Optimal open-loop desynchronization of neural oscillator populations

被引:12
作者
Wilson, Dan [1 ]
机构
[1] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA
基金
美国国家科学基金会;
关键词
Floquet theory; Oscillators; Synchronization; Phase-amplitude reduction; Isostable coordinates; Optimal control; Neuroscience; DEEP BRAIN-STIMULATION; HIGH-FREQUENCY STIMULATION; SUBTHALAMIC NUCLEUS; PARKINSONS-DISEASE; PHASE REDUCTION; PATHOLOGICAL SYNCHRONIZATION; COORDINATED RESET; GLOBUS-PALLIDUS; SUPPRESSION; DYNAMICS;
D O I
10.1007/s00285-020-01501-1
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Deep brain stimulation (DBS) is an increasingly used medical treatment for various neurological disorders. While its mechanisms are not fully understood, experimental evidence suggests that through application of periodic electrical stimulation DBS may act to desynchronize pathologically synchronized populations of neurons resulting desirable changes to a larger brain circuit. However, the underlying mathematical mechanisms by which periodic stimulation can engender desynchronization in a coupled population of neurons is not well understood. In this work, a reduced phase-amplitude reduction framework is used to characterize the desynchronizing influence of periodic stimulation on a population of coupled oscillators. Subsequently, optimal control theory allows for the design of periodic, open-loop stimuli with the capacity to destabilize completely synchronized solutions while simultaneously stabilizing rotating block solutions. This framework exploits system nonlinearities in order to strategically modify unstable Floquet exponents. In the limit of weak neural coupling, it is shown that this method only requires information about the phase response curves of the individual neurons. The effects of noise and heterogeneity are also considered and numerical results are presented. This framework could ultimately be used to inform the design of more efficient deep brain stimulation waveforms for the treatment of neurological disease.
引用
收藏
页码:25 / 64
页数:40
相关论文
共 65 条
[1]   Coordinated Reset Neuromodulation for Parkinson's Disease: Proof-of-Concept Study [J].
Adamchic, Ilya ;
Hauptmann, Christian ;
Barnikol, Utako Brigit ;
Pawelczyk, Norbert ;
Popovych, Oleksandr ;
Barnikol, Thomas Theo ;
Silchenko, Alexander ;
Volkmann, Jens ;
Deuschl, Guenter ;
Meissner, Wassilios G. ;
Maarouf, Mohammad ;
Sturm, Volker ;
Freund, Hans-Joachim ;
Tass, Peter Alexander .
MOVEMENT DISORDERS, 2014, 29 (13) :1679-1684
[2]   The subthalamic nucleus becomes a generator of bursts in the dopamine-depleted state. Its high frequency stimulation dramatically weakens transmission to the globus pallidus [J].
Ammari, Rachida ;
Bioulac, Bernard ;
Garcia, Liliana ;
Hammond, Constance .
FRONTIERS IN SYSTEMS NEUROSCIENCE, 2011, 5
[3]   Action potential initiation, propagation, and cortical invasion in the hyperdirect pathway during subthalamic deep brain stimulation [J].
Anderson, Ross W. ;
Farokhniaee, AmirAli ;
Gunalan, Kabilar ;
Howell, Bryan ;
McIntyre, Cameron C. .
BRAIN STIMULATION, 2018, 11 (05) :1140-1150
[4]  
[Anonymous], 1995, FDN CELLULAR NEUROPH
[5]  
[Anonymous], 2010, MATH FDN NEUROSCIENC
[6]  
[Anonymous], 1998, Optimal Control Theory
[7]   THE DYNAMICS OF N-WEAKLY COUPLED IDENTICAL OSCILLATORS [J].
ASHWIN, P ;
SWIFT, JW .
JOURNAL OF NONLINEAR SCIENCE, 1992, 2 (01) :69-108
[8]   Complex locking rather than complete cessation of neuronal activity in the globus pallidus of a 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine-treated primate in response to pallidal microstimulation [J].
Bar-Gad, I ;
Elias, S ;
Vaadia, E ;
Bergman, H .
JOURNAL OF NEUROSCIENCE, 2004, 24 (33) :7410-7419
[9]   LONG-TERM SUPPRESSION OF TREMOR BY CHRONIC STIMULATION OF THE VENTRAL INTERMEDIATE THALAMIC NUCLEUS [J].
BENABID, AL ;
POLLAK, P ;
GERVASON, C ;
HOFFMANN, D ;
GAO, DM ;
HOMMEL, M ;
PERRET, JE ;
DEROUGEMONT, J .
LANCET, 1991, 337 (8738) :403-406
[10]   Deep brain stimulation of the subthalamic nucleus for the treatment of Parkinson's disease [J].
Benabid, Alim Louis ;
Chabardes, Stephan ;
Mitrofanis, John ;
Pollak, Pierre .
LANCET NEUROLOGY, 2009, 8 (01) :67-81