Simulation of Cortico-Basal Ganglia Oscillations and Their Suppression by Closed Loop Deep Brain Stimulation

被引:28
|
作者
Grant, Peadar F. [1 ]
Lowery, Madeleine M. [1 ]
机构
[1] Univ Coll Dublin, Sch Elect Elect & Commun Engn, Dublin 2, Ireland
关键词
Closed-loop deep brain stimulation; computational model; SUBTHALAMIC NUCLEUS; PARKINSONS-DISEASE; GLOBUS-PALLIDUS; NEURONS; MODELS; SYNCHRONIZATION; CONDUCTIVITY; MODULATION; ACTIVATION; IMPEDANCE;
D O I
10.1109/TNSRE.2012.2202403
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
A new model of deep brain stimulation (DBS) is presented that integrates volume conduction effects with a neural model of pathological beta-band oscillations in the cortico-basal ganglia network. The model is used to test the clinical hypothesis that closed-loop control of the amplitude of DBS may be possible, based on the average rectified value of beta-band oscillations in the local field potential. Simulation of closed-loop high-frequency DBS was shown to yield energy savings, with the magnitude of the energy saved dependent on the strength of coupling between the subthalamic nucleus and the remainder of the cortico-basal ganglia network. When closed-loop DBS was applied to a strongly coupled cortico-basal ganglia network, the stimulation energy delivered over a 480 s period was reduced by up to 42%. Greater energy reductions were observed for weakly coupled networks, as the stimulation amplitude reduced to zero once the initial desynchronization had occurred. The results provide support for the application of closed-loop high-frequency DBS based on electrophysiological biomarkers.
引用
收藏
页码:584 / 594
页数:11
相关论文
共 50 条
  • [1] Interaction of Oscillations, and Their Suppression via Deep Brain Stimulation, in a Model of the Cortico-Basal Ganglia Network
    Kang, Guiyeom
    Lowery, Madeleine M.
    IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2013, 21 (02) : 244 - 253
  • [2] Beta oscillations in the cortico-basal ganglia loop during parkinsonism
    Stein, Edward
    Bar-Gad, Izhar
    EXPERIMENTAL NEUROLOGY, 2013, 245 : 52 - 59
  • [3] A Model of the Cortico-Basal Ganglia Network and Local Field Potential during Deep Brain Stimulation
    Dunn, Eleanor M.
    Lowery, Madeleine M.
    2015 7TH INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING (NER), 2015, : 848 - 851
  • [4] Changes in Neuronal Entropy in a Network Model of the Cortico-Basal Ganglia during Deep Brain Stimulation
    Fleming, John E.
    Lowery, Madeleine M.
    2019 41ST ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2019, : 5172 - 5175
  • [5] Investigating Synchronous Oscillation and Deep Brain Stimulation Treatment in A Model of Cortico-Basal Ganglia Network
    Lu, Meili
    Wei, Xile
    Loparo, Kenneth A.
    IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2017, 25 (11) : 1950 - 1958
  • [6] A new dynamic model of the cortico-basal ganglia loop
    Nambu, A
    BRAIN MECHANISMS FOR THE INTEGRATION OF POSTURE AND MOVEMENT, 2004, 143 : 461 - 466
  • [7] Tractographical model of the cortico-basal ganglia and corticothalamic connections: Improving Our Understanding of Deep Brain Stimulation
    Avecillas-Chasin, Josue M.
    Rascon-Ramirez, Fernando
    Barcia, Juan A.
    CLINICAL ANATOMY, 2016, 29 (04) : 481 - 492
  • [8] A functional model of cortico-basal ganglia loop in motor control
    Kobayashi, S
    Ito, K
    ICONIP'98: THE FIFTH INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING JOINTLY WITH JNNS'98: THE 1998 ANNUAL CONFERENCE OF THE JAPANESE NEURAL NETWORK SOCIETY - PROCEEDINGS, VOLS 1-3, 1998, : 264 - 267
  • [9] Cortico-basal ganglia functional interactions
    Strafella, A. P.
    JOURNAL OF THE NEUROLOGICAL SCIENCES, 2006, 248 (1-2) : 276 - 276
  • [10] Cortico-basal ganglia functional interactions
    Strafella, AP
    PROCEEDINGS OF THE MENTAL DYSFUNCTIONS IN PARKINSON'S DISEASE, 2004, : 111 - 117