Brain regulation of emotional conflict predicts antidepressant treatment response for depression

被引:41
作者
Fonzo, Gregory A. [1 ]
Etkin, Amit [2 ,3 ,4 ]
Zhang, Yu [2 ,3 ,4 ]
Wu, Wei [2 ,3 ,4 ]
Cooper, Crystal [5 ]
Chin-Fatt, Cherise [5 ]
Jha, Manish K. [5 ]
Trombello, Joseph [5 ]
Deckersbach, Thilo [6 ]
Adams, Phil [7 ,8 ]
McInnis, Melvin [9 ]
McGrath, Patrick J. [7 ,8 ]
Weissman, Myrna M. [7 ,8 ]
Fava, Maurizio [6 ]
Trivedi, Madhukar H. [5 ]
机构
[1] Univ Texas Austin, Dell Med Sch, Dept Psychiat, Austin, TX 78712 USA
[2] Stanford Univ, Dept Psychiat & Behav Sci, Stanford, CA 94305 USA
[3] Stanford Univ, Wu Tsai Neurosci Inst, Stanford, CA 94305 USA
[4] Vet Affairs Palo Alto Healthcare Syst, Sierra Pacific Mental Illness Res, Educ & Clin Ctr, Palo Alto, CA 94304 USA
[5] Univ Texas Southwestern Med Ctr Dallas, Dept Psychiat, Dallas, TX 75390 USA
[6] Massachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
[7] Columbia Univ, Coll Phys & Surg, New York State Psychiat Inst, New York, NY USA
[8] Columbia Univ, Dept Psychiat, Coll Phys & Surg, New York, NY USA
[9] Univ Michigan, Dept Psychiat, Ann Arbor, MI 48109 USA
基金
美国国家卫生研究院;
关键词
TRANSCRANIAL MAGNETIC STIMULATION; ANTERIOR CINGULATE CORTEX; GENERALIZED ANXIETY; MAJOR DEPRESSION; IMPLICIT REGULATION; RESOLVE CONFLICT; ACTIVATION; ADAPTATION; CONNECTIVITY; REGRESSION;
D O I
10.1038/s41562-019-0732-1
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
The efficacy of antidepressant treatment for depression is controversial due to the only modest superiority demonstrated over placebo. However, neurobiological heterogeneity within depression may limit overall antidepressant efficacy. We sought to identify a neurobiological phenotype responsive to antidepressant treatment by testing pretreatment brain activation during response to, and regulation of, emotional conflict as a moderator of the clinical benefit of the antidepressant sertraline versus placebo. Using neuroimaging data from a large randomized controlled trial, we found widespread moderation of clinical benefits by brain activity during regulation of emotional conflict, in which greater downregulation of conflict-responsive regions predicted better sertraline outcomes. Treatment-predictive machine learning using brain metrics outperformed a model trained on clinical and demographic variables. Our findings demonstrate that antidepressant response is predicted by brain activity underlying a key self-regulatory emotional capacity. Leveraging brain-based measures in psychiatry will forge a path toward better treatment personalization, refined mechanistic insights and improved outcomes.
引用
收藏
页码:1319 / 1331
页数:13
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