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
  • [1] BuildAMol: a versatile Python']Python toolkit for fragment-based molecular design
    Kleinschmidt, Noah
    Lemmin, Thomas
    JOURNAL OF CHEMINFORMATICS, 2024, 16 (01):
  • [2] Fragment-Based Drug Discovery and Molecular Docking in Drug Design
    Wang, Tao
    Wu, Mian-Bin
    Chen, Zheng-Jie
    Chen, Hua
    Lin, Jian-Ping
    Yang, Li-Rong
    CURRENT PHARMACEUTICAL BIOTECHNOLOGY, 2015, 16 (01) : 11 - 25
  • [3] In silico fragment-based drug design
    Konteatis, Zenon D.
    EXPERT OPINION ON DRUG DISCOVERY, 2010, 5 (11) : 1047 - 1065
  • [4] The rise of molecular simulations in fragment-based drug design (FBDD): an overview
    Bissaro, Maicol
    Sturlese, Mattia
    Moro, Stefano
    DRUG DISCOVERY TODAY, 2020, 25 (09) : 1693 - 1701
  • [5] In Silico Approaches for Fragment-based Drug Design
    Takahashi, Osamu
    Masuda, Yoshiaki
    Muroya, Ayumu
    Furuya, Toshio
    YAKUGAKU ZASSHI-JOURNAL OF THE PHARMACEUTICAL SOCIETY OF JAPAN, 2010, 130 (03): : 349 - 354
  • [6] Fragment-based QSAR: perspectives in drug design
    Salum, Livia B.
    Andricopulo, Adriano D.
    MOLECULAR DIVERSITY, 2009, 13 (03) : 277 - 285
  • [7] The ways and means of fragment-based drug design
    Doak, Bradley C.
    Norton, Raymond S.
    Scanlon, Martin J.
    PHARMACOLOGY & THERAPEUTICS, 2016, 167 : 28 - 37
  • [8] Applications of ?linkers? in fragment-based drug design
    Wu, Xin
    Zhang, Yuan
    Liu, Songbin
    Liu, Chang
    Tang, Guotao
    Cao, Xuan
    Lei, Xiaoyong
    Peng, Junmei
    BIOORGANIC CHEMISTRY, 2022, 127
  • [9] Comptational methods in fragment-based drug design
    Williams, Chris
    Leonard, Joseph M.
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2012, 243
  • [10] Puzzling through fragment-based drug design
    Hajduk, Philip J.
    NATURE CHEMICAL BIOLOGY, 2006, 2 (12) : 658 - 659