EEG based Visualization and Analysis of Emotional processing in Major Depressive Disorder

被引:0
作者
Gayathiri, R. R. [1 ]
Devi, Bhuvana M. [1 ]
Kavya, G. Aghil [1 ]
Veezhinathan, Mahesh [1 ]
Geethanjali, B. [1 ]
机构
[1] SSN Coll Engn, Dept Biomed Engn, Chennai, Tamil Nadu, India
来源
2020 6TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING AND COMMUNICATION SYSTEMS (ICACCS) | 2020年
关键词
major depressive disorder; electroencephalography; emotions; IAPS; SAM scale; Frontal Alpha asymmetry; MUSIC;
D O I
10.1109/icaccs48705.2020.9074406
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Major Depressive Disorder is one of the principal causes of disability globally. It is characterized by low self-regard and thoughts of hopelessness. This study aims at analyzing the brain activity during emotional processing in depressed patients. Fifteen adults with a HDRS-17 score of greater than 20 participated in the study. EEG was recorded while viewing two categories of IAPS pictures namely, neutral and high valence high arousal. SAM scale was utilized to find the perceptual emotions of the participants. The behavioral study showed a neutral response for both the sets of pictures. The mean relative power of alpha was observed to be elevated in left frontal region indicating negative emotion. Significant changes in mean relative beta power was observed between high valence high arousal stimuli (F3=0.01, F4=0.016, F7=0.013, F8=0.007) and neutral stimuli (F3=0.004, F4=0.005, F7=0.002, F8=0.002), indicating arousal though it is not perceived. Frontal alpha asymmetry scores, with the significance of p<0.05, showed withdrawal behavior while viewing the pictures when compared to rest. It is concluded that negative emotion for both neutral and positive stimuli could be a characteristic feature for Major Depressive Disorder.
引用
收藏
页码:336 / 341
页数:6
相关论文
共 20 条
[1]  
[Anonymous], AUST J BASIC APPL SC
[2]   Music induced emotion using wavelet packet decomposition-An EEG study [J].
Balasubramanian, Geethanjali ;
Kanagasabai, Adalarasu ;
Mohan, Jagannath ;
Seshadri, N. P. Guhan .
BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2018, 42 :115-128
[3]   MEASURING EMOTION - THE SELF-ASSESSMENT MANNEQUIN AND THE SEMANTIC DIFFERENTIAL [J].
BRADLEY, MM ;
LANG, PJ .
JOURNAL OF BEHAVIOR THERAPY AND EXPERIMENTAL PSYCHIATRY, 1994, 25 (01) :49-59
[4]   Automatic Epileptic Seizure Detection in EEG Using Nonsubsampled Wavelet-Fourier Features [J].
Chen, Guangyi ;
Xie, Wenfang ;
Bui, Tien D. ;
Krzyzak, Adam .
JOURNAL OF MEDICAL AND BIOLOGICAL ENGINEERING, 2017, 37 (01) :123-131
[5]   Frontal EEG asymmetry as a moderator and mediator of emotion [J].
Coan, JA ;
Allen, JJB .
BIOLOGICAL PSYCHOLOGY, 2004, 67 (1-2) :7-49
[6]   Is resting anterior EEG alpha asymmetry a trait marker for depression? [J].
Debener, S ;
Beauducel, A ;
Nessler, D ;
Brocke, B ;
Heilemann, H ;
Kayser, J .
NEUROPSYCHOBIOLOGY, 2000, 41 (01) :31-37
[7]  
Deepa V. Baby, 2011, INT J ADV COMPUTER S, V2
[8]   Music-Induced Brain Functional Connectivity Using EEG Sensors: A Study on Indian Music [J].
Geethanjali, B. ;
Adalarasu, K. ;
Jagannath, M. ;
Scshadri, N. P. Guhan .
IEEE SENSORS JOURNAL, 2019, 19 (04) :1499-1507
[9]  
Geethanjali B, 2007, COMPLEX WORLD NEUROS
[10]   A RATING SCALE FOR DEPRESSION [J].
HAMILTON, M .
JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 1960, 23 (01) :56-62