A scalp-EEG network-based analysis of Alzheimer's disease patients at rest

被引:0
作者
Kabbara, Aya [1 ,2 ,3 ,4 ]
El Falou, Wassim [1 ,2 ]
Khalil, Mohamad [1 ,2 ]
Eid, Hassan [5 ]
Hassan, Mahmoud [3 ,4 ]
机构
[1] Lebanese Univ, Azm Res Ctr Biotechnol, EDST, Beirut, Lebanon
[2] Lebanese Univ, Fac Engn, CRSI Res Ctr, Beirut, Lebanon
[3] Univ Rennes 1, LTSI, F-35000 Rennes, France
[4] INSERM, U1099, F-35000 Rennes, France
[5] Mazloum Hosp, Tripoli, Libya
来源
2017 FOURTH INTERNATIONAL CONFERENCE ON ADVANCES IN BIOMEDICAL ENGINEERING (ICABME) | 2017年
关键词
Alzheimer's disease; EEG connectivity; resting state; graph theory; FUNCTIONAL BRAIN NETWORKS; PLACEBO-CONTROLLED TRIAL; CONNECTIVITY;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Most brain disorders including Alzheimer's disease (AD) are related to alterations in the normal brain network organization and function. Exploring these network alterations using non-invasive and easy to use technique is a topic of great interest. In this paper, we collected EEG resting-state data from AD patients and healthy control subjects. Functional connectivity between scalp EEG signals was quantified using the phase locking value (PLV) for 6 frequency bands, theta (4-8 Hz), alpha 1(8-10 Hz), alpha 2(10-13 Hz), beta(13-30 Hz), gamma(30-45 Hz), and broad band (0.2-45 Hz). To assess the differences in network properties, graph-theoretical analysis was performed. AD patients showed decrease of mean connectivity, average clustering and global efficiency in the lower alpha band. Positive correlation between the cognitive score and the extracted graph measures was obtained, suggesting that EEG could be a promising technique to derive new biomarkers of AD diagnosis.
引用
收藏
页码:135 / 138
页数:4
相关论文
共 50 条
  • [41] Analysis of Neuropsychiatric Symptoms in Patients with Alzheimer's Disease Using Quantitative EEG and sLORETA
    Shim, Yong S.
    Shin, Hae-Eun
    NEURODEGENERATIVE DISEASES, 2020, 20 (01) : 12 - 19
  • [42] Synchronizability of EEG-Based Functional Networks in Early Alzheimer's Disease
    Tahaei, Marzieh S.
    Jalili, Mahdi
    Knyazeva, Maria G.
    IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2012, 20 (05) : 636 - 641
  • [43] EEG/MEG- and imaging-based diagnosis of Alzheimer's disease
    Hulbert, Sarah
    Adeli, Hojjat
    REVIEWS IN THE NEUROSCIENCES, 2013, 24 (06) : 563 - 576
  • [44] Analysis of regularity in the EEG background activity of Alzheimer's disease patients with Approximate Entropy
    Abásolo, D
    Hornero, R
    Espino, P
    Poza, J
    Sánchez, CI
    de la Rosa, R
    CLINICAL NEUROPHYSIOLOGY, 2005, 116 (08) : 1826 - 1834
  • [45] Functional Connectivity Network based on Graph Analysis of Scalp EEG for Epileptic Classification
    Sargolzaei, Saman
    Cabrerizo, Mercedes
    Goryawala, Mohammed
    Eddin, Anas Salah
    Adjouadi, Malek
    2013 IEEE SIGNAL PROCESSING IN MEDICINE AND BIOLOGY SYMPOSIUM (SPMB), 2013,
  • [46] Altered motor performance in Alzheimer's disease: a dynamic analysis using EEG
    Allouch, Sahar
    Tabbal, Judie
    Nasser, Assef
    Hassan, Mahmoud
    Khalil, Mohamad
    Kabbara, Aya
    2019 FIFTH INTERNATIONAL CONFERENCE ON ADVANCES IN BIOMEDICAL ENGINEERING (ICABME), 2019, : 176 - 179
  • [47] The effects of donepezil on quantitative EEG in patients with Alzheimer's disease
    Reeves, RR
    Struve, FA
    Patrick, G
    CLINICAL ELECTROENCEPHALOGRAPHY, 2002, 33 (02): : 93 - 96
  • [48] Deep Convolutional Neural Networks for Classification of Mild Cognitive Impaired and Alzheimer's Disease Patients from Scalp EEG Recordings
    Morabito, Francesco Carlo
    Campolo, Maurizio
    Ieracitano, Cosimo
    Ebadi, Javad Mohammad
    Bonanno, Lilla
    Bramanti, Alessia
    De Salvo, Simona
    Mammone, Nadia
    Bramanti, Placido
    2016 IEEE 2ND INTERNATIONAL FORUM ON RESEARCH AND TECHNOLOGIES FOR SOCIETY AND INDUSTRY LEVERAGING A BETTER TOMORROW (RTSI), 2016, : 162 - 167
  • [49] Revealing the Molecular Mechanisms of Alzheimer's Disease Based on Network Analysis
    Bayraktar, Abdulahad
    Lam, Simon
    Altay, Ozlem
    Li, Xiangyu
    Yuan, Meng
    Zhang, Cheng
    Arif, Muhammad
    Turkez, Hasan
    Uhlen, Mathias
    Shoaie, Saeed
    Mardinoglu, Adil
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2021, 22 (21)
  • [50] Dysregulated Fc gamma receptor-mediated phagocytosis pathway in Alzheimer's disease: network-based gene expression analysis
    Park, Young Ho
    Hodges, Angela
    Risacher, Shannon L.
    Lin, Kuang
    Jang, Jae-Won
    Ahn, Soyeon
    Kim, SangYun
    Lovestone, Simon
    Simmons, Andrew
    Weiner, Michael W.
    Saykin, Andrew J.
    Nho, Kwangsik
    NEUROBIOLOGY OF AGING, 2020, 88 : 24 - 32