Abstract
Deep-brain stimulation (DBS) is an effective neurosurgical treatment option for individuals with medication-refractory brain disorders. DBS therapy involves sending high-frequency electrical stimulus pulses through one or more chronically implanted electrodes to override pathophysiological information propagating through a particular brain network. The biophysical changes that result from DBS have multiple spatial modes and time scales. These mechanistic concepts will be discussed in the first half of the chapter in which we will emphasize how the biophysical changes can vary across clinical indications, anatomical DBS targets, and methods of stimulation. As the relationship between physiological mechanisms and clinical effects of DBS therapy is better understood, actions can be taken to further optimize the therapy. In the second half of this chapter, we will focus on technological advances in the field of DBS. These include refining the spatial and temporal precision of targeting in DBS therapy, and leveraging control engineering and machine learning approaches to automate and optimize stimulation parameters on an individual basis.
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Abbreviations
- BA25:
-
Brodmann Area 25
- CE:
-
European Conformity
- CL or CT:
-
Central lateral nucleus of thalamus
- clDBS:
-
closed-loop DBS
- CR:
-
Coordinated Reset
- CT:
-
Computed Tomography
- DBS:
-
Deep-Brain Stimulation
- DTTm:
-
medial dorsal tegmental tract
- EPSC:
-
Evoked postsynaptic current
- ET:
-
Essential tremor
- FDA:
-
Food and Drug Administration
- GPe:
-
Globus pallidus, external
- GPi:
-
Globus pallidus, internal
- HDE:
-
Humanitarian device exemption
- IDE:
-
Investigational device exemption
- IPG:
-
Implantable pulse generator
- MRI:
-
Magnetic resonance imaging
- PD:
-
Parkinson’s disease
- PSO:
-
Particle swarm optimization
- STN:
-
Subthalamic nucleus
- TBI:
-
Traumatic brain injury
- TRD:
-
Treatment-resistant depression
- Vim:
-
Ventral intermediate nucleus of thalamus
- VTA:
-
volume of tissue activated
References
Hassler, R., Riechert, T., Mundinger, F., et al.: Physiological observations in stereotactic operations in extrapyramidal motor disturbances. Brain. 83, 337–350 (1960). https://doi.org/10.1093/brain/83.2.337
Mark, V.H., Ervin, F.R., Hackett, T.P.: Clinical aspects of stereotactic thalamotomy in the human: part I. The treatment of chronic severe pain. Arch. Neurol. 3, 351–367 (1960). https://doi.org/10.1001/archneur.1960.00450040001001
Bechtereva, N.P., Bondartchuk, A.N., Gretchin, V.B., et al.: Structural-functional organization of the human brain and the pathophysiology of the parkinsonian type hyperkineses. Confin. Neurol. 34, 14–17 (1972)
King, H.E.: Psychological effects of excitation in the limbic system. In: Sheer, D.E. (ed.) Electrical Stimulation of the Brain, pp. 477–486. University of Texas Press, Austin (1961)
Hosobuchi, Y., Adams, J.E., Rutkin, B.: Chronic thalamic stimulation for the control of facial anesthesia dolorosa. Arch. Neurol. 29, 158–161 (1973). https://doi.org/10.1001/archneur.1973.00490270040005
Benabid, A.L., Pollak, P., Louveau, A., et al.: Combined (thalamotomy and stimulation) stereotactic surgery of the vim thalamic nucleus for bilateral Parkinson disease. SFN. 50, 344–346 (1987). https://doi.org/10.1159/000100803
Benabid, A.L., Pollak, P., Hoffmann, D., et al.: Long-term suppression of tremor by chronic stimulation of the ventral intermediate thalamic nucleus. Lancet. 337, 403–406 (1991). https://doi.org/10.1016/0140-6736(91)91175-T
Herzog, J., Volkmann, J., Krack, P., et al.: Two-year follow-up of subthalamic deep brain stimulation in Parkinson’s disease. Mov. Disord. 18, 1332–1337 (2003). https://doi.org/10.1002/mds.10518
Mao, Z., Ling, Z., Pan, L., et al.: Comparison of efficacy of deep brain stimulation of different targets in Parkinson’s disease: a network meta-analysis. Front. Aging Neurosci. 11 (2019). https://doi.org/10.3389/fnagi.2019.00023
DeLong, M.R., Wichmann, T.: Basal ganglia circuits as targets for neuromodulation in Parkinson disease. JAMA Neurol. 72, 1354–1360 (2015). https://doi.org/10.1001/jamaneurol.2015.2397
Ondo, W., Almaguer, M., Jankovic, J., Simpson, R.K.: Thalamic deep brain stimulation: comparison between unilateral and bilateral placement. Arch. Neurol. 58, 218–222 (2001). https://doi.org/10.1001/archneur.58.2.218
Benabid, A.L., Pollak, P., Gao, D., et al.: Chronic electrical stimulation of the ventralis intermedius nucleus of the thalamus as a treatment of movement disorders. J. Neurosurg. 84, 203–214 (1996). https://doi.org/10.3171/jns.1996.84.2.0203
Koch, P., Baltuch, G.: Deep brain stimulation for epilepsy: evidence for limbic network disruption via chronic anterior nucleus of the thalamus and hippocampus stimulation. In: Itakura, T. (ed.) Deep Brain Stimulation for Neurological Disorders: Theoretical Background and Clinical Application, pp. 183–193. Springer International Publishing, Cham (2015)
Velasco, A.L., Velasco, F., Velasco, M., et al.: Electrical stimulation of the hippocampal epileptic foci for seizure control: a double-blind, long-term follow-up study. Epilepsia. 48, 1895–1903 (2007). https://doi.org/10.1111/j.1528-1167.2007.01181.x
Lim, S.-N., Lee, S.-T., Tsai, Y.-T., et al.: Electrical stimulation of the anterior nucleus of the thalamus for intractable epilepsy: a long-term follow-up study. Epilepsia. 48, 342–347 (2007). https://doi.org/10.1111/j.1528-1167.2006.00898.x
Park, H.R., Lee, J.M., Ehm, G., et al.: Long-term clinical outcome of internal globus pallidus deep brain stimulation for dystonia. PLoS One. 11, e0146644 (2016). https://doi.org/10.1371/journal.pone.0146644
Coubes, P., Roubertie, A., Vayssiere, N., et al.: Treatment of DYT1-generalised dystonia by stimulation of the internal globus pallidus. Lancet. 355, 2220–2221 (2000). https://doi.org/10.1016/S0140-6736(00)02410-7
Malone, D.A., Dougherty, D.D., Rezai, A.R., et al.: Deep brain stimulation of the ventral capsule/ventral striatum for treatment-resistant depression. Biol. Psychiatry. 65, 267–275 (2009). https://doi.org/10.1016/j.biopsych.2008.08.029
Greenberg, B.D., Malone, D.A., Friehs, G.M., et al.: Three-year outcomes in deep brain stimulation for highly resistant obsessive–compulsive disorder. Neuropsychopharmacology. 31, 2384–2393 (2006). https://doi.org/10.1038/sj.npp.1301165
Flaherty, A.W., Williams, Z.M., Amirnovin, R., et al.: Deep brain stimulation of the anterior internal capsule for the treatment of Tourette syndrome: technical case report. Oper. Neurosurg. 57, ONS-E403-ONS-E403 (2005). https://doi.org/10.1227/01.NEU.0000176854.24694.95
Kuhn, J., Lenartz, D., Huff, W., et al.: Transient manic-like episode following bilateral deep brain stimulation of the nucleus accumbens and the internal capsule in a patient with Tourette syndrome. Neuromodulation. 11, 128–131 (2008). https://doi.org/10.1111/j.1525-1403.2008.00154.x
Shahed, J., Poysky, J., Kenney, C., et al.: GPi deep brain stimulation for Tourette syndrome improves tics and psychiatric comorbidities. Neurology. 68, 159–160 (2007). https://doi.org/10.1212/01.wnl.0000250354.81556.90
Zhang, J.-G., Ge, Y., Stead, M., et al.: Long-term outcome of globus pallidus internus deep brain stimulation in patients with Tourette syndrome. Mayo Clin. Proc. 89, 1506–1514 (2014). https://doi.org/10.1016/j.mayocp.2014.05.019
Servello, D., Porta, M., Sassi, M., et al.: Deep brain stimulation in 18 patients with severe Gilles de la Tourette syndrome refractory to treatment: the surgery and stimulation. J. Neurol. Neurosurg. Psychiatry. 79, 136–142 (2008). https://doi.org/10.1136/jnnp.2006.104067
Maciunas, R.J., Maddux, B.N., Riley, D.E., et al.: Prospective randomized double-blind trial of bilateral thalamic deep brain stimulation in adults with Tourette syndrome. J. Neurosurg. 107, 1004–1014 (2007). https://doi.org/10.3171/JNS-07/11/1004
Porta, M., Brambilla, A., Cavanna, A.E., et al.: Thalamic deep brain stimulation for treatment-refractory Tourette syndrome: two-year outcome. Neurology. 73, 1375–1380 (2009). https://doi.org/10.1212/WNL.0b013e3181bd809b
Leoutsakos, J.-M.S., Yan, H., Anderson, W.S., et al.: Deep brain stimulation targeting the fornix for mild Alzheimer dementia (the ADvance trial): a two year follow-up including results of delayed activation. J. Alzheimers Dis. 64, 597–606 (2018). https://doi.org/10.3233/JAD-180121
Mao, Z.-Q., Wang, X., Xu, X., et al.: Partial improvement in performance of patients with severe Alzheimer’s disease at an early stage of fornix deep brain stimulation. Neural Regen. Res. 13, 2164–2172 (2018). https://doi.org/10.4103/1673-5374.241468
Jenkinson, N., Nandi, D., Miall, R.C., et al.: Pedunculopontine nucleus stimulation improves akinesia in a parkinsonian monkey. Neuroreport. 15, 2621–2624 (2004)
Wilcox, R.A., Cole, M.H., Wong, D., et al.: Pedunculopontine nucleus deep brain stimulation produces sustained improvement in primary progressive freezing of gait. J. Neurol. Neurosurg. Psychiatry. 82, 1256–1259 (2011). https://doi.org/10.1136/jnnp.2010.213462
Cheung, S.W., Racine, C.A., Henderson-Sabes, J., et al.: Phase I trial of caudate deep brain stimulation for treatment-resistant tinnitus. J. Neurosurg. 1, 1–10 (2019). https://doi.org/10.3171/2019.4.JNS19347
Larson, P.S., Cheung, S.W.: A stroke of silence: tinnitus suppression following placement of a deep brain stimulation electrode with infarction in area LC: case report. J. Neurosurg. 118, 192–194 (2013). https://doi.org/10.3171/2012.9.JNS12594
Howell, B., Choi, K.S., Gunalan, K., et al.: Quantifying the axonal pathways directly stimulated in therapeutic subcallosal cingulate deep brain stimulation. Hum. Brain Mapp. 40, 889–903 (2019). https://doi.org/10.1002/hbm.24419
Mayberg, H.S., Lozano, A.M., Voon, V., et al.: Deep brain stimulation for treatment-resistant depression. Neuron. 45, 651–660 (2005). https://doi.org/10.1016/j.neuron.2005.02.014
Widge, A.S., Zorowitz, S., Basu, I., et al.: Deep brain stimulation of the internal capsule enhances human cognitive control and prefrontal cortex function. Nat. Commun. 10, 1536 (2019). https://doi.org/10.1038/s41467-019-09557-4
Wal, J.M. van der, Bergfeld, I.O., Lok, A., et al.: Long-term deep brain stimulation of the ventral anterior limb of the internal capsule for treatment-resistant depression. J. Neurol. Neurosurg. Psychiatry. 91, 189–195 (2020). https://doi.org/10.1136/jnnp-2019-321758
Whiting, A.C., Sutton, E.F., Walker, C.T., et al.: Deep brain stimulation of the hypothalamus leads to increased metabolic rate in refractory obesity. World Neurosurg. 121, e867–e874 (2019). https://doi.org/10.1016/j.wneu.2018.10.002
Ge, S., Chen, Y., Li, N., et al.: Deep brain stimulation of nucleus accumbens for methamphetamine addiction: two case reports. World Neurosurg. 122, 512–517 (2019). https://doi.org/10.1016/j.wneu.2018.11.056
Müller, U.J., Sturm, V., Voges, J., et al.: Nucleus accumbens deep brain stimulation for alcohol addiction – safety and clinical long-term results of a pilot trial. Pharmacopsychiatry. 49, 170–173 (2016). https://doi.org/10.1055/s-0042-104507
Nowacki, A., Moir, L., Owen, S.L., et al.: Deep brain stimulation of chronic cluster headaches: posterior hypothalamus, ventral tegmentum and beyond. Cephalalgia. 39, 1111–1120 (2019). https://doi.org/10.1177/0333102419839992
Abreu, V., Vaz, R., Rebelo, V., et al.: Thalamic deep brain stimulation for neuropathic pain: efficacy at three years’ follow-up. Neuromodulation. 20, 504–513 (2017). https://doi.org/10.1111/ner.12620
Yamgoue, Y., Pralong, E., Levivier, M., Bloch, J.: Deep brain stimulation of the Ventroposteromedial (VPM) thalamus 10 years after VPM thalamotomy to treat a recurrent facial pain. SFN. 94, 118–122 (2016). https://doi.org/10.1159/000444762
Schiff, N.D.: Recovery of consciousness after brain injury: a mesocircuit hypothesis. Trends Neurosci. 33, 1–9 (2010). https://doi.org/10.1016/j.tins.2009.11.002
Baker, J.L., Ryou, J.-W., Wei, X.F., et al.: Robust modulation of arousal regulation, performance, and frontostriatal activity through central thalamic deep brain stimulation in healthy nonhuman primates. J. Neurophysiol. 116, 2383–2404 (2016). https://doi.org/10.1152/jn.01129.2015
Lempka, S.F., Johnson, M.D., Miocinovic, S., et al.: Current-controlled deep brain stimulation reduces in vivo voltage fluctuations observed during voltage-controlled stimulation. Clin. Neurophysiol. 121, 2128–2133 (2010). https://doi.org/10.1016/j.clinph.2010.04.026
Butson, C.R., Maks, C.B., McIntyre, C.C.: Sources and effects of electrode impedance during deep brain stimulation. Clin. Neurophysiol. 117, 447–454 (2006). https://doi.org/10.1016/j.clinph.2005.10.007
Lempka, S.F., Miocinovic, S., Johnson, M.D., et al.: In vivo impedance spectroscopy of deep brain stimulation electrodes. J. Neural Eng. 6, 046001 (2009). https://doi.org/10.1088/1741-2560/6/4/046001
Miocinovic, S., Lempka, S.F., Russo, G.S., et al.: Experimental and theoretical characterization of the voltage distribution generated by deep brain stimulation. Exp. Neurol. 216, 166–176 (2009). https://doi.org/10.1016/j.expneurol.2008.11.024
Rattay, F.: Analysis of models for external stimulation of axons. IEEE Trans. Biomed. Eng. BME. 33, 974–977 (1986). https://doi.org/10.1109/TBME.1986.325670
Lehto, L.J., Slopsema, J.P., Johnson, M.D., et al.: Orientation selective deep brain stimulation. J. Neural Eng. 14, 016016 (2017). https://doi.org/10.1088/1741-2552/aa5238
Slopsema, J.P., Peña, E., Patriat, R., et al.: Clinical deep brain stimulation strategies for orientation-selective pathway activation. J. Neural Eng. 15, 056029 (2018). https://doi.org/10.1088/1741-2552/aad978
Xiao, Y., Peña, E., Johnson, M.D.: Theoretical optimization of stimulation strategies for a directionally segmented deep brain stimulation electrode array. IEEE Trans. Biomed. Eng. 63, 359–371 (2016). https://doi.org/10.1109/TBME.2015.2457873
Anderson, D.N., Duffley, G., Vorwerk, J., et al.: Anodic stimulation misunderstood: preferential activation of fiber orientations with anodic waveforms in deep brain stimulation. J. Neural Eng. 16, 016026 (2019). https://doi.org/10.1088/1741-2552/aae590
McIntyre, C.C., Mori, S., Sherman, D.L., et al.: Electric field and stimulating influence generated by deep brain stimulation of the subthalamic nucleus. Clin. Neurophysiol. 115, 589–595 (2004). https://doi.org/10.1016/j.clinph.2003.10.033
Johnson, M.D., McIntyre, C.C.: Quantifying the neural elements activated and inhibited by globus pallidus deep brain stimulation. J. Neurophysiol. 100, 2549–2563 (2008). https://doi.org/10.1152/jn.90372.2008
Ranck, J.B.: Which elements are excited in electrical stimulation of mammalian central nervous system: a review. Brain Res. 98, 417–440 (1975). https://doi.org/10.1016/0006-8993(75)90364-9
Meissner, W.: Subthalamic high frequency stimulation resets subthalamic firing and reduces abnormal oscillations. Brain. 128, 2372–2382 (2005). https://doi.org/10.1093/brain/awh616
Bar-Gad, I.: 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. Neurosci. 24, 7410–7419 (2004). https://doi.org/10.1523/JNEUROSCI.1691-04.2004
Dostrovsky, J.O., Levy, R., Wu, J.P., et al.: Microstimulation-induced inhibition of neuronal firing in human globus pallidus. J. Neurophysiol. 84, 570–574 (2000). https://doi.org/10.1152/jn.2000.84.1.570
Xiao, Y., Agnesi, F., Bello, E.M., et al.: Deep brain stimulation induces sparse distributions of locally modulated neuronal activity. Sci. Rep. 8 (2018). https://doi.org/10.1038/s41598-018-20428-8
Miocinovic, S., Parent, M., Butson, C.R., et al.: Computational analysis of subthalamic nucleus and lenticular fasciculus activation during therapeutic deep brain stimulation. J. Neurophysiol. 96, 1569–1580 (2006). https://doi.org/10.1152/jn.00305.2006
Birdno, M.J., Kuncel, A.M., Dorval, A.D., et al.: Stimulus features underlying reduced tremor suppression with temporally patterned deep brain stimulation. J. Neurophysiol. 107, 364–383 (2011). https://doi.org/10.1152/jn.00906.2010
Dorval, A.D., Russo, G.S., Hashimoto, T., et al.: Deep brain stimulation reduces neuronal entropy in the MPTP-primate model of Parkinson’s disease. J. Neurophysiol. 100, 2807–2818 (2008). https://doi.org/10.1152/jn.90763.2008
Grill, W.M., Snyder, A.N., Miocinovic, S.: Deep brain stimulation creates an informational lesion of the stimulated nucleus. Neuroreport. 15, 1137–1140 (2004). https://doi.org/10.1097/01.wnr.0000125783.35268.9f
Agnesi, F., Connolly, A.T., Baker, K.B., et al.: Deep brain stimulation imposes complex informational lesions. PLoS One. 8, e74462 (2013). https://doi.org/10.1371/journal.pone.0074462
Hashimoto, T., Elder, C.M., Okun, M.S., et al.: Stimulation of the subthalamic nucleus changes the firing pattern of pallidal neurons. J. Neurosci. 23, 1916–1923 (2003)
McIntyre, C.C., Grill, W.M., Sherman, D.L., Thakor, N.V.: Cellular effects of deep brain stimulation: model-based analysis of activation and inhibition. J. Neurophysiol. 91, 1457–1469 (2004). https://doi.org/10.1152/jn.00989.2003
Johnson, M.D., Miocinovic, S., McIntyre, C.C., Vitek, J.L.: Mechanisms and targets of deep brain stimulation in movement disorders. Neurotherapeutics. 5, 294–308 (2008). https://doi.org/10.1016/j.nurt.2008.01.010
Agnesi, F., Muralidharan, A., Baker, K.B., et al.: Fidelity of frequency and phase entrainment of circuit-level spike activity during DBS. J. Neurophysiol. 114, 825–834 (2015). https://doi.org/10.1152/jn.00259.2015
Kuhn, A.A., Kempf, F., Brucke, C., et al.: High-frequency stimulation of the subthalamic nucleus suppresses oscillatory beta activity in patients with Parkinson’s disease in parallel with improvement in motor performance. J. Neurosci. 28, 6165–6173 (2008)
Neumann, W.-J., Turner, R.S., Blankertz, B., et al.: Toward electrophysiology-based intelligent adaptive deep brain stimulation for movement disorders. Neurotherapeutics. 16, 105–118 (2019). https://doi.org/10.1007/s13311-018-00705-0
Sohal, V.S., Sun, F.T.: Responsive neurostimulation suppresses synchronized cortical rhythms in patients with epilepsy. Neurosurg. Clin. 22, 481–488 (2011). https://doi.org/10.1016/j.nec.2011.07.007
Air, E.L., Ryapolova-Webb, E., de Hemptinne, C., et al.: Acute effects of thalamic deep brain stimulation and thalamotomy on sensorimotor cortex local field potentials in essential tremor. Clin. Neurophysiol. 123, 2232–2238 (2012). https://doi.org/10.1016/j.clinph.2012.04.020
Cagnan, H., Pedrosa, D., Little, S., et al.: Stimulating at the right time: phase-specific deep brain stimulation. Brain. 140, 132–145 (2017). https://doi.org/10.1093/brain/aww286
Krauss, J.K., Yianni, J., Loher, T.J., Aziz, T.Z.: Deep brain stimulation for dystonia. J. Clin. Neurophysiol. 21, 18–30 (2004)
Cooper, S.E., Driesslein, K.G., Noecker, A.M., et al.: Anatomical targets associated with abrupt versus gradual washout of subthalamic deep brain stimulation effects on bradykinesia. PLoS One. 9, e99663 (2014). https://doi.org/10.1371/journal.pone.0099663
Wu, Y.R., Levy, R., Ashby, P., et al.: Does stimulation of the GPi control dyskinesia by activating inhibitory axons? Mov. Disord. 16, 208–216 (2001). https://doi.org/10.1002/mds.1046
Shen, K.-Z., Zhu, Z.-T., Munhall, A., Johnson, S.W.: Synaptic plasticity in rat subthalamic nucleus induced by high-frequency stimulation. Synapse. 50, 314–319 (2003). https://doi.org/10.1002/syn.10274
Peng, L., Fu, J., Ming, Y., et al.: The long-term efficacy of STN vs GPi deep brain stimulation for Parkinson disease: a meta-analysis. Medicine (Baltimore). 97, e12153 (2018). https://doi.org/10.1097/MD.0000000000012153
Frankemolle, A.M.M., Wu, J., Noecker, A.M., et al.: Reversing cognitive-motor impairments in Parkinson’s disease patients using a computational modelling approach to deep brain stimulation programming. Brain. 133, 746–761 (2010). https://doi.org/10.1093/Brain/Awp315
Okun, M.S., Green, J., Saben, R., et al.: Mood changes with deep brain stimulation of STN and GPi: results of a pilot study. J. Neurol. Neurosurg. Psychiatry. 74, 1584–1586 (2003). https://doi.org/10.1136/jnnp.74.11.1584
Gradinaru, V., Mogri, M., Thompson, K.R., et al.: Optical deconstruction of parkinsonian neural circuitry. Science. 324, 354–359 (2009). https://doi.org/10.1126/science.1167093
Nambu, A., Takada, M., Inase, M., Tokuno, H.: Dual somatotopical representations in the primate subthalamic nucleus: evidence for ordered but reversed body-map transformations from the primary motor cortex and the supplementary motor area. J. Neurosci. 16, 2671–2683 (1996)
Butson, C.R., Cooper, S.E., Henderson, J.M., et al.: Probabilistic analysis of activation volumes generated during deep brain stimulation. NeuroImage. 54, 2096–2104 (2011). https://doi.org/10.1016/j.neuroimage.2010.10.059
Cooper, S.E., Noecker, A.M., Abboud, H., et al.: Return of bradykinesia after subthalamic stimulation ceases: relationship to electrode location. Exp. Neurol. 231, 207–213 (2011). https://doi.org/10.1016/j.expneurol.2011.06.010
Xie, C.-L., Shao, B., Chen, J., et al.: Effects of neurostimulation for advanced Parkinson’s disease patients on motor symptoms: a multiple-treatments meta-analyses of randomized controlled trials. Sci. Rep. 6, 1–11 (2016). https://doi.org/10.1038/srep25285
Follett, K.A., Weaver, F.M., Stern, M., et al.: Pallidal versus subthalamic deep-brain stimulation for Parkinson’s disease. N. Engl. J. Med. 362, 2077–2091 (2010). https://doi.org/10.1056/NEJMoa0907083
Mirza, S., Yazdani, U., Dewey III, R., et al.: Comparison of globus pallidus interna and subthalamic nucleus in deep brain stimulation for Parkinson disease: an institutional experience and review. Parkinsons Dis. 2017 (2017). https://doi.org/10.1155/2017/3410820
Yelnik, J., Damier, P., Bejjani, B.P., et al.: Functional mapping of the human globus pallidus: contrasting effect of stimulation in the internal and external pallidum in Parkinson’s disease. Neuroscience. 101, 77–87 (2000). https://doi.org/10.1016/S0306-4522(00)00364-X
Johnson, M.D., Zhang, J., Ghosh, D., et al.: Neural targets for relieving parkinsonian rigidity and bradykinesia with pallidal deep brain stimulation. J. Neurophysiol. 108, 567–577 (2012). https://doi.org/10.1152/jn.00039.2012
Heck, C., King-Stephens, D., Massey, A., et al.: Two-year seizure reduction in adults with medically intractable partial onset epilepsy treated with responsive neurostimulation: final results of the RNS system pivotal trial. Epilepsia. 55, 432 (2014)
Morrell, M.: Responsive cortical stimulation for the treatment of medically intractable partial epilepsy. Neurology. 77, 1295 (2011)
Zangiabadi, N., Ladino, L.D., Sina, F., et al.: Deep brain stimulation and drug-resistant epilepsy: a review of the literature. Front. Neurol. 10 (2019). https://doi.org/10.3389/fneur.2019.00601
Klinger, N.V., Mittal, S.: Clinical efficacy of deep brain stimulation for the treatment of medically refractory epilepsy. Clin. Neurol. Neurosurg. 140, 11–25 (2016). https://doi.org/10.1016/j.clineuro.2015.11.009
Kessler, R.C., Berglund, P., Demler, O., et al.: Lifetime prevalence and age-of-onset distributions of DSM-IV disorders in the national comorbidity survey replication. Arch. Gen. Psychiatry. 62, 593–602 (2005). https://doi.org/10.1001/archpsyc.62.6.593
Russo, S.J., Nestler, E.J.: The brain reward circuitry in mood disorders. Nat. Rev. Neurosci. 14, 609–625 (2013). https://doi.org/10.1038/nrn3381
Fava, M., Davidson, K.G.: DEFINITION and epidemiology of treatment-resistant depression. Psychiatr. Clin. N. Am. 19, 179–200 (1996). https://doi.org/10.1016/S0193-953X(05)70283-5
Lujan, J.L., Chaturvedi, A., McIntyre, C.C.: Tracking the mechanisms of deep brain stimulation for neuropsychiatric disorders. Front. Biosci. 13, 5892–5904 (2008)
Schlaepfer, T.E., Bewernick, B.H., Kayser, S., et al.: Rapid effects of deep brain stimulation for treatment-resistant major depression. Biol. Psychiatry. 73, 1204–1212 (2013). https://doi.org/10.1016/j.biopsych.2013.01.034
Bewernick, B.H., Hurlemann, R., Matusch, A., et al.: Nucleus accumbens deep brain stimulation decreases ratings of depression and anxiety in treatment-resistant depression. Biol. Psychiatry. 67, 110–116 (2010). https://doi.org/10.1016/j.biopsych.2009.09.013
Crowell, A.L., Riva-Posse, P., Holtzheimer, P.E., et al.: Long-term outcomes of subcallosal cingulate deep brain stimulation for treatment-resistant depression. AJP. 176, 949–956 (2019). https://doi.org/10.1176/appi.ajp.2019.18121427
Schiff, N.D., Giacino, J.T., Kalmar, K., et al.: Behavioural improvements with thalamic stimulation after severe traumatic brain injury. Nature. 448, 600–603 (2007). https://doi.org/10.1038/nature06041
Putzke, J.D., Uitti, R.J., Obwegeser, A.A., et al.: Bilateral thalamic deep brain stimulation: midline tremor control. J. Neurol. Neurosurg. Psychiatry. 76, 684–690 (2005). https://doi.org/10.1136/jnnp.2004.041434
Mitchell, K., Peichel, D., Wharen, R., et al.: Unilateral versus bilateral ventral intermediate nucleus deep brain stimulation for axial essential tremor symptoms (S18.003). Neurology. 90, S18.003 (2018)
Nazzaro, J.M., Lyons, K.E., Pahwa, R.: Chapter 13 – deep brain stimulation for essential tremor. In: Lozano, A.M., Hallett, M. (eds.) Handbook of Clinical Neurology, pp. 155–166. Elsevier (2013)
Rizzone, M.G., Ferrarin, M., Lanotte, M.M., et al.: The dominant-subthalamic nucleus phenomenon in bilateral deep brain stimulation for Parkinson’s disease: evidence from a gait analysis study. Front. Neurol. 8 (2017). https://doi.org/10.3389/fneur.2017.00575
Alberts, J.L., Hass, C.J., Vitek, J.L., Okun, M.S.: Are two leads always better than one: an emerging case for unilateral subthalamic deep brain stimulation in Parkinson’s disease. Exp. Neurol. 214, 1–5 (2008). https://doi.org/10.1016/j.expneurol.2008.07.019
Temel, Y., Kessels, A., Tan, S., et al.: Behavioural changes after bilateral subthalamic stimulation in advanced Parkinson disease: a systematic review. Parkinsonism Relat. Disord. 12, 265–272 (2006). https://doi.org/10.1016/j.parkreldis.2006.01.004
Miyagi, Y., Shima, F., Sasaki, T.: Brain shift: an error factor during implantation of deep brain stimulation electrodes. J. Neurosurg. 107, 989–997 (2007). https://doi.org/10.3171/JNS-07/11/0989
Sillay, K.A., Kumbier, L.M., Ross, C., et al.: Perioperative brain shift and deep brain stimulating electrode deformation analysis: implications for rigid and non-rigid devices. Ann. Biomed. Eng. 41, 293–304 (2013). https://doi.org/10.1007/s10439-012-0650-0
Teplitzky, B.A., Zitella, L.M., Xiao, Y., Johnson, M.D.: Model-based comparison of deep brain stimulation array functionality with varying number of radial electrodes and machine learning feature sets. Front. Comput. Neurosci. 10 (2016). https://doi.org/10.3389/fncom.2016.00058
Petrossians, A., Davuluri, N., Whalen, J.J., et al.: Improved biphasic pulsing power efficiency with Pt-Ir coated microelectrodes. MRS Online Proc. Library Archive. 1621, 249–257 (2014). https://doi.org/10.1557/opl.2014.267
McCreery, D.B., Agnew, W.F., Yuen, T.G.H., Bullara, L.: Charge density and charge per phase as cofactors in neural injury induced by electrical stimulation. IEEE Trans. Biomed. Eng. 37, 996–1001 (1990). https://doi.org/10.1109/10.102812
Rolston, J.D., Englot, D.J., Starr, P.A., Larson, P.S.: An unexpectedly high rate of revisions and removals in deep brain stimulation surgery: analysis of multiple databases. Parkinsonism Relat. Disord. 33, 72–77 (2016). https://doi.org/10.1016/j.parkreldis.2016.09.014
Martens, H.C.F., Toader, E., Decré, M.M.J., et al.: Spatial steering of deep brain stimulation volumes using a novel lead design. Clin. Neurophysiol. 122, 558–566 (2011). https://doi.org/10.1016/j.clinph.2010.07.026
Butson, C.R., McIntyre, C.C.: Current steering to control the volume of tissue activated during deep brain stimulation. Brain Stimul. 1, 7–15 (2008). https://doi.org/10.1016/j.brs.2007.08.004
Gunalan, K., Howell, B., McIntyre, C.C.: Quantifying axonal responses in patient-specific models of subthalamic deep brain stimulation. NeuroImage. 172, 263–277 (2018). https://doi.org/10.1016/j.neuroimage.2018.01.015
Warman, E., Grill, W., Durand, D.: Modeling the effects of electric fields on nerve fibers: determination of excitation thresholds. I.E.E.E. Trans. Biomed. Eng. 39, 1244–1254 (1993). https://doi.org/10.1109/10.184700
Hunka, K., Suchowersky, O., Wood, S., et al.: Nursing time to program and assess deep brain stimulators in movement disorder patients. J. Neurosci. Nurs. 37, 204–210 (2005)
Schüpbach, W.M.M., Chabardes, S., Matthies, C., et al.: Directional leads for deep brain stimulation: opportunities and challenges: directional leads for DBS. Mov. Disord. 32, 1371–1375 (2017). https://doi.org/10.1002/mds.27096
Steigerwald, F., Müller, L., Johannes, S., et al.: Directional deep brain stimulation of the subthalamic nucleus: a pilot study using a novel neurostimulation device. Mov. Disord. 31, 1240–1243 (2016). https://doi.org/10.1002/mds.26669
Xie, T., Kang, U.J., Warnke, P.: Effect of stimulation frequency on immediate freezing of gait in newly activated STN DBS in Parkinson’s disease. J. Neurol. Neurosurg. Psychiatry. 83, 1015–1017 (2012). https://doi.org/10.1136/jnnp-2011-302091
McIntyre, C.C., Butson, C.R., Maks, C.B., Noecker, A.M.: Optimizing deep brain stimulation parameter selection with detailed models of the electrode-tissue interface. In: 2006 international conference of the IEEE engineering in medicine and biology society, pp 893–895 (2006)
Chaturvedi, A., Luján, J.L., McIntyre, C.C.: Artificial neural network based characterization of the volume of tissue activated during deep brain stimulation. J. Neural Eng. 10, 056023 (2013). https://doi.org/10.1088/1741-2560/10/5/056023
Anderson, D.N., Osting, B., Vorwerk, J., et al.: Optimized programming algorithm for cylindrical and directional deep brain stimulation electrodes. J. Neural Eng. 15, 026005 (2018). https://doi.org/10.1088/1741-2552/aaa14b
Peña, E., Zhang, S., Deyo, S., et al.: Particle swarm optimization for programming deep brain stimulation arrays. J. Neural Eng. 14, 016014 (2017). https://doi.org/10.1088/1741-2552/aa52d1
Peña, E., Zhang, S., Patriat, R., et al.: Multi-objective particle swarm optimization for postoperative deep brain stimulation targeting of subthalamic nucleus pathways. J. Neural Eng. 15, 066020 (2018). https://doi.org/10.1088/1741-2552/aae12f
Connolly, A.T., Vetter, R.J., Hetke, J.F., et al.: A novel lead design for modulation and sensing of deep brain structures. I.E.E.E. Trans. Biomed. Eng. 63, 148–157 (2016). https://doi.org/10.1109/TBME.2015.2492921
Contarino, M.F., Verhagen, R., Lourens, M., et al.: Directional steering: a novel approach to deep brain stimulation. Neurology. 83, 1163–1169 (2014). https://doi.org/10.1212/WNL.0000000000000823
Tinkhauser, G., Pogosyan, A., Debove, I., et al.: Directional local field potentials: a tool to optimize deep brain stimulation. Mov. Disord. 33, 159–164 (2018). https://doi.org/10.1002/mds.27215
Little, S., Tripoliti, E., Beudel, M., et al.: Adaptive deep brain stimulation for Parkinson’s disease demonstrates reduced speech side effects compared to conventional stimulation in the acute setting. J. Neurol. Neurosurg. Psychiatry. 87, 1388–1389 (2016). https://doi.org/10.1136/jnnp-2016-313518
Little, S., Pogosyan, A., Neal, S., et al.: Adaptive deep brain stimulation in advanced Parkinson disease. Ann. Neurol. 74, 449–457 (2013). https://doi.org/10.1002/ana.23951
Rosa, M., Arlotti, M., Ardolino, G., et al.: Adaptive deep brain stimulation in a freely moving parkinsonian patient. Mov. Disord. 30, 1003–1005 (2015). https://doi.org/10.1002/mds.26241
Grahn, P.J., Mallory, G.W., Khurram, O.U., et al.: A neurochemical closed-loop controller for deep brain stimulation: toward individualized smart neuromodulation therapies. Front. Neurosci. 8 (2014). https://doi.org/10.3389/fnins.2014.00169
Cohn, J.F., Kruez, T.S., Matthews. I., et al.: Detecting depression from facial actions and vocal prosody. In: 2009 3rd international conference on affective computing and intelligent interaction and workshops, pp. 1–7 (2009)
Herron, J, Stanslaski, S., Chouinard, T., et al.: Bi-directional brain interfacing instrumentation. In: 2018 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), pp. 1–6 (2018)
Zhang, S., Connolly, A.T., Madden, L.R., et al.: High-resolution local field potentials measured with deep brain stimulation arrays. J. Neural Eng. 15, 046019 (2018). https://doi.org/10.1088/1741-2552/aabdf5
Swann, N.C., Hemptinne, C. de, Thompson, M.C., et al.: Adaptive deep brain stimulation for Parkinson’s disease using motor cortex sensing. J. Neural Eng. 15, 046006 (2018). https://doi.org/10.1088/1741-2552/aabc9b
Graupe, D., Basu, I., Tuninetti, D., et al.: Adaptively controlling deep brain stimulation in essential tremor patient via surface electromyography. Neurol. Res. 32, 899–904 (2010). https://doi.org/10.1179/016164110X12767786356354
Khalid, S., Khalil, T., Nasreen, S.: A survey of feature selection and feature extraction techniques in machine learning. In: 2014 science and information conference, pp. 372–378 (2014)
Arlotti, M., Rosa, M., Marceglia, S., et al.: The adaptive deep brain stimulation challenge. Parkinsonism Relat. Disord. 28, 12–17 (2016)
Carron, R., Chaillet, A., Filipchuk, A., et al.: Closing the loop of deep brain stimulation. Front. Syst. Neurosci. 7 (2013). https://doi.org/10.3389/fnsys.2013.00112
Santaniello, S., Fiengo, G., Glielmo, L., Grill, W.M.: Closed-loop control of deep brain stimulation: a simulation study. IEEE Trans. Neural Syst. Rehabil. Eng. 19, 15–24 (2011). https://doi.org/10.1109/TNSRE.2010.2081377
Grado, L.L., Johnson, M.D., Netoff, T.I.: Bayesian adaptive dual control of deep brain stimulation in a computational model of Parkinson’s disease. PLoS Comput. Biol. 14, e1006606 (2018). https://doi.org/10.1371/journal.pcbi.1006606
Tass, P.A.: A model of desynchronizing deep brain stimulation with a demand-controlled coordinated reset of neural subpopulations. Biol. Cybern. 89, 81–88 (2003). https://doi.org/10.1007/s00422-003-0425-7
Adamchic, I., Hauptmann, C., Barnikol, U.B., et al.: Coordinated reset neuromodulation for Parkinson’s disease: proof-of-concept study. Mov. Disord. 29, 1679–1684 (2014). https://doi.org/10.1002/mds.25923
Wang, J., Nebeck, S., Muralidharan, A., et al.: Coordinated reset deep brain stimulation of subthalamic nucleus produces long-lasting, dose-dependent motor improvements in the 1-Methyl-4-phenyl-1,2,3,6-tetrahydropyridine non-human primate model of parkinsonism. Brain Stimul. 9, 609–617 (2016). https://doi.org/10.1016/j.brs.2016.03.014
Stanslaski, S., Afshar, P., Cong, P., et al.: Design and validation of a fully implantable, chronic, closed-loop neuromodulation device with concurrent sensing and stimulation. IEEE Trans. Neural Syst. Rehabil. Eng. 20, 410–421 (2012). https://doi.org/10.1109/TNSRE.2012.2183617
Afshar, P., Khambhati, A., Stanslaski, S., et al.: A translational platform for prototyping closed-loop neuromodulation systems. Front Neural. Circuits. 6 (2013). https://doi.org/10.3389/fncir.2012.00117
Rosin, B., Slovik, M., Mitelman, R., et al.: Closed-loop deep brain stimulation is superior in ameliorating parkinsonism. Neuron. 72, 370–384 (2011). https://doi.org/10.1016/j.neuron.2011.08.023
Yoshida, F., Martinez-Torres, I., Pogosyan, A., et al.: Value of subthalamic nucleus local field potentials recordings in predicting stimulation parameters for deep brain stimulation in Parkinson’s disease. J. Neurol. Neurosurg. Psychiatry. 81, 885–889 (2010). https://doi.org/10.1136/jnnp.2009.190918
Tan, H., Debarros, J., He, S., et al.: Decoding voluntary movements and postural tremor based on thalamic LFPs as a basis for closed-loop stimulation for essential tremor. Brain Stimul. 12, 858–867 (2019). https://doi.org/10.1016/j.brs.2019.02.011
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Brinda, A.K., Johnson, M.D. (2022). Mechanisms and Targeting of Deep-Brain Stimulation Therapies. In: Thakor, N.V. (eds) Handbook of Neuroengineering. Springer, Singapore. https://doi.org/10.1007/978-981-15-2848-4_133-1
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