Effect of drug metabolism in the treatment of SARS-CoV-2 from an entirely computational perspective
Abstract Understanding the effects of metabolism on the rational design of novel and more effective drugs is still a considerable challenge. To the best of our knowledge, there are no entirely computational strategies that make it possible to predict these effects. From this perspective, the develop...
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2021
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oai:doaj.org-article:d3ed4d988abc460bbb0f802b9e741d1d2021-12-02T18:01:48ZEffect of drug metabolism in the treatment of SARS-CoV-2 from an entirely computational perspective10.1038/s41598-021-99451-12045-2322https://doaj.org/article/d3ed4d988abc460bbb0f802b9e741d1d2021-10-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-99451-1https://doaj.org/toc/2045-2322Abstract Understanding the effects of metabolism on the rational design of novel and more effective drugs is still a considerable challenge. To the best of our knowledge, there are no entirely computational strategies that make it possible to predict these effects. From this perspective, the development of such methodologies could contribute to significantly reduce the side effects of medicines, leading to the emergence of more effective and safer drugs. Thereby, in this study, our strategy is based on simulating the electron ionization mass spectrometry (EI-MS) fragmentation of the drug molecules and combined with molecular docking and ADMET models in two different situations. In the first model, the drug is docked without considering the possible metabolic effects. In the second model, each of the intermediates from the EI-MS results is docked, and metabolism occurs before the drug accesses the biological target. As a proof of concept, in this work, we investigate the main antiviral drugs used in clinical research to treat COVID-19. As a result, our strategy made it possible to assess the biological activity and toxicity of all potential by-products. We believed that our findings provide new chemical insights that can benefit the rational development of novel drugs in the future.João Paulo Almirão de JesusLetícia Cristina AssisAlexandre Alves de CastroElaine Fontes Ferreira da CunhaEugenie NepovimovaKamil KucaTeodorico de Castro RamalhoFelipe de Almeida La PortaNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-16 (2021) |
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Medicine R Science Q João Paulo Almirão de Jesus Letícia Cristina Assis Alexandre Alves de Castro Elaine Fontes Ferreira da Cunha Eugenie Nepovimova Kamil Kuca Teodorico de Castro Ramalho Felipe de Almeida La Porta Effect of drug metabolism in the treatment of SARS-CoV-2 from an entirely computational perspective |
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Abstract Understanding the effects of metabolism on the rational design of novel and more effective drugs is still a considerable challenge. To the best of our knowledge, there are no entirely computational strategies that make it possible to predict these effects. From this perspective, the development of such methodologies could contribute to significantly reduce the side effects of medicines, leading to the emergence of more effective and safer drugs. Thereby, in this study, our strategy is based on simulating the electron ionization mass spectrometry (EI-MS) fragmentation of the drug molecules and combined with molecular docking and ADMET models in two different situations. In the first model, the drug is docked without considering the possible metabolic effects. In the second model, each of the intermediates from the EI-MS results is docked, and metabolism occurs before the drug accesses the biological target. As a proof of concept, in this work, we investigate the main antiviral drugs used in clinical research to treat COVID-19. As a result, our strategy made it possible to assess the biological activity and toxicity of all potential by-products. We believed that our findings provide new chemical insights that can benefit the rational development of novel drugs in the future. |
format |
article |
author |
João Paulo Almirão de Jesus Letícia Cristina Assis Alexandre Alves de Castro Elaine Fontes Ferreira da Cunha Eugenie Nepovimova Kamil Kuca Teodorico de Castro Ramalho Felipe de Almeida La Porta |
author_facet |
João Paulo Almirão de Jesus Letícia Cristina Assis Alexandre Alves de Castro Elaine Fontes Ferreira da Cunha Eugenie Nepovimova Kamil Kuca Teodorico de Castro Ramalho Felipe de Almeida La Porta |
author_sort |
João Paulo Almirão de Jesus |
title |
Effect of drug metabolism in the treatment of SARS-CoV-2 from an entirely computational perspective |
title_short |
Effect of drug metabolism in the treatment of SARS-CoV-2 from an entirely computational perspective |
title_full |
Effect of drug metabolism in the treatment of SARS-CoV-2 from an entirely computational perspective |
title_fullStr |
Effect of drug metabolism in the treatment of SARS-CoV-2 from an entirely computational perspective |
title_full_unstemmed |
Effect of drug metabolism in the treatment of SARS-CoV-2 from an entirely computational perspective |
title_sort |
effect of drug metabolism in the treatment of sars-cov-2 from an entirely computational perspective |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/d3ed4d988abc460bbb0f802b9e741d1d |
work_keys_str_mv |
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