Potential of artificial intelligence to accelerate diagnosis and drug discovery for COVID-19
The coronavirus disease (COVID-19) pandemic has caused havoc worldwide. The tests currently used to diagnose COVID-19 are based on real time reverse transcription polymerase chain reaction (RT-PCR), computed tomography medical imaging techniques and immunoassays. It takes 2 days to obtain results fr...
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doaj-f542f2626cac4191a35ccd861dc0c9602021-10-07T15:05:12ZengPeerJ Inc.PeerJ2167-83592021-10-019e1207310.7717/peerj.12073Potential of artificial intelligence to accelerate diagnosis and drug discovery for COVID-19Indira Mikkili0Abraham Peele Karlapudi1T. C. Venkateswarulu2Vidya Prabhakar Kodali3Deepika Sri Singh Macamdas4Krupanidhi Sreerama5Biotechnology, Vignan’s Foundation for Science, Technology & Research, Guntur, Andhra Pradesh, IndiaBiotechnology, Vignan’s Foundation for Science, Technology & Research, Guntur, Andhra Pradesh, IndiaBiotechnology, Vignan’s Foundation for Science, Technology & Research, Guntur, Andhra Pradesh, IndiaBiotechnology, Vikrama Simhapuri University, Nellore, Andhra Pradesh, IndiaBiotechnology, Vignan’s Foundation for Science, Technology & Research, Guntur, Andhra Pradesh, IndiaBiotechnology, Vignan’s Foundation for Science, Technology & Research, Guntur, Andhra Pradesh, IndiaThe coronavirus disease (COVID-19) pandemic has caused havoc worldwide. The tests currently used to diagnose COVID-19 are based on real time reverse transcription polymerase chain reaction (RT-PCR), computed tomography medical imaging techniques and immunoassays. It takes 2 days to obtain results from the RT-PCR test and also shortage of test kits creating a requirement for alternate and rapid methods to accurately diagnose COVID-19. Application of artificial intelligence technologies such as the Internet of Things, machine learning tools and big data analysis to COVID-19 diagnosis could yield rapid and accurate results. The neural networks and machine learning tools can also be used to develop potential drug molecules. Pharmaceutical companies face challenges linked to the costs of drug molecules, research and development efforts, reduced efficiency of drugs, safety concerns and the conduct of clinical trials. In this review, relevant features of artificial intelligence and their potential applications in COVID-19 diagnosis and drug development are highlighted.https://peerj.com/articles/12073.pdfMachine learningNeural networksDrug discoveryReverse transcriptase polymerase chain reactionArtificial intelligenceComputed tomography |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Indira Mikkili Abraham Peele Karlapudi T. C. Venkateswarulu Vidya Prabhakar Kodali Deepika Sri Singh Macamdas Krupanidhi Sreerama |
spellingShingle |
Indira Mikkili Abraham Peele Karlapudi T. C. Venkateswarulu Vidya Prabhakar Kodali Deepika Sri Singh Macamdas Krupanidhi Sreerama Potential of artificial intelligence to accelerate diagnosis and drug discovery for COVID-19 PeerJ Machine learning Neural networks Drug discovery Reverse transcriptase polymerase chain reaction Artificial intelligence Computed tomography |
author_facet |
Indira Mikkili Abraham Peele Karlapudi T. C. Venkateswarulu Vidya Prabhakar Kodali Deepika Sri Singh Macamdas Krupanidhi Sreerama |
author_sort |
Indira Mikkili |
title |
Potential of artificial intelligence to accelerate diagnosis and drug discovery for COVID-19 |
title_short |
Potential of artificial intelligence to accelerate diagnosis and drug discovery for COVID-19 |
title_full |
Potential of artificial intelligence to accelerate diagnosis and drug discovery for COVID-19 |
title_fullStr |
Potential of artificial intelligence to accelerate diagnosis and drug discovery for COVID-19 |
title_full_unstemmed |
Potential of artificial intelligence to accelerate diagnosis and drug discovery for COVID-19 |
title_sort |
potential of artificial intelligence to accelerate diagnosis and drug discovery for covid-19 |
publisher |
PeerJ Inc. |
series |
PeerJ |
issn |
2167-8359 |
publishDate |
2021-10-01 |
description |
The coronavirus disease (COVID-19) pandemic has caused havoc worldwide. The tests currently used to diagnose COVID-19 are based on real time reverse transcription polymerase chain reaction (RT-PCR), computed tomography medical imaging techniques and immunoassays. It takes 2 days to obtain results from the RT-PCR test and also shortage of test kits creating a requirement for alternate and rapid methods to accurately diagnose COVID-19. Application of artificial intelligence technologies such as the Internet of Things, machine learning tools and big data analysis to COVID-19 diagnosis could yield rapid and accurate results. The neural networks and machine learning tools can also be used to develop potential drug molecules. Pharmaceutical companies face challenges linked to the costs of drug molecules, research and development efforts, reduced efficiency of drugs, safety concerns and the conduct of clinical trials. In this review, relevant features of artificial intelligence and their potential applications in COVID-19 diagnosis and drug development are highlighted. |
topic |
Machine learning Neural networks Drug discovery Reverse transcriptase polymerase chain reaction Artificial intelligence Computed tomography |
url |
https://peerj.com/articles/12073.pdf |
work_keys_str_mv |
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