Dynamics of the “Cognitive” Brain Wave P3b at Rest for Alzheimer Dementia Prediction in Mild Cognitive Impairment

P3b页 痴呆 认知 认知功能衰退 脑电图 心理学 听力学 神经科学 疾病 医学 事件相关电位 内科学
作者
Camillo Porcaro,Fabrizio Vecchio,Francesca Miraglia,Giancarlo Zito,Paolo Maria Rossini
出处
期刊:International Journal of Neural Systems [World Scientific]
卷期号:32 (05) 被引量:8
标识
DOI:10.1142/s0129065722500228
摘要

Alzheimer's disease (AD) is the most common cause of dementia that involves a progressive and irrevocable decline in cognitive abilities and social behavior, thus annihilating the patient's autonomy. The theoretical assumption that disease-modifying drugs are most effective in the early stages hopefully in the prodromal stage called mild cognitive impairment (MCI) urgently pushes toward the identification of robust and individualized markers of cognitive decline to establish an early pharmacological intervention. This requires the combination of well-established neural mechanisms and the development of increasingly sensitive methodologies. Among the neurophysiological markers of attention and cognition, one of the sub-components of the 'cognitive brain wave' P300 recordable in an odd-ball paradigm -namely the P3b- is extensively regarded as a sensitive indicator of cognitive performance. Several studies have reliably shown that changes in the amplitude and latency of the P3b are strongly related to cognitive decline and aging both healthy and pathological. Here, we used a P3b spatial filter to enhance the electroencephalographic (EEG) characteristics underlying 175 subjects divided into 135 MCI subjects, 20 elderly controls (EC), and 20 young volunteers (Y). The Y group served to extract the P3b spatial filter from EEG data, which was later applied to the other groups during resting conditions with eyes open and without being asked to perform any task. The group of 135 MCI subjects could be divided into two subgroups at the end of a month follow-up: 75 with stable MCI (MCI-S, not converted to AD), 60 converted to AD (MCI-C). The P3b spatial filter was built by means of a signal processing method called Functional Source Separation (FSS), which increases signal-to-noise ratio by using a weighted sum of all EEG recording channels rather than relying on a single, or a small sub-set, of channels. A clear difference was observed for the P3b dynamics at rest between groups. Moreover, a machine learning approach showed that P3b at rest could correctly distinguish MCI from EC (80.6% accuracy) and MCI-S from MCI-C (74.1% accuracy), with an accuracy as high as 93.8% in discriminating between MCI-C and EC. Finally, a comparison of the Bayes factor revealed that the group differences among MCI-S and MCI-C were 138 times more likely to be detected using the P3b dynamics compared with the best performing single electrode (Pz) approach. In conclusion, we propose that P3b as measured through spatial filters can be safely regarded as a simple and sensitive marker to predict the conversion from an MCI to AD status eventually combined with other non-neurophysiological biomarkers for a more precise definition of dementia having neuropathological Alzheimer characteristics.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
秋意发布了新的文献求助10
1秒前
KK完成签到,获得积分10
1秒前
发呆的小号完成签到 ,获得积分10
2秒前
2秒前
可爱的函函应助成就白秋采纳,获得10
3秒前
3秒前
张伟完成签到,获得积分10
5秒前
5秒前
田様应助雪白的尔琴采纳,获得10
7秒前
落霞与孤鹜齐飞完成签到,获得积分10
7秒前
白白白发布了新的文献求助10
8秒前
8秒前
高子滢关注了科研通微信公众号
9秒前
涔雨发布了新的文献求助10
10秒前
11秒前
倚楼听风雨完成签到 ,获得积分10
12秒前
12秒前
14秒前
14秒前
万能图书馆应助橘子树采纳,获得10
14秒前
cy完成签到 ,获得积分10
16秒前
小泡泡完成签到,获得积分20
17秒前
Andd完成签到,获得积分10
18秒前
凡酒权发布了新的文献求助30
18秒前
18秒前
dhsidhsid完成签到 ,获得积分20
18秒前
奋斗含巧发布了新的文献求助10
19秒前
19秒前
长安完成签到 ,获得积分10
20秒前
丘比特应助殷勤的紫槐采纳,获得10
20秒前
Binbin发布了新的文献求助10
21秒前
23秒前
小炸日记发布了新的文献求助10
23秒前
madao发布了新的文献求助10
23秒前
成就白秋发布了新的文献求助10
23秒前
干净曼卉发布了新的文献求助10
24秒前
doppelganger发布了新的文献求助10
24秒前
企鹅完成签到,获得积分10
24秒前
科研通AI6.1应助白白白采纳,获得10
24秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Modern Epidemiology, Fourth Edition 5000
Digital Twins of Advanced Materials Processing 2000
Weaponeering, Fourth Edition – Two Volume SET 2000
Polymorphism and polytypism in crystals 1000
Signals, Systems, and Signal Processing 610
Discrete-Time Signals and Systems 610
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 纳米技术 有机化学 物理 生物化学 化学工程 计算机科学 复合材料 内科学 催化作用 光电子学 物理化学 电极 冶金 遗传学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 6025081
求助须知:如何正确求助?哪些是违规求助? 7659914
关于积分的说明 16178336
捐赠科研通 5173305
什么是DOI,文献DOI怎么找? 2768128
邀请新用户注册赠送积分活动 1751546
关于科研通互助平台的介绍 1637642