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DrugEx: Deep Learning Models and Tools for Exploration of Drug-Like Chemical Space

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F60461373%3A22310%2F23%3A43928176" target="_blank" >RIV/60461373:22310/23:43928176 - isvavai.cz</a>

  • Result on the web

    <a href="https://pubs.acs.org/doi/10.1021/acs.jcim.3c00434" target="_blank" >https://pubs.acs.org/doi/10.1021/acs.jcim.3c00434</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1021/acs.jcim.3c00434" target="_blank" >10.1021/acs.jcim.3c00434</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    DrugEx: Deep Learning Models and Tools for Exploration of Drug-Like Chemical Space

  • Original language description

    The discovery of novel molecules with desirable properties is a classic challenge in medicinal chemistry. With the recent advancements of machine learning, there has been a surge of de novo drug design tools. However, few resources exist that are user-friendly as well as easily customizable. In this application note, we present the new versatile open-source software package DrugEx for multiobjective reinforcement learning. This package contains the consolidated and redesigned scripts from the prior DrugEx papers including multiple generator architectures, a variety of scoring tools, and multiobjective optimization methods. It has a flexible application programming interface and can readily be used via the command line interface or the graphical user interface GenUI. The DrugEx package is publicly available at https://github.com/CDDLeiden/DrugEx. © 2023 The Authors. Published by American Chemical Society.

  • Czech name

  • Czech description

Classification

  • Type

    J<sub>SC</sub> - Article in a specialist periodical, which is included in the SCOPUS database

  • CEP classification

  • OECD FORD branch

    10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Result continuities

  • Project

  • Continuities

    I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Others

  • Publication year

    2023

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Name of the periodical

    Journal of Chemical Information and Modeling

  • ISSN

    1549-9596

  • e-ISSN

  • Volume of the periodical

    63

  • Issue of the periodical within the volume

    12

  • Country of publishing house

    US - UNITED STATES

  • Number of pages

    8

  • Pages from-to

    3629-3636

  • UT code for WoS article

  • EID of the result in the Scopus database

    2-s2.0-85162900422