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Impact of Artificial Intelligence on Compound Discovery, Design, and Synthesis

[Image: see text] As in other areas, artificial intelligence (AI) is heavily promoted in different scientific fields, including chemistry. Although chemistry traditionally tends to be a conservative field and slower than others to adapt new concepts, AI is increasingly being investigated across chem...

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Autores principales: Miljković, Filip, Rodríguez-Pérez, Raquel, Bajorath, Jürgen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2021
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8674916/
https://www.ncbi.nlm.nih.gov/pubmed/34926881
http://dx.doi.org/10.1021/acsomega.1c05512
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author Miljković, Filip
Rodríguez-Pérez, Raquel
Bajorath, Jürgen
author_facet Miljković, Filip
Rodríguez-Pérez, Raquel
Bajorath, Jürgen
author_sort Miljković, Filip
collection PubMed
description [Image: see text] As in other areas, artificial intelligence (AI) is heavily promoted in different scientific fields, including chemistry. Although chemistry traditionally tends to be a conservative field and slower than others to adapt new concepts, AI is increasingly being investigated across chemical disciplines. In medicinal chemistry, supported by computer-aided drug design and cheminformatics, computational methods have long been employed to aid in the search for and optimization of active compounds. We are currently witnessing a multitude of AI-related publications in the medicinal-chemistry-relevant literature and anticipate that the numbers will further increase. Often, advances through AI promoted in such reports are difficult to reconcile or remain questionable, which hampers the acceptance of computational work in interdisciplinary environments. Herein we attempt to highlight selected investigations in which AI has shown promise to impact medicinal chemistry in areas such as compound design and synthesis.
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spelling pubmed-86749162021-12-17 Impact of Artificial Intelligence on Compound Discovery, Design, and Synthesis Miljković, Filip Rodríguez-Pérez, Raquel Bajorath, Jürgen ACS Omega [Image: see text] As in other areas, artificial intelligence (AI) is heavily promoted in different scientific fields, including chemistry. Although chemistry traditionally tends to be a conservative field and slower than others to adapt new concepts, AI is increasingly being investigated across chemical disciplines. In medicinal chemistry, supported by computer-aided drug design and cheminformatics, computational methods have long been employed to aid in the search for and optimization of active compounds. We are currently witnessing a multitude of AI-related publications in the medicinal-chemistry-relevant literature and anticipate that the numbers will further increase. Often, advances through AI promoted in such reports are difficult to reconcile or remain questionable, which hampers the acceptance of computational work in interdisciplinary environments. Herein we attempt to highlight selected investigations in which AI has shown promise to impact medicinal chemistry in areas such as compound design and synthesis. American Chemical Society 2021-11-29 /pmc/articles/PMC8674916/ /pubmed/34926881 http://dx.doi.org/10.1021/acsomega.1c05512 Text en © 2021 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by-nc-nd/4.0/Permits non-commercial access and re-use, provided that author attribution and integrity are maintained; but does not permit creation of adaptations or other derivative works (https://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Miljković, Filip
Rodríguez-Pérez, Raquel
Bajorath, Jürgen
Impact of Artificial Intelligence on Compound Discovery, Design, and Synthesis
title Impact of Artificial Intelligence on Compound Discovery, Design, and Synthesis
title_full Impact of Artificial Intelligence on Compound Discovery, Design, and Synthesis
title_fullStr Impact of Artificial Intelligence on Compound Discovery, Design, and Synthesis
title_full_unstemmed Impact of Artificial Intelligence on Compound Discovery, Design, and Synthesis
title_short Impact of Artificial Intelligence on Compound Discovery, Design, and Synthesis
title_sort impact of artificial intelligence on compound discovery, design, and synthesis
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8674916/
https://www.ncbi.nlm.nih.gov/pubmed/34926881
http://dx.doi.org/10.1021/acsomega.1c05512
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