Visual analysis of drug research and development based on artificial intelligence

The iteration of artificial intelligence (AI) technology provides new opportunities for drug research and experimental development. In recent years, AI-based drug research has continuously made new progress and has garnered widespread attention. This study retrieved data from a total of 23,096 paper...

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Main Authors: Wei Wei, Chao Song, Changxing Qi, Xin Zhang, Xiaoyi Zhang, Run Pu, Yi Ao
Format: Article
Language:English
Published: KeAi Communications Co., Ltd. 2024-12-01
Series:Journal of Holistic Integrative Pharmacy
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Online Access:http://www.sciencedirect.com/science/article/pii/S2707368824000657
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author Wei Wei
Chao Song
Changxing Qi
Xin Zhang
Xiaoyi Zhang
Run Pu
Yi Ao
author_facet Wei Wei
Chao Song
Changxing Qi
Xin Zhang
Xiaoyi Zhang
Run Pu
Yi Ao
author_sort Wei Wei
collection DOAJ
description The iteration of artificial intelligence (AI) technology provides new opportunities for drug research and experimental development. In recent years, AI-based drug research has continuously made new progress and has garnered widespread attention. This study retrieved data from a total of 23,096 papers in AI-based drug research and development from the Web of Science up to May 14, 2024, and conducted bibliometric analysis using VOSviewer software. The results indicated that the AI-based drug research and development is a globally recognized hotspot, and the United States holds a certain authority in this field, while China ranks second in total publication output. The integration of AI technology with drug development primarily involves four stages: drug discovery, preclinical research, clinical trials, and drug manufacturing. So, AI technology has been applied throughout the entire process of drug development. AI-based virtual drug screening and structure-activity relationship analysis started early, while graph neural networks, pre-trained models (Transformer), interpretable AI technology, ChatGPT, and large language models were significantly highlighted in the last 3 years. Moreover, since 2020, AI-based drug repurposing, molecular dynamics simulation, 3D printing, and drug delivery system design have emerged as research hotspots and have been mainly applied to, particularly, on COVID-19, disease prognosis, liver cancer, lung cancer, and immunotherapy.
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issn 2707-3688
language English
publishDate 2024-12-01
publisher KeAi Communications Co., Ltd.
record_format Article
series Journal of Holistic Integrative Pharmacy
spelling doaj-art-377d2a2dd5fc4eedb1ac56c7c8b28b702024-12-31T04:13:29ZengKeAi Communications Co., Ltd.Journal of Holistic Integrative Pharmacy2707-36882024-12-0154323332Visual analysis of drug research and development based on artificial intelligenceWei Wei0Chao Song1Changxing Qi2Xin Zhang3Xiaoyi Zhang4Run Pu5Yi Ao6China National Center for Biotechnology Development, Beijing, 100039, ChinaChina National Center for Biotechnology Development, Beijing, 100039, China; Vanke School of Public Health, Tsinghua University, Beijing, 100084, ChinaChina National Center for Biotechnology Development, Beijing, 100039, China; Hubei Key Laboratory of Natural Medicinal Chemistry and Resource Evaluation, School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, ChinaChina National Center for Biotechnology Development, Beijing, 100039, ChinaNew Technology Center of the Ministry of Science and Technology, Beijing, 100039, ChinaChina National Center for Biotechnology Development, Beijing, 100039, ChinaChina National Center for Biotechnology Development, Beijing, 100039, China; Corresponding author.The iteration of artificial intelligence (AI) technology provides new opportunities for drug research and experimental development. In recent years, AI-based drug research has continuously made new progress and has garnered widespread attention. This study retrieved data from a total of 23,096 papers in AI-based drug research and development from the Web of Science up to May 14, 2024, and conducted bibliometric analysis using VOSviewer software. The results indicated that the AI-based drug research and development is a globally recognized hotspot, and the United States holds a certain authority in this field, while China ranks second in total publication output. The integration of AI technology with drug development primarily involves four stages: drug discovery, preclinical research, clinical trials, and drug manufacturing. So, AI technology has been applied throughout the entire process of drug development. AI-based virtual drug screening and structure-activity relationship analysis started early, while graph neural networks, pre-trained models (Transformer), interpretable AI technology, ChatGPT, and large language models were significantly highlighted in the last 3 years. Moreover, since 2020, AI-based drug repurposing, molecular dynamics simulation, 3D printing, and drug delivery system design have emerged as research hotspots and have been mainly applied to, particularly, on COVID-19, disease prognosis, liver cancer, lung cancer, and immunotherapy.http://www.sciencedirect.com/science/article/pii/S2707368824000657Visual analysisDrug research and developmentArtificial intelligenceVOSviewer softwareBibliometrics
spellingShingle Wei Wei
Chao Song
Changxing Qi
Xin Zhang
Xiaoyi Zhang
Run Pu
Yi Ao
Visual analysis of drug research and development based on artificial intelligence
Journal of Holistic Integrative Pharmacy
Visual analysis
Drug research and development
Artificial intelligence
VOSviewer software
Bibliometrics
title Visual analysis of drug research and development based on artificial intelligence
title_full Visual analysis of drug research and development based on artificial intelligence
title_fullStr Visual analysis of drug research and development based on artificial intelligence
title_full_unstemmed Visual analysis of drug research and development based on artificial intelligence
title_short Visual analysis of drug research and development based on artificial intelligence
title_sort visual analysis of drug research and development based on artificial intelligence
topic Visual analysis
Drug research and development
Artificial intelligence
VOSviewer software
Bibliometrics
url http://www.sciencedirect.com/science/article/pii/S2707368824000657
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AT chaosong visualanalysisofdrugresearchanddevelopmentbasedonartificialintelligence
AT changxingqi visualanalysisofdrugresearchanddevelopmentbasedonartificialintelligence
AT xinzhang visualanalysisofdrugresearchanddevelopmentbasedonartificialintelligence
AT xiaoyizhang visualanalysisofdrugresearchanddevelopmentbasedonartificialintelligence
AT runpu visualanalysisofdrugresearchanddevelopmentbasedonartificialintelligence
AT yiao visualanalysisofdrugresearchanddevelopmentbasedonartificialintelligence