
    Fincham, Christopher I.
    Fattori, Daniela
    CURRENT OPINION IN DRUG DISCOVERY & DEVELOPMENT, 2007, 10 (04) : 422 - 429
  • [23] GROUPBUILD - A FRAGMENT-BASED METHOD FOR DENOVO DRUG DESIGN
    ROTSTEIN, SH
    MURCKO, MA
    JOURNAL OF MEDICINAL CHEMISTRY, 1993, 36 (12) : 1700 - 1710
  • [24] Fragment-based Drug Design Using NMR Methods
    Puchades-Carrasco, Leonor
    Pineda-Lucena, Antonio
    EMAGRES, 2015, 4 (02): : 241 - 253
  • [25] CrystalDock: A Novel Approach to Fragment-Based Drug Design
    Durrant, Jacob D.
    Friedman, Aaron J.
    McCammon, J. Andrew
    JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2011, 51 (10) : 2573 - 2580
  • [26] Concepts and Core Principles of Fragment-Based Drug Design
    Kirsch, Philine
    Hartman, Alwin M.
    Hirsch, Anna K. H.
    Empting, Martin
    MOLECULES, 2019, 24 (23):
  • [27] Decomposition of Small Molecules for Fragment-Based Drug Design
    Ivanov, Nikita N.
    Shulga, Dmitry A.
    Palyulin, Vladimir A.
    BIOPHYSICA, 2023, 3 (02): : 362 - 372
  • [28] Fragment-Based Drug Design with CNS Therapeutic Targets
    Surratt, Christopher K.
    Pellegrene, Kendy A.
    Wasko, Michael J.
    Jean, Bernandie K.
    Madura, Jeffry D.
    FASEB JOURNAL, 2016, 30
  • [29] Computational Tools for In Silico Fragment-Based Drug Design
    Mortier, Jeremie
    Rakers, Christin
    Frederick, Raphael
    Wolber, Gerhard
    CURRENT TOPICS IN MEDICINAL CHEMISTRY, 2012, 12 (17) : 1935 - 1943
  • [30] Linkers in fragment-based drug design: an overview of the literature
    Grenier, Dylan
    Audebert, Solene
    Preto, Jordane
    Guichou, Jean-Francois
    Krimm, Isabelle
    EXPERT OPINION ON DRUG DISCOVERY, 2023, 18 (09) : 987 - 1009