Resting-state connectivity biomarkers define neurophysiological subtypes of depression

被引:1440
作者
Drysdale, Andrew T. [1 ,2 ,3 ]
Grosenick, Logan [4 ,5 ,6 ]
Downar, Jonathan [7 ]
Dunlop, Katharine [7 ]
Mansouri, Farrokh
Meng, Yue [1 ]
Fetcho, Robert N. [1 ]
Zebley, Benjamin [8 ]
Oathes, Desmond J. [9 ,10 ]
Etkin, Amit [11 ,12 ]
Schatzberg, Alan F. [11 ]
Sudheimer, Keith [11 ]
Keller, Jennifer [11 ]
Mayberg, Helen S. [13 ]
Gunning, Faith M. [2 ,14 ]
Alexopoulos, George S. [2 ,14 ]
Fox, Michael D. [15 ,16 ]
Pascual-Leone, Alvaro [15 ,16 ]
Voss, Henning U. [17 ]
Casey, B. J. [18 ]
Dubin, Marc J. [1 ,2 ]
Liston, Conor [1 ,2 ,3 ]
机构
[1] Weill Cornell Med Coll, Feil Family Brain & Mind Res Inst, New York, NY 10017 USA
[2] Weill Cornell Med Coll, Dept Psychiat, New York, NY 10017 USA
[3] Weill Cornell Med Coll, Sackler Inst Dev Psychobiol, New York, NY 10017 USA
[4] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
[5] Stanford Univ, Ctr Mind Brain & Computat, Stanford, CA 94305 USA
[6] Columbia Univ, Med Ctr, Dept Stat, New York, NY USA
[7] Toronto Western Hosp, Dept Psychiat, Toronto, ON, Canada
[8] Columbia Univ, Med Ctr, Dept Psychiat, New York, NY USA
[9] Univ Penn, Perelman Sch Med, Ctr Neuromodulat Depress & Stress, Philadelphia, PA USA
[10] Univ Penn, Perelman Sch Med, Dept Psychiat, Philadelphia, PA USA
[11] Stanford Univ, Dept Psychiat & Behav Sci, Stanford, CA 94305 USA
[12] Stanford Univ, Vet Affairs Palo Alto Hlth Care Syst, Stanford, CA 94305 USA
[13] Emory Univ, Sch Med, Dept Psychiat, Atlanta, GA 30322 USA
[14] Weill Cornell Med Coll, Inst Geriatr Psychiat, New York, NY USA
[15] Berenson Allen Ctr Noninvas Brain Stimulat, Boston, MA USA
[16] Harvard Med Sch, Boston, MA USA
[17] Weill Cornell Med Coll, Dept Radiol, New York, NY USA
[18] Yale Univ, Dept Psychol, New Haven, CT USA
关键词
TRANSCRANIAL MAGNETIC STIMULATION; INTRINSIC FUNCTIONAL CONNECTIVITY; DEFAULT MODE NETWORK; PREFRONTAL CORTEX; MAJOR DEPRESSION; DENDRITIC MORPHOLOGY; HEAD MOTION; AMYGDALA; ANTIDEPRESSANT; ORGANIZATION;
D O I
10.1038/nm.4246
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Biomarkers have transformed modern medicine but remain largely elusive in psychiatry, partly because there is a weak correspondence between diagnostic labels and their neurobiological substrates. Like other neuropsychiatric disorders, depression is not a unitary disease, but rather a heterogeneous syndrome that encompasses varied, co-occurring symptoms and divergent responses to treatment. By using functional magnetic resonance imaging (fMRI) in a large multisite sample (n = 1,188), we show here that patients with depression can be subdivided into four neurophysiological subtypes ('biotypes') defined by distinct patterns of dysfunctional connectivity in limbic and frontostriatal networks. Clustering patients on this basis enabled the development of diagnostic classifiers (biomarkers) with high (82-93%) sensitivity and specificity for depression subtypes in multisite validation (n = 711) and out-of-sample replication (n = 477) data sets. These biotypes cannot be differentiated solely on the basis of clinical features, but they are associated with differing clinical-symptom profiles. They also predict responsiveness to transcranial magnetic stimulation therapy (n = 154). Our results define novel subtypes of depression that transcend current diagnostic boundaries and may be useful for identifying the individuals who are most likely to benefit from targeted neurostimulation therapies.
引用
收藏
页码:28 / 38
页数:11
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