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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.
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页码:1668 / 1679
页数:12
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