ChemTSv2: Functional molecular design using de novo molecule generator

Author:

Ishida Shoichi1ORCID,Aasawat Tanuj2,Sumita Masato34ORCID,Katouda Michio56ORCID,Yoshizawa Tatsuya1ORCID,Yoshizoe Kazuki7ORCID,Tsuda Koji38ORCID,Terayama Kei139ORCID

Affiliation:

1. Graduate School of Medical Life Science Yokohama City University Yokohama Kanagawa Japan

2. Parallel Computing Lab ‐ India, Intel Labs Bangalore Karnataka India

3. RIKEN Center for Advanced Intelligence Project Tokyo Japan

4. International Center for Materials Nanoarchitectonics (WPI‐MANA), National Institute for Materials Science Tsukuba Japan

5. Research Organization for Information Science and Technology Tokyo Japan

6. Waseda Research Institute for Science and Engineering, Waseda University Tokyo Japan

7. Research Institute for Information Technology, Kyushu University Fukuoka Japan

8. Graduate School of Frontier Sciences The University of Tokyo Chiba Japan

9. MDX Research Center for Element Strategy Tokyo Institute of Technology Yokohama Japan

Abstract

AbstractDesigning functional molecules is the prerogative of experts who have advanced knowledge and experience in their fields. To democratize automatic molecular design for both experts and nonexperts, we introduce a generic open‐sourced framework, ChemTSv2, to design molecules based on a de novo molecule generator equipped with an easy‐to‐use interface. Besides, ChemTSv2 can easily be integrated with various simulation packages, such as Gaussian 16 package, and supports a massively parallel exploration that accelerates molecular designs. We exhibit the potential of molecular design with ChemTSv2, including previous work, such as chromophores, fluorophores, drugs, and so forth. ChemTSv2 contributes to democratizing inverse molecule design in various disciplines relevant to chemistry.This article is categorized under: Data Science > Databases and Expert Systems Data Science > Artificial Intelligence/Machine Learning Data Science > Computer Algorithms and Programming

Funder

Japan Agency for Medical Research and Development

Japan Society for the Promotion of Science

Ministry of Education, Culture, Sports, Science and Technology

Publisher

Wiley

Subject

Materials Chemistry,Computational Mathematics,Physical and Theoretical Chemistry,Computer Science Applications,Biochemistry

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