Adaptive deep brain stimulation in advanced Parkinson disease.
Open accessAbstract
OBJECTIVE: Brain-computer interfaces (BCIs) could potentially be used to interact with pathological brain signals to intervene and ameliorate their effects in disease states. Here, we provide proof-of-principle of this approach by using a BCI to interpret pathological brain activity in patients with advanced Parkinson disease (PD) and to use this feedback to control when therapeutic deep brain stimulation (DBS) is delivered. Our goal was to demonstrate that by personalizing and optimizing stimulation in real time, we could improve on both the efficacy and efficiency of conventional continuous DBS. METHODS: We tested BCI-controlled adaptive DBS (aDBS) of the subthalamic nucleus in 8 PD patients. Feedback was provided by processing of the local field potentials recorded directly from the stimulation electrodes. The results were compared to no stimulation, conventional continuous stimulation (cDBS), and random intermittent stimulation. Both unblinded and blinded clinical assessments of motor effect were performed using the Unified Parkinson's Disease Rating Scale. RESULTS: Motor scores improved by 66% (unblinded) and 50% (blinded) during aDBS, which were 29% (p = 0.03) and 27% (p = 0.005) better than cDBS, respectively. These improvements were achieved with a 56% reduction in stimulation time compared to cDBS, and a corresponding reduction in energy requirements (p < 0.001). aDBS was also more effective than no stimulation and random intermittent stimulation. INTERPRETATION: BCI-controlled DBS is tractable and can be more efficient and efficacious than conventional continuous neuromodulation for PD.
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The outcome of brain stimulation to treat Parkinson's disease can be improved by recording brain activity and stimulating only when the local field potentials collected by electrodes inserted in the subthalamic nucleus exceed a certain threshold.
“Furthermore, it has been shown that the outcome of brain stimulation to treat Parkinson’s disease can be improved by recording brain activity and stimulating only when the local field potentials collected by electrodes inserted in the subthalamic nucleus exceed a certain threshold (Little et al., 2013)”
From Toward a personalized closed-loop stimulation of the visual cortex: Advances and challenges (2022) · cites this paper as Little et al., 2013
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Cites
Frequency Dependence of Signal Power and Spatial Reach of the Local Field Potential
Leski, S., Lindén, H., Tetzlaff, T., Pettersen, K. H., & Einevoll, G. T. (2013) · PubMed Central · doi:10.18154/rwth-conv-084442 · Cited by 3,662 · see citing works
Deep brain stimulation of the subthalamic nucleus for the treatment of Parkinson's disease
Benabid, A. L., Chabardes, S., Mitrofanis, J., & Pollak, P. (2009) · The Lancet Neurology · doi:10.1016/s1474-4422(08)70291-6 · Cited by 1,285 · see citing works
Wang, E., Yao, H.-B., Chen, Y., Wang, G., Gao, W., Sun, Y., Guo, J., Hu, J., Jiang, C., & Hu, J. (2013) · Cellular Physiology and Biochemistry · doi:10.1159/000350082 · Cited by 1,176 · see citing works
Dopamine Dependency of Oscillations between Subthalamic Nucleus and Pallidum in Parkinson's Disease
Brown, P., Oliviero, A., Mazzone, P. A. M., Insola, A., Tonali, P. A., & Lazzaro, V. D. (2001) · Journal of Neuroscience · doi:10.1523/jneurosci.21-03-01033.2001 · Cited by 1,168 · see citing works
Self-citationEstimation of the reliability of ratings.
Ebel, R. L. (1951) · Psychometrika · doi:10.1007/bf02288803 · Cited by 976 · see citing works
Kühn, A. A., Kupsch, A. R., Schneider, G., & Brown, P. (2006) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2006.04717.x · Cited by 895 · see citing works
Self-citationClosed-Loop Deep Brain Stimulation Is Superior in Ameliorating Parkinsonism
Rosin, B., Slovik, M., Mitelman, R., Rivlin-Etzion, M., Haber, S. N., Israel, Z., Vaadia, E., & Bergman, H. (2011) · Neuron · doi:10.1016/j.neuron.2011.08.023 · Cited by 793 · see citing works
New insights into the relationship between dopamine, beta oscillations and motor function
Jenkinson, N., & Brown, P. (2011) · Trends in Neurosciences · doi:10.1016/j.tins.2011.09.003 · Cited by 659 · see citing works
Self-citationKühn, A. A., Tsui, A., Aziz, T. Z., et al. (2008) · Experimental Neurology · doi:10.1016/j.expneurol.2008.11.008 · Cited by 633 · see citing works
Self-citationRhythm-specific pharmacological modulation of subthalamic activity in Parkinson's disease
Priori, A., Foffani, G., Pesenti, A., Tamma, F., Bianchi, A. M., PELLEGRINI, M., Locatelli, M., Moxon, K. A., & Villani, R. M. (2004) · Experimental Neurology · doi:10.1016/j.expneurol.2004.06.001 · Cited by 514 · see citing works
How do parkinsonian signs return after discontinuation of subthalamic DBS?
Temperli, P., Ghika, J. A., Villemure, J., Burkhard, P., Bogousslavsky, J., & Vingerhoets, F. J. G. (2003) · Neurology · doi:10.1212/wnl.60.1.78 · Cited by 419 · see citing works
Deep brain stimulation can suppress pathological synchronisation in parkinsonian patients
Eusébio, A., Thevathasan, W., Gaynor, L. D., Pogosyan, A. H., Bye, E., Foltynie, T., Zrinzo, L. U., Ashkan, K., Aziz, T. Z., & Brown, P. (2010) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.2010.217489 · Cited by 412 · see citing works
Self-citationTen-year outcome of subthalamic stimulation in Parkinson disease: a blinded evaluation.
Castrioto, A., Lozano, A., Poon, Y., Lang, A., Fallis, M., & Moro, E. (2011) · Archives of Neurology · doi:10.1001/archneurol.2011.182 · Cited by 411 · see citing works
Ray, N. J., Jenkinson, N., Wang, S., Holland, P., Brittain, J., Joint, C., Stein, J. F., & Aziz, T. Z. (2008) · Experimental Neurology · doi:10.1016/j.expneurol.2008.05.008 · Cited by 375 · see citing works
Self-citationIntroduction to the programming of deep brain stimulators
Volkmann, J., Herzog, J., Kopper, F., & Deuschl, G. (2002) · Movement Disorders · doi:10.1002/mds.10162 · Cited by 372 · see citing works
Slow oscillatory activity and levodopa-induced dyskinesias in Parkinson's disease
Alonso‐Frech, F. (2006) · Brain · doi:10.1093/brain/awl103 · Cited by 360 · see citing works
Adaptive deep brain stimulation (aDBS) controlled by local field potential oscillations
Priori, A., Foffani, G., Rossi, L., & Marceglia, S. R. F. (2012) · Experimental Neurology · doi:10.1016/j.expneurol.2012.09.013 · Cited by 329 · see citing works
Tremor Suppression by Rhythmic Transcranial Current Stimulation
Brittain, J., Probert-Smith, P., Aziz, T. Z., & Brown, P. (2013) · Current Biology · doi:10.1016/j.cub.2013.01.068 · Cited by 315 · see citing works
Self-citationLittle, S. J., & Brown, P. (2012) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.2012.06650.x · Cited by 265 · see citing works
Self-citationCoordinated reset has sustained aftereffects in Parkinsonian monkeys
Tass, P. A., Li, Q., Hauptmann, C., Doveró, S., Bézard, E., Boraud, T., & Meissner, W. G. (2012) · Annals of Neurology · doi:10.1002/ana.23663 · Cited by 264 · see citing works
Giannicola, G., Marceglia, S. R. F., Rossi, L., Mrakic‐Sposta, S., Rampini, P. M., Tamma, F., Cogiamanian, F. M., Barbieri, S., & Priori, A. (2010) · Experimental Neurology · doi:10.1016/j.expneurol.2010.08.011 · Cited by 205 · see citing works
A translational platform for prototyping closed-loop neuromodulation systems
Afshar, P., Khambhati, A. N., Stanslaski, S. R., Carlson, D., Jensen, R., Linde, D., Dani, S., Lazarewicz, M. T., Cong, P., Giftakis, J., et al. (2013) · Frontiers in Neural Circuits · doi:10.3389/fncir.2012.00117 · Cited by 146 · see citing works
Desynchronizing electrical and sensory coordinated reset neuromodulation
Popovych, O. V., & Tass, P. A. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00058 · Cited by 123 · see citing works
Long-term Recordings of Local Field Potentials From Implanted Deep Brain Stimulation Electrodes
Abosch, A., Lanctin, D. P., Onaran, İ., et al. (2012) · Neurosurgery · doi:10.1227/neu.0b013e3182676b91 · Cited by 114 · see citing works
Eusébio, A., Cagnan, H., & Brown, P. (2012) · Frontiers in Integrative Neuroscience · doi:10.3389/fnint.2012.00047 · Cited by 104 · see citing works
Self-citationTuura, R., Jarosz, J. M., Samuel, M., et al. (2009) · Stereotactic and Functional Neurosurgery · doi:10.1159/000225973 · Cited by 101 · see citing works
Therapeutic rewiring by means of desynchronizing brain stimulation
Hauptmann, C., & Tass, P. A. (2006) · Biosystems · doi:10.1016/j.biosystems.2006.04.015 · Cited by 101 · see citing works
Ford, B. (2004) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.2003.027557 · Cited by 97 · see citing works
Rosa, M., Giannicola, G., Servello, D., Marceglia, S. R. F., Pacchetti, C., Porta, M., Sassi, M., Scelzo, E., Barbieri, S., & Priori, A. (2011) · Neurosignals · doi:10.1159/000328508 · Cited by 95 · see citing works
Subthalamic local field potentials after seven-year deep brain stimulation in Parkinson's disease
Giannicola, G., Rosa, M., Servello, D., Menghetti, C., Carrabba, G. G., Pacchetti, C., Zangaglia, R., Cogiamanian, F. M., Scelzo, E., Marceglia, S. R. F., et al. (2012) · Experimental Neurology · doi:10.1016/j.expneurol.2012.06.012 · Cited by 94 · see citing works
Surgical management of Parkinson’s disease
Foltynie, T., & Hariz, M. I. (2010) · Expert Review of Neurotherapeutics · doi:10.1586/ern.10.68 · Cited by 94 · see citing works
Self-citationDeep brain stimulation of the subthalamic nucleus: A two-edged sword
Chen, C. C., Brücke, C., Kempf, F., et al. (2006) · Current Biology · doi:10.1016/j.cub.2006.10.013 · Cited by 91 · see citing works
Longevity of Batteries in Internal Pulse Generators Used for Deep Brain Stimulation
Binmahfoodh, M., Hamani, C., Sime, E., & Lozano, A. M. (2003) · Stereotactic and Functional Neurosurgery · doi:10.1159/000075161 · Cited by 86 · see citing works
Twenty‐five years of deep brain stimulation: Celebrations and apprehensions
Hariz, M. I. (2012) · Movement Disorders · doi:10.1002/mds.25007 · Cited by 80 · see citing works
Self-citationLopiano, L., Torre, E., Benedetti, F., Bergamasco, B., Perozzo, P., Pollo, A., Rizzone, M. G., Tavella, A., & Lanotte, M. (2003) · European Neurology · doi:10.1159/000072506 · Cited by 53 · see citing works
A New Rechargeable Device for Deep Brain Stimulation: A Prospective Patient Satisfaction Survey
Timmermann, L., Schüpbach, M. W. M., Hertel, F., Wolf, E., Eleopra, R., Franzini, A., Servello, D., Skogseid, I. M., Rumià, J., Aliaga, A. S., et al. (2013) · European Neurology · doi:10.1159/000342236 · Cited by 52 · see citing works
Battery lifetime in pallidal deep brain stimulation for dystonia
Blahak, C., Capelle, H., Bäezner, H., Kinfe, T. M., Hennerici, M. G., & Krauss, J. K. (2010) · European Journal of Neurology · doi:10.1111/j.1468-1331.2010.03290.x · Cited by 48 · see citing works
Blahak, C., Bäzner, H., Capelle, H., Wöhrle, J. C., Weigel, R., Hennerici, M. G., & Krauss, J. K. (2009) · Movement Disorders · doi:10.1002/mds.22536 · Cited by 25 · see citing works
Using “Smart Stimulators” to Treat Parkinson’s Disease: Re-Engineering Neurostimulation Devices
Modolo, J., Beuter, A. C., Thomas, A. W., et al. (2012) · Frontiers in Computational Neuroscience · doi:10.3389/fncom.2012.00069 · Cited by 24 · see citing works
Therapeutic rewiring by means of desynchronizing brain stimulation
Hauptmann, C., & Tass, P. A. (2009) · BMC Neuroscience · doi:10.1186/1471-2202-10-s1-p209 · Cited by 21 · see citing works
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Herrington, T. M., Cheng, J. J., & Eskandar, E. N. (2016) · Journal of Neurophysiology · doi:10.1152/jn.00281.2015 · Cited by 551 · see citing works
Gilron, R., Little, S., Perrone, R., Wilt, R., de Hemptinne, C., Yaroshinsky, M. S., Racine, C. A., Wang, S. S., Ostrem, J. L., Larson, P. S., et al. (2021) · Nature Biotechnology · doi:10.1038/s41587-021-00897-5 · Cited by 343 · see citing works
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Darrow, D. P. (2019) · Neurotherapeutics · doi:10.1007/s13311-018-00691-3 · Cited by 190 · see citing works
Zrenner, B., Zrenner, C., Gordon, P. C., Belardinelli, P., McDermott, E. J., Soekadar, S. R., Fallgatter, A. J., Ziemann, U., & Müller-Dahlhaus, F. (2020) · Brain Stimulation · doi:10.1016/j.brs.2019.10.007 · Cited by 175 · see citing works
Malekmohammadi, M., Herron, J., Velisar, A., Blumenfeld, Z., Trager, M. H., Chizeck, H. J., & Brontë‐Stewart, H. (2016) · Movement Disorders · doi:10.1002/mds.26482 · Cited by 134 · see citing works
Widge, A. S., Ellard, K. K., Paulk, A. C., Basu, I., Yousefi, A., Zorowitz, S., Gilmour, A., Afzal, A., Deckersbach, T., Cash, S. S., et al. (2017) · Experimental Neurology · doi:10.1016/j.expneurol.2016.07.021 · Cited by 118 · see citing works
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Mohan, U. R., Watrous, A. J., Miller, J. F., Lega, B. C., Sperling, M. R., Worrell, G. A., Gross, R. E., Zaghloul, K. A., Jobst, B. C., Davis, K. A., et al. (2020) · Brain Stimulation · doi:10.1016/j.brs.2020.05.009 · Cited by 120 · see citing works
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Tan, H., Debarros, J., He, S., Pogosyan, A., Aziz, T. Z., Huang, Y., Wang, S., Timmermann, L., Visser-Vandewalle, V., Pedrosa, D. J., et al. (2019) · Brain Stimulation · doi:10.1016/j.brs.2019.02.011 · Cited by 83 · see citing works
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- Authors
- Little, S., Pogosyan, A., Neal, S., Zavala, B., Zrinzo, L., Hariz, M., Foltynie, T., Limousin, P., Ashkan, K., FitzGerald, J., Green, A. L., Aziz, T. Z., & Brown, P.
- Affiliations
- John Radcliffe Hospital (GB)
- Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital University of Oxford Oxford
- UCL Queen Square Institute of Neurology (GB)
- King's College Hospital (GB)
- ORCID
- Venue
- Annals of Neurology
- Publisher
- Wiley
- Published
- 2013-07-12
- Volume
- 74
- Issue
- 3
- Pages
- 449-457
- ISSN
- 0364-5134 (ISSN-L)
- 1531-8249
- PMC
- PMC3886292
- OpenAlex
- W2143685192
- Cited by
- 1,374
- References
- 40
- Citations by year
- 2026: 131 · 2025: 123 · 2024: 113 · 2023: 114 · 2022: 106 · 2021: 116 · 2020: 118 · 2019: 92 · 2018: 111 · 2017: 103 · 2016: 93 · 2015: 76 · 2014: 64 · 2013: 11 · 2012: 1
- FWCI
- 51.61
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Annals of Neurology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- UCL Discovery (University College London) (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion, cc-by-nc-nd)
- Funders
- Medical Research Council
- Wellcome Trust
- Topics
- Health Sciences › Medicine › Neurology › Neurological disorders and treatments
- Social Sciences › Psychology › Clinical Psychology › Obsessive-Compulsive Spectrum Disorders
- Life Sciences › Neuroscience › Neurology › Transcranial Magnetic Stimulation Studies
- Keywords
- adaptive deep brain stimulation, Parkinson's disease, brain-computer interface, subthalamic nucleus, local field potentials, intermittent stimulation, stimulation efficiency, energy consumption reduction, motor symptoms, neuromodulation
- MeSH terms
- Aged, Antiparkinson Agents, Humans, Middle Aged, Parkinson Disease, Treatment Outcome, Subthalamic Nucleus, Deep Brain Stimulation, Brain-Computer Interfaces
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