{"title":"时间特征对轻度认知障碍检测的性能评价:一项近红外光谱研究","authors":"U. Ghafoor, M. A. Yaqub, K. Hong","doi":"10.1109/CACS47674.2019.9024353","DOIUrl":null,"url":null,"abstract":"A decline in cognition characterized by the deficit in memory, judgment, and language is known as mild cognitive impairment (MCI). This deficiency has great likelihood of developing Alzheimer’s disease (AD). Hence, the recognition of MCI or an early stage of AD is critical at earliest for evaluation and treatment. In this study, functional near-infrared spectroscopy (fNIRS) was used to measure the concentration changes of oxygenated hemoglobin (ΔHbO) from the pre-frontal cortex of six healthy controls (HC) and six MCI patients during a working memory task. Various temporal features of ΔHbO, such as mean, slope, kurtosis, skewness, and peak-values, were tested for distinguishing MCI patients from HCs. We further investigated the impact of intervention (i.e., acupuncture treatment) on MCI patients (i.e., MCI-1: before intervention, MCI-2: after intervention). Both groups went through fNIRS recording procedure with a gap of 45 days. Before the second fNIRS measurement, only the patient group underwent interventions twice per week for six weeks. The results showed that the mean ΔHbO response of MCI-1 was significantly less than (p < 0.05) that of HC but similar (p > 0.05) with MCI-2. Out of tested temporal features, signal mean and peak values of HC were significantly different (p = 0.0409, p = 0.0430) in comparison to MCI-1 but no significant difference (p = 0.4885, p = 0.4437) if MCI-2. Moreover, these fNIRS results were positively correlated with cognitive test scores. These preliminary results showed that fNIRS can be used for distinguishing MCI patients from HCs using mean hemodynamic response as well as temporal features.","PeriodicalId":247039,"journal":{"name":"2019 International Automatic Control Conference (CACS)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Performance evaluation of temporal features for detection of mild cognitive impairment: An fNIRS study\",\"authors\":\"U. Ghafoor, M. A. Yaqub, K. Hong\",\"doi\":\"10.1109/CACS47674.2019.9024353\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A decline in cognition characterized by the deficit in memory, judgment, and language is known as mild cognitive impairment (MCI). This deficiency has great likelihood of developing Alzheimer’s disease (AD). Hence, the recognition of MCI or an early stage of AD is critical at earliest for evaluation and treatment. In this study, functional near-infrared spectroscopy (fNIRS) was used to measure the concentration changes of oxygenated hemoglobin (ΔHbO) from the pre-frontal cortex of six healthy controls (HC) and six MCI patients during a working memory task. Various temporal features of ΔHbO, such as mean, slope, kurtosis, skewness, and peak-values, were tested for distinguishing MCI patients from HCs. We further investigated the impact of intervention (i.e., acupuncture treatment) on MCI patients (i.e., MCI-1: before intervention, MCI-2: after intervention). Both groups went through fNIRS recording procedure with a gap of 45 days. Before the second fNIRS measurement, only the patient group underwent interventions twice per week for six weeks. The results showed that the mean ΔHbO response of MCI-1 was significantly less than (p < 0.05) that of HC but similar (p > 0.05) with MCI-2. Out of tested temporal features, signal mean and peak values of HC were significantly different (p = 0.0409, p = 0.0430) in comparison to MCI-1 but no significant difference (p = 0.4885, p = 0.4437) if MCI-2. Moreover, these fNIRS results were positively correlated with cognitive test scores. 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引用次数: 1
摘要
以记忆、判断和语言缺陷为特征的认知能力下降被称为轻度认知障碍(MCI)。这种缺陷极有可能导致阿尔茨海默病(AD)。因此,识别MCI或早期AD对于早期评估和治疗至关重要。本研究采用功能性近红外光谱(fNIRS)测量了6例健康对照(HC)和6例轻度认知障碍(MCI)患者在工作记忆任务期间前额叶皮层含氧血红蛋白(ΔHbO)的浓度变化。测试ΔHbO的各种时间特征,如平均值、斜率、峰度、偏度和峰值,以区分MCI患者和hcc患者。我们进一步研究了干预(即针灸治疗)对MCI患者(即干预前MCI-1,干预后MCI-2)的影响。两组均进行fNIRS记录,间隔45天。在第二次fNIRS测量之前,只有患者组每周进行两次干预,持续六周。结果显示,MCI-1的平均ΔHbO应答率显著低于HC (p < 0.05),但与MCI-2相似(p > 0.05)。在测试的时间特征中,HC的信号均值和峰值与MCI-1相比有显著差异(p = 0.0409, p = 0.0430),而与MCI-2相比无显著差异(p = 0.4885, p = 0.4437)。此外,这些fNIRS结果与认知测试成绩呈正相关。这些初步结果表明,fNIRS可以通过平均血流动力学反应和时间特征来区分MCI患者和hcc患者。
Performance evaluation of temporal features for detection of mild cognitive impairment: An fNIRS study
A decline in cognition characterized by the deficit in memory, judgment, and language is known as mild cognitive impairment (MCI). This deficiency has great likelihood of developing Alzheimer’s disease (AD). Hence, the recognition of MCI or an early stage of AD is critical at earliest for evaluation and treatment. In this study, functional near-infrared spectroscopy (fNIRS) was used to measure the concentration changes of oxygenated hemoglobin (ΔHbO) from the pre-frontal cortex of six healthy controls (HC) and six MCI patients during a working memory task. Various temporal features of ΔHbO, such as mean, slope, kurtosis, skewness, and peak-values, were tested for distinguishing MCI patients from HCs. We further investigated the impact of intervention (i.e., acupuncture treatment) on MCI patients (i.e., MCI-1: before intervention, MCI-2: after intervention). Both groups went through fNIRS recording procedure with a gap of 45 days. Before the second fNIRS measurement, only the patient group underwent interventions twice per week for six weeks. The results showed that the mean ΔHbO response of MCI-1 was significantly less than (p < 0.05) that of HC but similar (p > 0.05) with MCI-2. Out of tested temporal features, signal mean and peak values of HC were significantly different (p = 0.0409, p = 0.0430) in comparison to MCI-1 but no significant difference (p = 0.4885, p = 0.4437) if MCI-2. Moreover, these fNIRS results were positively correlated with cognitive test scores. These preliminary results showed that fNIRS can be used for distinguishing MCI patients from HCs using mean hemodynamic response as well as temporal features.