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应用短波近红外光超光谱成像评估糖尿病小纤维神经病。

Assessment of diabetic small-fiber neuropathy by using short-wave infrared hyperspectral imaging.

机构信息

Division of Endocrinology and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan.

Department of Medicine, School of Medicine, National Yang-Ming Chiao Tung University, Taipei, Taiwan.

出版信息

J Biophotonics. 2022 Feb;15(2):e202100220. doi: 10.1002/jbio.202100220. Epub 2021 Nov 22.

Abstract

Among patients with type 2 diabetes mellitus (T2DM), the association between hyperspectral imaging (HSI) examination and diabetic neuropathy (DN) is ascertained using HSI of the feet using four types of spectral difference measurements. DN was evaluated by traditional Michigan Neuropathy Screening Instrument (MNSI), evaluation of painful neuropathy (ID-Pain, DN4) and sudomotor function by measuring electrochemical skin conductance (ESC). Of the 120 T2DM patients and 20 healthy adults enrolled, T2DM patients are categorized into normal sudomotor (ESC >60 μS) and sudomotor dysfunction (ESC ≤ 60 μS) groups. Spectral difference analyses reveal significant intergroup differences, whereas traditional examinations cannot distinguish between the two groups. HSI waveform reflectance gradually increases with disease severity, at 1400 to 1600 nm. The area under the curve (AUC) of receiver operating characteristic (ROC) analysis for abnormal ESC is ≥0.8 for all four HSI methods. HSI could be an objective, sensitive, rapid, noninvasive and remote approach to identify early small-fiber DN.

摘要

在 2 型糖尿病(T2DM)患者中,使用四种光谱差测量方法对脚部进行高光谱成像(HSI)检查,确定 HSI 检查与糖尿病神经病变(DN)之间的关联。DN 通过传统的密歇根神经病变筛查工具(MNSI)、疼痛性神经病评估(ID-Pain、DN4)和通过测量电化学皮肤电导率(ESC)评估出汗功能来评估。在纳入的 120 名 T2DM 患者和 20 名健康成年人中,T2DM 患者分为正常出汗功能(ESC>60μS)和出汗功能障碍(ESC≤60μS)组。光谱差异分析显示两组之间存在显著的组间差异,而传统检查无法区分两组。HSI 波形反射率随着疾病严重程度逐渐增加,在 1400 至 1600nm 之间。对于所有四种 HSI 方法,异常 ESC 的接收者操作特征(ROC)分析的曲线下面积(AUC)均≥0.8。HSI 可能是一种客观、敏感、快速、非侵入性和远程的方法,可用于识别早期小纤维 DN。

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