The global research of magnetic resonance imaging in Alzheimer's disease: a bibliometric analysis from 2004 to 2023.

IF 2.8 3区 医学 Q2 CLINICAL NEUROLOGY Frontiers in Neurology Pub Date : 2025-01-15 eCollection Date: 2024-01-01 DOI:10.3389/fneur.2024.1510522
Xiaoyu Sun, Jianghua Zhu, Ruowei Li, Yun Peng, Lianggeng Gong
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Abstract

Background: Alzheimer's disease (AD) is a common neurodegenerative disorder worldwide and the using of magnetic resonance imaging (MRI) in the management of AD is increasing. The present study aims to summarize MRI in AD researches via bibliometric analysis and predict future research hotspots.

Methods: We searched for records related to MRI studies in AD patients from 2004 to 2023 in the Web of Science Core Collection (WoSCC) database. CiteSpace was applied to analyze institutions, references and keywords. VOSviewer was used for the analysis of countries, authors and journals.

Results: A total of 13,659 articles were obtained in this study. The number of published articles showed overall exponential growth from 2004 to 2023. The top country and institution were the United States and the University of California System, accounting for 40.30% and 9.88% of the total studies, respectively. Jack CR from the United States was the most productive author. The most productive journal was the Journal of Alzheimers Disease. Keyword burst analysis revealed that "machine learning" and "deep learning" were the keywords that frequently appeared in the past 6 years. Timeline views of the references revealed that "#0 tau pathology" and "#1 deep learning" are currently the latest research focuses.

Conclusion: This study provides an in-depth overview of publications on MRI studies in AD. The United States is the leading country in this field with a concentration of highly productive researchers and high-level institutions. The current research hotspot is deep learning, which is being applied to develop noninvasive diagnosis and safer treatment of AD.

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磁共振成像在阿尔茨海默病中的全球研究:2004年至2023年的文献计量学分析。
背景:阿尔茨海默病(AD)是世界范围内常见的神经退行性疾病,磁共振成像(MRI)在AD治疗中的应用越来越多。本研究旨在通过文献计量学分析,总结MRI在AD研究中的应用,并预测未来的研究热点。方法:我们在Web of Science Core Collection (WoSCC)数据库中检索2004 - 2023年AD患者MRI研究的相关记录。应用CiteSpace软件对机构、参考文献和关键词进行分析。使用VOSviewer对国家、作者和期刊进行分析。结果:本研究共纳入文献13659篇。从2004年到2023年,发表的文章数量呈指数级增长。留学人数最多的国家和院校是美国和加州大学系统,分别占总留学人数的40.30%和9.88%。来自美国的Jack CR是最多产的作家。最有成效的期刊是《阿尔茨海默病杂志》。关键词爆发分析显示,“机器学习”和“深度学习”是过去6 年频繁出现的关键词。参考文献的时间轴视图显示,“#0 tau病理学”和“#1深度学习”是目前最新的研究热点。结论:本研究提供了对AD MRI研究出版物的深入概述。美国是这一领域的领先国家,拥有大量高产的研究人员和高水平的机构。目前的研究热点是深度学习,正在应用于开发AD的无创诊断和更安全的治疗方法。
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来源期刊
Frontiers in Neurology
Frontiers in Neurology CLINICAL NEUROLOGYNEUROSCIENCES -NEUROSCIENCES
CiteScore
4.90
自引率
8.80%
发文量
2792
审稿时长
14 weeks
期刊介绍: The section Stroke aims to quickly and accurately publish important experimental, translational and clinical studies, and reviews that contribute to the knowledge of stroke, its causes, manifestations, diagnosis, and management.
期刊最新文献
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