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Role of artificial intelligence in fast-track drug discovery and vaccine development for COVID-19
COVID-19 is a global pandemic spread across more than 200 countries and several measures are being taken to control it. Researchers in pharmaceutical academia/industry are incessantly targeting this disease through vaccine and drug development protocols. Artificial intelligence is being extensively...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9069021/ http://dx.doi.org/10.1016/B978-0-323-90054-6.00006-4 |
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author | Bali, Alka Bali, Nishu |
author_facet | Bali, Alka Bali, Nishu |
author_sort | Bali, Alka |
collection | PubMed |
description | COVID-19 is a global pandemic spread across more than 200 countries and several measures are being taken to control it. Researchers in pharmaceutical academia/industry are incessantly targeting this disease through vaccine and drug development protocols. Artificial intelligence is being extensively explored for surveillance, diagnostics, contact tracing, and for clinical management of COVID-19. The most common application has been for repurposing of existing drugs through various AI tools. Successful training of artificial neural networks based on identification of specific patterns in binding of known antiviral drugs with protein sequences from diverse virus species have generated models giving good predictions for molecules against SARS-CoV-2 virus, in sync with clinical studies. ML tools have also been used to investigate immunogenic components of the virus to be exploited as vaccine candidates. In this chapter, the utilization of artificial intelligence to accelerate drug-design and vaccine design research for COVID-19 has been reviewed. |
format | Online Article Text |
id | pubmed-9069021 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
record_format | MEDLINE/PubMed |
spelling | pubmed-90690212022-05-04 Role of artificial intelligence in fast-track drug discovery and vaccine development for COVID-19 Bali, Alka Bali, Nishu Novel AI and Data Science Advancements for Sustainability in the Era of COVID-19 Article COVID-19 is a global pandemic spread across more than 200 countries and several measures are being taken to control it. Researchers in pharmaceutical academia/industry are incessantly targeting this disease through vaccine and drug development protocols. Artificial intelligence is being extensively explored for surveillance, diagnostics, contact tracing, and for clinical management of COVID-19. The most common application has been for repurposing of existing drugs through various AI tools. Successful training of artificial neural networks based on identification of specific patterns in binding of known antiviral drugs with protein sequences from diverse virus species have generated models giving good predictions for molecules against SARS-CoV-2 virus, in sync with clinical studies. ML tools have also been used to investigate immunogenic components of the virus to be exploited as vaccine candidates. In this chapter, the utilization of artificial intelligence to accelerate drug-design and vaccine design research for COVID-19 has been reviewed. 2022 2022-04-08 /pmc/articles/PMC9069021/ http://dx.doi.org/10.1016/B978-0-323-90054-6.00006-4 Text en Copyright © 2022 Elsevier Inc. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Bali, Alka Bali, Nishu Role of artificial intelligence in fast-track drug discovery and vaccine development for COVID-19 |
title | Role of artificial intelligence in fast-track drug discovery and vaccine development for COVID-19 |
title_full | Role of artificial intelligence in fast-track drug discovery and vaccine development for COVID-19 |
title_fullStr | Role of artificial intelligence in fast-track drug discovery and vaccine development for COVID-19 |
title_full_unstemmed | Role of artificial intelligence in fast-track drug discovery and vaccine development for COVID-19 |
title_short | Role of artificial intelligence in fast-track drug discovery and vaccine development for COVID-19 |
title_sort | role of artificial intelligence in fast-track drug discovery and vaccine development for covid-19 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9069021/ http://dx.doi.org/10.1016/B978-0-323-90054-6.00006-4 |
work_keys_str_mv | AT balialka roleofartificialintelligenceinfasttrackdrugdiscoveryandvaccinedevelopmentforcovid19 AT balinishu roleofartificialintelligenceinfasttrackdrugdiscoveryandvaccinedevelopmentforcovid19 |