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Discovery of a Hidden Trypanosoma cruzi Spermidine Synthase Binding Site and Inhibitors through In Silico, In Vitro, and X-ray Crystallography

[Image: see text] In drug discovery research, the selection of promising binding sites and understanding the binding mode of compounds are crucial fundamental studies. The current understanding of the proteins-ligand binding model extends beyond the simple lock and key model to include the induced-f...

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Autores principales: Yoshino, Ryunosuke, Yasuo, Nobuaki, Hagiwara, Yohsuke, Ishida, Takashi, Inaoka, Daniel Ken, Amano, Yasushi, Tateishi, Yukihiro, Ohno, Kazuki, Namatame, Ichiji, Niimi, Tatsuya, Orita, Masaya, Kita, Kiyoshi, Akiyama, Yutaka, Sekijima, Masakazu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2023
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10373461/
https://www.ncbi.nlm.nih.gov/pubmed/37521650
http://dx.doi.org/10.1021/acsomega.3c01314
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author Yoshino, Ryunosuke
Yasuo, Nobuaki
Hagiwara, Yohsuke
Ishida, Takashi
Inaoka, Daniel Ken
Amano, Yasushi
Tateishi, Yukihiro
Ohno, Kazuki
Namatame, Ichiji
Niimi, Tatsuya
Orita, Masaya
Kita, Kiyoshi
Akiyama, Yutaka
Sekijima, Masakazu
author_facet Yoshino, Ryunosuke
Yasuo, Nobuaki
Hagiwara, Yohsuke
Ishida, Takashi
Inaoka, Daniel Ken
Amano, Yasushi
Tateishi, Yukihiro
Ohno, Kazuki
Namatame, Ichiji
Niimi, Tatsuya
Orita, Masaya
Kita, Kiyoshi
Akiyama, Yutaka
Sekijima, Masakazu
author_sort Yoshino, Ryunosuke
collection PubMed
description [Image: see text] In drug discovery research, the selection of promising binding sites and understanding the binding mode of compounds are crucial fundamental studies. The current understanding of the proteins-ligand binding model extends beyond the simple lock and key model to include the induced-fit model, which alters the conformation to match the shape of the ligand, and the pre-existing equilibrium model, selectively binding structures with high binding affinity from a diverse ensemble of proteins. Although methods for detecting target protein binding sites and virtual screening techniques using docking simulation are well-established, with numerous studies reported, they only consider a very limited number of structures in the diverse ensemble of proteins, as these methods are applied to a single structure. Molecular dynamics (MD) simulation is a method for predicting protein dynamics and can detect potential ensembles of protein binding sites and hidden sites unobservable in a single-point structure. In this study, to demonstrate the utility of virtual screening with protein dynamics, MD simulations were performed on Trypanosoma cruzi spermidine synthase to obtain an ensemble of dominant binding sites with a high probability of existence. The structure of the binding site obtained through MD simulation revealed pockets in addition to the active site that was present in the initial structure. Using the obtained binding site structures, virtual screening of 4.8 million compounds by docking simulation, in vitro assays, and X-ray analysis was conducted, successfully identifying two hit compounds.
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spelling pubmed-103734612023-07-28 Discovery of a Hidden Trypanosoma cruzi Spermidine Synthase Binding Site and Inhibitors through In Silico, In Vitro, and X-ray Crystallography Yoshino, Ryunosuke Yasuo, Nobuaki Hagiwara, Yohsuke Ishida, Takashi Inaoka, Daniel Ken Amano, Yasushi Tateishi, Yukihiro Ohno, Kazuki Namatame, Ichiji Niimi, Tatsuya Orita, Masaya Kita, Kiyoshi Akiyama, Yutaka Sekijima, Masakazu ACS Omega [Image: see text] In drug discovery research, the selection of promising binding sites and understanding the binding mode of compounds are crucial fundamental studies. The current understanding of the proteins-ligand binding model extends beyond the simple lock and key model to include the induced-fit model, which alters the conformation to match the shape of the ligand, and the pre-existing equilibrium model, selectively binding structures with high binding affinity from a diverse ensemble of proteins. Although methods for detecting target protein binding sites and virtual screening techniques using docking simulation are well-established, with numerous studies reported, they only consider a very limited number of structures in the diverse ensemble of proteins, as these methods are applied to a single structure. Molecular dynamics (MD) simulation is a method for predicting protein dynamics and can detect potential ensembles of protein binding sites and hidden sites unobservable in a single-point structure. In this study, to demonstrate the utility of virtual screening with protein dynamics, MD simulations were performed on Trypanosoma cruzi spermidine synthase to obtain an ensemble of dominant binding sites with a high probability of existence. The structure of the binding site obtained through MD simulation revealed pockets in addition to the active site that was present in the initial structure. Using the obtained binding site structures, virtual screening of 4.8 million compounds by docking simulation, in vitro assays, and X-ray analysis was conducted, successfully identifying two hit compounds. American Chemical Society 2023-07-12 /pmc/articles/PMC10373461/ /pubmed/37521650 http://dx.doi.org/10.1021/acsomega.3c01314 Text en © 2023 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Yoshino, Ryunosuke
Yasuo, Nobuaki
Hagiwara, Yohsuke
Ishida, Takashi
Inaoka, Daniel Ken
Amano, Yasushi
Tateishi, Yukihiro
Ohno, Kazuki
Namatame, Ichiji
Niimi, Tatsuya
Orita, Masaya
Kita, Kiyoshi
Akiyama, Yutaka
Sekijima, Masakazu
Discovery of a Hidden Trypanosoma cruzi Spermidine Synthase Binding Site and Inhibitors through In Silico, In Vitro, and X-ray Crystallography
title Discovery of a Hidden Trypanosoma cruzi Spermidine Synthase Binding Site and Inhibitors through In Silico, In Vitro, and X-ray Crystallography
title_full Discovery of a Hidden Trypanosoma cruzi Spermidine Synthase Binding Site and Inhibitors through In Silico, In Vitro, and X-ray Crystallography
title_fullStr Discovery of a Hidden Trypanosoma cruzi Spermidine Synthase Binding Site and Inhibitors through In Silico, In Vitro, and X-ray Crystallography
title_full_unstemmed Discovery of a Hidden Trypanosoma cruzi Spermidine Synthase Binding Site and Inhibitors through In Silico, In Vitro, and X-ray Crystallography
title_short Discovery of a Hidden Trypanosoma cruzi Spermidine Synthase Binding Site and Inhibitors through In Silico, In Vitro, and X-ray Crystallography
title_sort discovery of a hidden trypanosoma cruzi spermidine synthase binding site and inhibitors through in silico, in vitro, and x-ray crystallography
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10373461/
https://www.ncbi.nlm.nih.gov/pubmed/37521650
http://dx.doi.org/10.1021/acsomega.3c01314
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