Isserles Moshe, Daskalakis Zafiris J, George Mark S, Blumberger Daniel M, Sackeim Harold A, Shahaf Goded
Departments of Psychiatry and Radiology, College of Physicians and Surgeons, Columbia University, New York, NY.
BrainMARC Ltd, Yokneam, Israel.
J ECT. 2018 Dec;34(4):274-282. doi: 10.1097/YCT.0000000000000551.
Prefrontal repetitive transcranial magnetic stimulation (rTMS) repeated daily for 4 to 6 weeks is used to treat major depressive disorder, but more than 50% of patients do not achieve significant response. Here we test the validity of a simple electroencephalographic (EEG) marker that predicts nonresponse to rTMS. Such a marker could potentially increase rTMS effectiveness by directing nonresponders to alternative treatments or by guiding early modification of stimulation parameters.
We retrospectively analyzed 2-channel EEG data captured in the OPT-TMS National Institute of Mental Health-sponsored, multicenter study. Cumulative Brain Engagement Index (cBEI), a measure derived from template matching that allows scoring EEG dynamics along treatment, was computed.
Six hundred sixty-five EEG recordings were analyzed. In the rTMS group, the median cBEI was found to increase in the responder group but remained unchanged in the nonresponder group. The difference between the cBEI of the groups became statistically significant by the third valid EEG sample. Within 5 samples, 91% of the responders presented with a cBEI above a preset threshold. Within 9 samples, 17% of the nonresponders had a cBEI above the threshold.
This study demonstrates the feasibility of a simple-to-capture EEG marker as a treatment-emergent marker of response to rTMS treatment of depression. In the OPT-TMS study, discontinuing treatment when the cBEI dropped below the threshold between the fifth to ninth treatment potentially could have avoided administration of 485 (63%) of 765 treatments. Because the marker can be generated online, it would be of interest to evaluate, in future studies, whether it could be used to tune treatment parameters and improve remission rates.
前额叶重复经颅磁刺激(rTMS)连续每日进行4至6周用于治疗重度抑郁症,但超过50%的患者未取得显著疗效。在此,我们测试一种简单的脑电图(EEG)标志物预测rTMS无反应性的有效性。这样一种标志物有可能通过将无反应者导向替代治疗或指导早期调整刺激参数来提高rTMS的有效性。
我们回顾性分析了在国立精神卫生研究所资助的多中心OPT-TMS研究中采集的双通道EEG数据。计算了累积脑参与指数(cBEI),这是一种通过模板匹配得出的测量方法,可对治疗过程中的EEG动态进行评分。
分析了665份EEG记录。在rTMS组中,发现有反应者组的cBEI中位数增加,而无反应者组则保持不变。到第三次有效EEG样本时,两组cBEI之间的差异具有统计学意义。在5个样本内,91%的有反应者cBEI高于预设阈值。在9个样本内,17%的无反应者cBEI高于阈值。
本研究证明了一种易于获取的EEG标志物作为抑郁症rTMS治疗反应的治疗中出现的标志物的可行性。在OPT-TMS研究中,当cBEI在第五至第九次治疗之间降至阈值以下时停止治疗,可能避免了765次治疗中的485次(63%)。由于该标志物可在线生成,在未来研究中评估其是否可用于调整治疗参数并提高缓解率将是有意义的。