High-resolution virtual brain modeling personalizes deep brain stimulation for treatment-resistant depression: Spatiotemporal response characteristics following stimulation of neural fiber pathways

被引:6
|
作者
An, Sora [1 ]
Fousek, Jan [2 ]
Kiss, Zelma H. T. [3 ,4 ,5 ]
Cortese, Filomeno [3 ,6 ]
van der Wijk, Gwen [7 ]
McAusland, Laina Beth [5 ]
Ramasubbu, Rajamannar [3 ,4 ,5 ]
Jirsa, Viktor K. [2 ]
Protzner, Andrea B. [3 ,4 ,7 ]
机构
[1] Ewha Womans Univ, Dept Commun Disorders, Seoul 03760, South Korea
[2] Aix Marseille Univ, Inst Neurosci Syst, INS, INSERM, F-13005 Marseille, France
[3] Univ Calgary, Hotchkiss Brain Inst, Calgary, AB T2N 1N4, Canada
[4] Univ Calgary, Mathison Ctr Mental Hlth, Calgary, AB T2N 1N4, Canada
[5] Univ Calgary, Cumming Sch Med, Dept Clin Neurosci & Psychiat, Calgary, AB T2N 1N4, Canada
[6] Univ Calgary, Seaman Family MR Ctr, Foothills Med Ctr, Calgary, AB T2N 1N4, Canada
[7] Univ Calgary, Dept Psychol, Calgary, AB T2N 1N4, Canada
基金
新加坡国家研究基金会; 加拿大自然科学与工程研究理事会;
关键词
Virtual brain; Treatment-resistant depression; Deep brain stimulation; Stimulation-induced event-related potential; Fiber tracts; Personalized medicine; LARGE-SCALE BRAIN; STATE FUNCTIONAL CONNECTIVITY; MECHANISMS; EEG; ROBUST; CIRCUITRY; DYNAMICS; DISORDER; EFFICACY; MRI;
D O I
10.1016/j.neuroimage.2021.118848
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Over the past 15 years, deep brain stimulation (DBS) has been actively investigated as a groundbreaking therapy for patients with treatment-resistant depression (TRD); nevertheless, outcomes have varied from patient to patient, with an average response rate of similar to 50%. The engagement of specific fiber tracts at the stimulation site has been hypothesized to be an important factor in determining outcomes, however, the resulting individual network effects at the whole-brain scale remain largely unknown. Here we provide a computational framework that can explore each individual's brain response characteristics elicited by selective stimulation of fiber tracts. We use a novel personalized in-silico approach, the Virtual Big Brain, which makes use of high-resolution virtual brain models at a mm-scale and explicitly reconstructs more than 100,000 fiber tracts for each individual. Each fiber tract is active and can be selectively stimulated. Simulation results demonstrate distinct stimulus-induced event-related potentials as a function of stimulation location, parametrized by the contact positions of the electrodes implanted in each patient, even though validation against empirical patient data reveals some limitations (i.e., the need for individual parameter adjustment, and differential accuracy across stimulation locations). This study provides evidence for the capacity of personalized high-resolution virtual brain models to investigate individual network effects in DBS for patients with TRD and opens up novel avenues in the personalized optimization of brain stimulation.
引用
收藏
页数:13
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