Research Progress of Eye Movement Analyses and its Detection Algorithms in Alzheimer's Disease.

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-04-24 DOI:10.2174/0115672050300564240416074025
Xueying He, Ivan Selesnick, Ming Zhu
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Abstract

Alzheimer's disease (AD) has been considered one of the most challenging forms of dementia. The earlier the people are diagnosed with AD, the easier it is for doctors to find a treatment. Based on the previous literature summarizing the research results on the relationship between eye movement and AD before 2013, this paper reviewed 34 original eye movements research papers only closely related to AD published in the past ten years and pointed out that the prosaccade (4 papers) and antisaccade (5 papers) tasks, reading tasks (3 papers), visual search tasks (3 papers) are still the research objects of many researchers, Some researchers have looked at King-Devick tasks (2 papers), reading tasks (3 papers) and special tasks (8 papers), and began to use combinations of different saccade tasks to detect the relationship between eye movement and AD, which had not been done before. These reflect the diversity of eye movement tasks and the complexity and difficulty of the relationship between eye movement and AD. On this basis, the current processing and analysis methods of eye movement datasets are analyzed and discussed in detail, and we note that certain key data that may be especially important for the early diagnosis of AD by using eye movement studies cannot be miss-classified as noise and removed. Finally, we note that the development of methods that can accurately denoise and classify and quickly process massive eye movement data is quite significant for detecting eye movements in early diagnosis of AD.
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阿尔茨海默病眼动分析及其检测算法的研究进展。
阿尔茨海默病(AD)被认为是最具挑战性的痴呆症之一。越早诊断出阿尔茨海默病,医生就越容易找到治疗方法。本文在总结2013年以前有关眼动与AD关系的研究成果的基础上,综述了近十年来发表的仅与AD密切相关的34篇原创眼动研究论文,指出前摄动任务(4篇)和反前摄动任务(5篇)、阅读任务(3篇)、视觉搜索任务(3篇)是眼动研究的热点、一些研究者关注了 King-Devick 任务(2 篇论文)、阅读任务(3 篇论文)和特殊任务(8 篇论文),并开始使用不同囊回任务的组合来检测眼动与 AD 的关系,这在以前是没有的。这些都反映了眼动任务的多样性以及眼动与注意力缺失症之间关系的复杂性和难度。在此基础上,我们对目前眼动数据集的处理和分析方法进行了详细的分析和讨论,并指出不能将某些可能对利用眼动研究进行早期AD诊断尤为重要的关键数据错误地归类为噪声而予以剔除。最后,我们指出,开发能够准确去噪、分类和快速处理海量眼动数据的方法,对于检测眼动以早期诊断注意力缺失症意义重大。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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