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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Main Authors: Indira Mikkili, Abraham Peele Karlapudi, T. C. Venkateswarulu, Vidya Prabhakar Kodali, Deepika Sri Singh Macamdas, Krupanidhi Sreerama
Format: Article
Language:English
Published: PeerJ Inc. 2021-10-01
Series:PeerJ
Subjects:
Online Access:https://peerj.com/articles/12073.pdf
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spelling 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
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