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用于通过高光谱检眼镜图像检测痴呆症的β淀粉样蛋白生物标志物。

Amyloid beta biomarker for dementia detection by hyperspectral ophthalmoscope images.

作者信息

Ng Yu-Bun, Sung Sheng-Feng, Nguyen Hong-Thai, Liang Shih-Wun, Tsao Yu-Ming, Kao Yi-Hui, Lin Wen-Shou, Wang Hsiang-Chen

机构信息

Department of Radiology, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi City 60002, Taiwan.

Department of Internal Medicine, Division of Neurology, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi City 60002, Taiwan.

出版信息

Aging (Albany NY). 2024 Dec 6;16(22):13648-13661. doi: 10.18632/aging.206171.

Abstract

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.

摘要

痴呆症患病率的不断上升及其经济负担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岁参与者的3256张眼底镜图像数据集,通过简易精神状态检查表(MMSE)将其分为痴呆症组和非痴呆症组,我们从五个关键感兴趣区域(ROI)提取了特征,这些区域因其Aβ生物标志物的明显变化而被确定。分析表明,性别对痴呆症水平没有显著影响,在380纳米至600纳米波长范围内未观察到明显的光谱差异。然而,在600纳米至780纳米之间,男女的光谱反射强度均存在显著差异,这表明这可能是区分痴呆症阶段的一个潜在途径。尽管糖尿病对血管系统有影响,但其阶段对痴呆症发展没有显著影响。这项研究突出了HSI在识别与痴呆症相关的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,这可能为痴呆症的早期检测提供一种非侵入性方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9924/11723658/f08ea23d610a/aging-16-206171-g001.jpg

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