Resting fMRI-guided TMS results in subcortical and brain network modulation indexed by interleaved TMS/fMRI

被引:42
作者
Oathes, Desmond J. [1 ]
Zimmerman, Jared P. [1 ,2 ]
Duprat, Romain [1 ]
Japp, Seda S. [1 ]
Scully, Morgan [1 ]
Rosenberg, Benjamin M. [3 ]
Flounders, Matthew W. [1 ]
Long, Hannah [1 ]
Deluisi, Joseph A. [1 ]
Elliott, Mark [4 ]
Shandler, Gavriella [1 ]
Shinohara, Russell T. [1 ,5 ,6 ]
Linn, Kristin A. [1 ,5 ,6 ]
机构
[1] Univ Penn, Dept Psychiat, Perelman Sch Med, Ctr Neuromodulat Depress & Stress, Philadelphia, PA 19104 USA
[2] Univ Penn, Perelman Sch Med, Dept Neurosci, Philadelphia, PA 19104 USA
[3] Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA 90095 USA
[4] Univ Penn, Dept Radiol, Perelman Sch Med, Ctr Magnet Resonance & Opt Imaging, Philadelphia, PA 19104 USA
[5] Univ Penn, Perelman Sch Med, Penn Stat Imaging & Visualizat Ctr, Dept Biostat Epidemiol & Informat, Philadelphia, PA 19104 USA
[6] Univ Penn, Perelman Sch Med, Ctr Biomed Image Comp & Analyt, Philadelphia, PA 19104 USA
基金
美国国家卫生研究院;
关键词
TMS; fMRI; Neuroimaging; Anxiety; Depression; TRANSCRANIAL MAGNETIC STIMULATION; FUNCTIONAL CONNECTIVITY; MAJOR DEPRESSION; CORTEX; TARGETS; METAANALYSIS; EFFICACY; EMOTION; ANXIETY;
D O I
10.1007/s00221-021-06036-5
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Traditional non-invasive imaging methods describe statistical associations of functional co-activation over time. They cannot easily establish hierarchies in communication as done in non-human animals using invasive methods. Here, we interleaved functional MRI (fMRI) recordings with non-invasive transcranial magnetic stimulation (TMS) to map causal communication between the frontal cortex and subcortical target structures including the subgenual anterior cingulate cortex (sgACC) and the amygdala. Seed-based correlation maps from each participant's resting fMRI scan determined individual stimulation sites with high temporal correlation to targets for the subsequent TMS/fMRI session(s). The resulting TMS/fMRI images were transformed to quantile responses, so that regions of high-/low-quantile response corresponded to the areas of the brain with the most positive/negative evoked response relative to the global brain response. We then modeled the average quantile response for a given region (e.g., structure or network) to determine whether TMS was effective in the relative engagement of the downstream targets. Both the sgACC and amygdala were differentially influenced by TMS. Furthermore, we found that the sgACC distributed brain network was modulated in response to fMRI-guided TMS. The amygdala, but not its distributed network, also responded to TMS. Our findings suggest that individual targeting and brain response measurements reflect causal circuit mapping to the sgACC and amygdala in humans. These results set the stage to further map circuits in the brain and link circuit pathway integrity to clinical intervention outcomes, especially when the intervention targets specific pathways and networks as is possible with TMS.
引用
收藏
页码:1165 / 1178
页数:14
相关论文
共 51 条
[1]   Transcranial magnetic stimulation elicits coupled neural and hemodynamic consequences [J].
Allen, Elena A. ;
Pasley, Brian N. ;
Duong, Thang ;
Freeman, Ralph D. .
SCIENCE, 2007, 317 (5846) :1918-1921
[2]   Cytoarchitectonic mapping of the human amygdala, hippocampal region and entorhinal cortex: intersubject variability and probability maps [J].
Amunts, K ;
Kedo, O ;
Kindler, M ;
Pieperhoff, P ;
Mohlberg, H ;
Shah, NJ ;
Habel, U ;
Schneider, F ;
Zilles, K .
ANATOMY AND EMBRYOLOGY, 2005, 210 (5-6) :343-352
[3]   An energy budget for signaling in the grey matter of the brain [J].
Attwell, D ;
Laughlin, SB .
JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM, 2001, 21 (10) :1133-1145
[4]   The relationship between spatial configuration and functional connectivity of brain regions [J].
Bijsterbosch, Janine Diane ;
Woolrich, Mark W. ;
Glasser, Matthew F. ;
Robinson, Emma C. ;
Beckmann, Christian F. ;
Van Essen, David C. ;
Harrison, Samuel J. ;
Smith, Stephen M. .
ELIFE, 2018, 7
[5]   Effectiveness of theta burst versus high-frequency repetitive transcranial magnetic stimulation in patients with depression (THREE-D): a randomised non-inferiority trial [J].
Blumberger, Daniel M. ;
Vila-Rodriguez, Fidel ;
Thorpe, Kevin E. ;
Feffer, Kfir ;
Noda, Yoshihiro ;
Giacobbe, Peter ;
Knyahnytska, Yuliya ;
Kennedy, Sidney H. ;
Lam, Raymond W. ;
Daskalakis, Zafiris J. ;
Downar, Jonathan .
LANCET, 2018, 391 (10131) :1683-1692
[6]   Parallel Interdigitated Distributed Networks within the Individual Estimated by Intrinsic Functional Connectivity [J].
Braga, Rodrigo M. ;
Buckner, Randy L. .
NEURON, 2017, 95 (02) :457-+
[7]   Cognitive Reappraisal of Emotion: A Meta-Analysis of Human Neuroimaging Studies [J].
Buhle, Jason T. ;
Silvers, Jennifer A. ;
Wager, Tor D. ;
Lopez, Richard ;
Onyemekwu, Chukwudi ;
Kober, Hedy ;
Weber, Jochen ;
Ochsner, Kevin N. .
CEREBRAL CORTEX, 2014, 24 (11) :2981-2990
[8]   Using Brain Imaging to Improve Spatial Targeting of Transcranial Magnetic Stimulation for Depression [J].
Cash, F. H. Robin ;
Weigand, Anne ;
Zalesky, Andrew ;
Siddiqi, H. Shan ;
Downar, Jonathan ;
Fitzgerald, B. Paul ;
Fox, D. Michael .
BIOLOGICAL PSYCHIATRY, 2021, 90 (10) :689-700
[9]   Functional Magnetic Resonance Imaging-Guided Personalization of Transcranial Magnetic Stimulation Treatment for Depression [J].
Cash, Robin F. H. ;
Cocchi, Luca ;
Lv, Jinglei ;
Fitzgerald, Paul B. ;
Zalesky, Andrew .
JAMA PSYCHIATRY, 2021, 78 (03) :337-339
[10]   Subgenual Functional Connectivity Predicts Antidepressant Treatment Response to Transcranial Magnetic Stimulation: Independent Validation and Evaluation of Personalization [J].
Cash, Robin F. H. ;
Zalesky, Andrew ;
Thomson, Richard H. ;
Tian, Ye ;
Cocchi, Luca ;
Fitzgerald, Paul B. .
BIOLOGICAL PSYCHIATRY, 2019, 86 (02) :E5-E7