Identifying Ketamine Responses in Treatment-Resistant Depression Using a Wearable Forehead EEG

被引:64
作者
Cao, Zehong [1 ,2 ,3 ]
Lin, Chin-Teng [1 ,2 ]
Ding, Weiping [4 ,5 ]
Chen, Mu-Hong [6 ,7 ]
Li, Cheng-Ta [6 ,7 ]
Su, Tung-Ping [8 ,9 ,10 ]
机构
[1] Univ Technol Sydney, Ctr Artificial Intelligence, Sydney, NSW 2007, Australia
[2] Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia
[3] Univ Tasmania, Coll Sci & Engn, Discipline ICT, Sch Technol Environm & Design, Hobart, Tas 7005, Australia
[4] Nantong Univ, Sch Comp Sci & Technol, Nantong, Peoples R China
[5] Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW, Australia
[6] Taipei Vet Gen Hosp, Dept Psychiat, Taipei, Taiwan
[7] Natl Yang Ming Univ, Fac Med, Taipei, Taiwan
[8] Cheng Hsin Gen Hosp, Taipei 112, Taiwan
[9] Taipei Vet Gen Hosp, Dept Psychiat, Taipei 112, Taiwan
[10] Natl Yang Ming Univ, Fac Med, Taipei 112, Taiwan
基金
澳大利亚研究理事会;
关键词
Depression; EEG; Forehead; Ketamine; Predictor; ANTERIOR CINGULATE CORTEX; FRONTAL ALPHA ASYMMETRY; LOW-DOSE KETAMINE; PREFRONTAL CORTEX; MAJOR DEPRESSION; MIDLINE THETA; ANTIDEPRESSANT; BIOMARKERS; PREDICTOR; ELECTROENCEPHALOGRAM;
D O I
10.1109/TBME.2018.2877651
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This study explores responses to ketamine in patients with treatment-resistant depression (TRD) using a wearable forehead electroencephalography (EEG) device. We recruited and randomly assigned 55 outpatients with TRD into three approximately equal-sized groups (A: 0.5-mg/kg ketamine; B: 0.2-mg/kg ketamine; and C: normal saline) under double-blind conditions. The ketamine responses were measured by EEG signals and Hamilton depression rating scale scores. At baseline, the responders showed significantly weaker EEG theta power than the non-responders (p < 0.05). Compared to the baseline, the responders exhibited higher EEG alpha power but lower EEG alpha asymmetry and theta cordance post-treatment (p < 0.05). Furthermore, our baseline EEG predictor classified the responders and non-responders with 81.3 +/- 9.5% accuracy, 82.1 +/- 8.6% sensitivity, and 91.9 +/- 7.4% specificity. In conclusion, the rapid antidepressant effects of mixed doses of ketamine are associated with prefrontal EEG power, asymmetry, and cordance at baseline and early post-treatment changes. Prefrontal EEG patterns at baselinemay serve as indicators of ketamine effects. Our randomized double-blind placebo-controlled study provides information regarding the clinical impacts on the potential targets underlying baseline identification and early changes from the effects of ketamine in patients with TRD.
引用
收藏
页码:1668 / 1679
页数:12
相关论文
共 55 条
[1]   Human anterior and frontal midline theta and lower alpha reflect emotionally positive state and internalized attention: high-resolution EEG investigation of meditation [J].
Aftanas, LI ;
Golocheikine, SA .
NEUROSCIENCE LETTERS, 2001, 310 (01) :57-60
[2]   Neurophysiological predictors of non-response to rTMS in depression [J].
Arns, Martijn ;
Drinkenburg, Wilhelmus H. ;
Fitzgerald, Paul B. ;
Kenemans, J. Leon .
BRAIN STIMULATION, 2012, 5 (04) :569-576
[3]   Early reduction in prefrontal theta QEEG cordance value predicts response to venlafaxine treatment in patients with resistant depressive disorder [J].
Bares, Martin ;
Brunovsky, Martin ;
Kopecek, Miloslav ;
Novak, Tomas ;
Stopkova, Pavla ;
Kozeny, Jiri ;
Sos, Peter ;
Krajca, Vladimir ;
Hoschl, Cyril .
EUROPEAN PSYCHIATRY, 2008, 23 (05) :350-355
[4]   The neurobiology of the EEG biomarker as a predictor of treatment response in depression [J].
Baskaran, Anusha ;
Milev, Roumen ;
McIntyre, Roger S. .
NEUROPHARMACOLOGY, 2012, 63 (04) :507-513
[5]   Antidepressant effects of ketamine in depressed patients [J].
Berman, RM ;
Cappiello, A ;
Anand, A ;
Oren, DA ;
Heninger, GR ;
Charney, DS ;
Krystal, JH .
BIOLOGICAL PSYCHIATRY, 2000, 47 (04) :351-354
[6]   Electroencephalographic and perceptual asymmetry differences between responders and nonresponders to an SSRI antidepressant [J].
Bruder, GE ;
Stewart, JW ;
Tenke, CE ;
McGrath, PJ ;
Leite, P ;
Bhattacharya, N ;
Quitkin, FM .
BIOLOGICAL PSYCHIATRY, 2001, 49 (05) :416-425
[7]   Electroencephalographic alpha measures predict therapeutic response to a selective serotonin reuptake inhibitor antidepressant: Pre- and post-treatment findings [J].
Bruder, Gerard E. ;
Sedoruk, James P. ;
Stewart, Jonathan W. ;
McGrath, Patrick J. ;
Quitkin, Frederic M. ;
Tenke, Craig E. .
BIOLOGICAL PSYCHIATRY, 2008, 63 (12) :1171-1177
[8]   Reduction of dorsolateral prefrontal cortex gray matter in late-life depression [J].
Chang, Cheng-Chen ;
Yu, Shun-Chieh ;
McQuoid, Douglas R. ;
Messer, Denise F. ;
Taylor, Warren D. ;
Singh, Kulpreet ;
Boyd, Brian D. ;
Krishnan, K. Ranga R. ;
MacFall, James R. ;
Steffens, David C. ;
Payne, Martha E. .
PSYCHIATRY RESEARCH-NEUROIMAGING, 2011, 193 (01) :1-6
[9]   Early changes in prefrontal activity characterize clinical responders to antidepressants [J].
Cook, IA ;
Leuchter, AF ;
Morgan, M ;
Witte, E ;
Stubbeman, WF ;
Abrams, M ;
Rosenberg, S ;
Uijtdehaage, SHJ .
NEUROPSYCHOPHARMACOLOGY, 2002, 27 (01) :120-131
[10]   EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis [J].
Delorme, A ;
Makeig, S .
JOURNAL OF NEUROSCIENCE METHODS, 2004, 134 (01) :9-21