高光谱检眼镜图像检测痴呆的β淀粉样蛋白生物标志物。

IF 3.9 3区 医学 Q2 CELL BIOLOGY
Aging-Us Pub Date : 2024-12-06 DOI:10.18632/aging.206171
Yu-Bun Ng, Sheng-Feng Sung, Hong-Thai Nguyen, Shih-Wun Liang, Yu-Ming Tsao, Yi-Hui Kao, Wen-Shou Lin, Hsiang-Chen Wang
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引用次数: 0

摘要

痴呆症的患病率不断上升,经济负担不断加重,这凸显了创新检测方法的紧迫性。本研究通过分析与β淀粉样蛋白(Aβ)形成相关的视网膜变化,探讨了高光谱成像(HSI)检测痴呆症的潜力。利用来自137名年龄在60至85岁之间的参与者的3256张验光图像数据集,通过迷你精神状态检查(MMSE)将其分为痴呆症和非痴呆症组,我们从5个关键感兴趣区域(roi)中提取特征,以确定其a β生物标志物的显着变化。分析显示,性别对痴呆症水平没有显著影响,在380 nm和600 nm波长范围内没有观察到实质性的光谱差异。然而,光谱反射强度在600 nm和780 nm之间存在显著差异,这提示了区分痴呆阶段的潜在途径。尽管糖尿病对血管系统有影响,但其阶段并没有显著影响痴呆症的发展。这项研究强调了HSI在识别痴呆症相关视网膜变化方面的效用,并呼吁进一步探索其作为诊断工具的有效性,可能为痴呆症的早期检测提供一种非侵入性方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Amyloid beta biomarker for dementia detection by hyperspectral ophthalmoscope images.

The escalating prevalence and economic burden of dementia underscore the urgency for innovative detection methods. This study investigates the potential of hyperspectral imaging (HSI) to detect dementia by analyzing retinal changes associated with amyloid beta (Aβ) formations. Leveraging a dataset of 3,256 ophthalmoscopic images from 137 participants aged 60 to 85 years, categorized into dementia and non-dementia groups via the Mini-Mental State Examination (MMSE), we extracted features from five key regions of interest (ROIs) identified for their pronounced changes in Aβ biomarkers. The analysis revealed that gender does not significantly influence dementia levels, and no substantial spectral differences were observed within the 380 nm to 600 nm wavelength range. However, significant variations in spectral reflection intensity were noted between 600 nm and 780 nm across both genders, suggesting a potential avenue for distinguishing stages of dementia. Despite the impact of diabetes on the vascular system, its stages did not significantly influence dementia development. This research highlights the utility of HSI in identifying dementia-related retinal changes and calls for further exploration into its effectiveness as a diagnostic tool, potentially offering a non-invasive method for early detection of dementia.

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来源期刊
Aging-Us
Aging-Us CELL BIOLOGY-
CiteScore
10.00
自引率
0.00%
发文量
595
审稿时长
6-12 weeks
期刊介绍: Information not localized
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