Abstract
A bidirectional neural interface is a device that transfers information into and out of the nervous system. This class of devices has potential to improve treatment and therapy in several patient populations. Progress in very large-scale integration has advanced the design of complex integrated circuits. System-on-chip devices are capable of recording neural electrical activity and altering natural activity with electrical stimulation. Often, these devices include wireless powering and telemetry functions. This review presents the state of the art of bidirectional circuits as applied to neuroprosthetic, neurorepair, and neurotherapeutic systems.
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Abdelhalim K, Jafari H, Kokarovtseva L, Perez Velazquez J, Genov R (2013) 64-channel UWB wireless neural vector analyzer SoC with a closed-loop phase synchrony-triggered neurostimulator. IEEE J Solid State Circuits 48(10):2494–2510
Abdelhalim K, Kokarovtseva L, Perez Velazquez J, Genov R (2013) 915-MHz FSK/OOK wireless neural recording SoC with 64 mixed-signal FIR filters. IEEE J Solid State Circuits 48(10):2478–2493
Anderson WS, Lenz FA (2006) Surgery insight: deep brain stimulation for movement disorders. Nat Clin Pract Neurol 2(6):310–320
Angeli CA, Edgerton VR, Gerasimenko YP, Harkema SJ (2014) Altering spinal cord excitability enables voluntary movements after chronic complete paralysis in humans. Brain 137(5):1394–1409
Asanuma H, Stoney SD, Abzug C (1968) Relationship between afferent input and motor outflow in cat motorsensory cortex. J Neurophysiol 31(5):670–681
Avestruz AT, Santa W, Carlson D, Jensen R, Stanslaski S, Helfenstine A, Denison T (2008) A 5 \(\mu W\)/Channel spectral analysis IC for chronic bidirectional brain machine interfaces. IEEE J Solid State Circuits 43(12):3006–3024
Azin M, Guggenmos D, Barbay S, Nudo R, Mohseni P (2011) A battery-powered activity-dependent intracortical microstimulation IC for brain-machine-brain interface. IEEE J Solid State Circuits 46(4):731–745
Azin M, Guggenmos D, Barbay S, Nudo R, Mohseni P (2011) A miniaturized system for spike-triggered intracortical microstimulation in an ambulatory rat. IEEE Trans Biomed Eng 58(9):2589–2597
Benabid A, Pollak P, Hoffmann D, Gervason C, Hommel M, Perret J, de Rougemont J, Gao D (1991) Long-term suppression of tremor by chronic stimulation of the ventral intermediate thalamic nucleus. Lancet 337(8738):403–406
Bensmaia SJ, Miller LE (2014) Restoring sensorimotor function through intracortical interfaces: progress and looming challenges. Nat Rev Neurosci 15:313–325
Berg J, Dammann J, Tenore F, Tabot G, Boback J, Manfredi L, Peterson M, Katyal K, Johannes M, Makhlin A, Wilcox R, Franklin R, Vogelstein R, Hatsopoulos N, Bensmaia S (2013) Behavioral demonstration of a somatosensory neuroprosthesis. IEEE Trans Neural Syst Rehabil Eng 21(3):500–507
Berger T, Ahuja A, Courellis S, Deadwyler S, Erinjippurath G, Gerhardt G, Gholmieh G, Granacki J, Hampson R, Hsaio MC, Lacoss J, Marmarelis V, Nasiatka P, Srinivasan V, Song D, Tanguay A, Wills J (2005) Restoring lost cognitive function. IEEE Eng Medi Biol Mag 24(5):30–44
Berger T, Baudry M, Brinton R, Liaw JS, Marmarelis V, Yoondong Park A, Sheu B, Tanguay A (2001) Brain-implantable biomimetic electronics as the next era in neural prosthetics. IEEE Proc 89(7):993–1012
Berger T, Song D, Chan R, Shin D, Marmarelis V, Hampson R, Sweatt A, Heck C, Liu C, Wills J, LaCoss J, Granacki J, Gerhardt G, Deadwyler S (2012) Role of the hippocampus in memory formation: restorative encoding memory integration neural device as a cognitive neural prosthesis. IEEE Pulse 3(5):17–22
Berger TW, Hampson RE, Song D, Goonawardena A, Marmarelis VZ, Deadwyler SA (2011) A cortical neural prosthesis for restoring and enhancing memory. J Neural Eng 8(4):046017
Bergey GK (2013) Neurostimulation in the treatment of epilepsy. Exp Neurol 244:87–95
Beverlin B II, Netoff TI (2013) Dynamic control of modeled tonic-clonic seizure states with closed-loop stimulation. Front Neural Circuits 6(126):1–9
Biederman W, Yeager D, Narevsky N, Leverett J, Neely R, Carmena J, Alon E, Rabaey J (2015) A 4.78 \(mm^2\) fully-integrated neuromodulation SoC combining 64 acquisition channels with digital compression and simultaneous dual stimulation. IEEE J Solid State Circuits 50(4):1038–1047
Birdno MJ, Grill WM (2008) Mechanisms of deep brain stimulation in movement disorders as revealed by changes in stimulus frequency. Neurotherapeutics 5(1):14–25
Birdno MJ, Kuncel AM, Dorval AD, Turner DA, Gross RE, Grill WM (2012) Stimulus features underlying reduced tremor suppression with temporally patterned deep brain stimulation. J Neurophysiol 107(1):364–383
Bliss TV, Lømo T (1973) Long-lasting potentiation of synaptic transmission in the dentate area of the anaesthetized rabbit following stimulation of the perforant path. J Physiol 232(2):331–356
Brocker DT, Swan BD, Turner DA, Gross RE, Tatter SB, Miller Koop M, Bronte-Stewart H, Grill WM (2013) Improved efficacy of temporally non-regular deep brain stimulation in Parkinson’s disease. Exp Neurol 239:60–67
Bronte-Stewart H, Barberini C, Koop MM, Hill BC, Henderson JM, Wingeier B (2009) The STN beta-band profile in Parkinson’s disease is stationary and shows prolonged attenuation after deep brain stimulation. Exp Neurol 215(1):20–28
Brown P, Oliviero A, Mazzone P, Insola A, Tonali P, Di Lazzaro V (2001) Dopamine dependency of oscillations between subthalamic nucleus and pallidum in Parkinson’s disease. J Neurosci 21(3):1033–1038
Chae MS, Yang Z, Yuce MR, Hoang L, Liu W (2009) A 128-channel 6 mW wireless neural recording IC with spike feature extraction and UWB transmitter. IEEE Trans Neural Systems Rehabil Eng 17(4):312–321
Chan AM, Sun FT, Boto EH, Wingeier BM (2008) Automated seizure onset detection for accurate onset time determination in intracranial EEG. Clin Neurophysiol 119(12):2687–2696
Chan CH, Wills J, LaCoss J, Granacki J, Choma J (2006) A micro-power low-noise auto-zeroing CMOS amplifier for cortical neural prostheses. In: IEEE on biomedical circuits and systems conference, 2006, BioCAS 2006, pp 214–217
Chen WM, Chiueh H, Chen TJ, Ho CL, Jeng C, Ker MD, Lin CY, Huang YC, Chou CW, Fan TY, Cheng MS, Hsin YL, Liang SF, Wang YL, Shaw FZ, Huang YH, Yang CH, Wu CY (2014) A fully integrated 8-channel closed-loop neural-prosthetic CMOS SoC for real-time epileptic seizure control. IEEE J Solid State Circuits 49(1):232–247
Clippinger FW, Avery R, Titus B (1974) A sensory feedback system for an upper-limb amputation prosthesis. Bull Prosthet Res 22:247–258
Collinger JL, Wodlinger B, Downey JE, Wang W, Tyler-Kabara EC, Weber DJ, McMorland AJ, Velliste M, Boninger ML, Schwartz AB (2013) High-performance neuroprosthetic control by an individual with tetraplegia. Lancet 381(9866):557–564
Cramer SC, Sur M, Dobkin BH, O’Brien C, Sanger TD, Trojanowski JQ, Rumsey JM, Hicks R, Cameron J, Chen D et al (2011) Harnessing neuroplasticity for clinical applications. Brain 134(6):1591–1609
D’Alessandro M, Esteller R, Vachtsevanos G, Hinson A, Echauz J, Litt B (2003) Epileptic seizure prediction using hybrid feature selection over multiple intracranial EEG electrode contacts: a report of four patients. IEEE Trans Biomed Eng 50(5):603–615
de Hemptinne C, Ryapolova-Webb ES, Air EL, Garcia PA, Miller KJ, Ojemann JG, Ostrem JL, Galifianakis NB, Starr PA (2013) Exaggerated phase-amplitude coupling in the primary motor cortex in Parkinson disease. Proc Natl Acad Sci 110(12):4780–4785
Deng ZD, Lisanby SH, Peterchev AV (2013) Electric field depth-focality tradeoff in transcranial magnetic stimulation: simulation comparison of 50 coil designs. Brain Stimul 6(1):1–13
Denison T, Consoer K, Santa W, Avestruz AT, Cooley J, Kelly A (2007) A 2\(\mu W\) 100 nV/\(\sqrt{Hz}\) chopper-stabilized instrumentation amplifier for chronic measurement of neural field potentials. IEEE J Solid State Circuits 42(12):2934–2945
Deuschl G, Herzog J, Kleiner-Fisman G, Kubu C, Lozano AM, Lyons KE, Rodriguez-Oroz MC, Tamma F, Tröster AI, Vitek JL et al (2006) Deep brain stimulation: postoperative issues. Mov Disord 21(S14):S219–S237
Dhillon G, Horch K (2005) Direct neural sensory feedback and control of a prosthetic arm. IEEE Trans Neural Syst Rehabil Eng 13(4):468–472
Dhillon GS, Lawrence SM, Hutchinson DT, Horch KW (2004) Residual function in peripheral nerve stumps of amputees: implications for neural control of artificial limbs. J Hand Surg 29(4):605–615
Drolet J, Semmaoui H, Sawan M (2011) Low-power energy-based CMOS digital detector for neural recording arrays. In: IEEE on biomedical circuits and systems conference (BioCAS), pp 13–16
Duebel J, Marazova K, Sahel JA (2015) Optogenetics. Curr Opin Ophthalmol 26(3):226–232
Edwardson M, Lucas T, Carey J, Fetz E (2013) New modalities of brain stimulation for stroke rehabilitation. Exp Brain Res 224(3):335–358
Engel AK, Moll CK, Fried I, Ojemann GA (2005) Invasive recordings from the human brain: clinical insights and beyond. Nat Rev Neurosci 6(1):35–47
Ethier C, Oby ER, Bauman MJ, Miller LE (2012) Restoration of grasp following paralysis through brain-controlled stimulation of muscles. Nature 485(7398):368–371
Fang X, Wills J, Granacki J, LaCoss J, Choma J (2008) CMOS charge-metering microstimulator for implantable prosthetic device. In: 51st Midwest symposium on circuits and Systems, MWSCAS, pp 826–829
Feng XJ, Greenwald B, Rabitz H, Shea-Brown E, Kosut R (2007) Toward closed-loop optimization of deep brain stimulation for Parkinson’s disease: concepts and lessons from a computational model. J Neural Eng 4(2):L14
Fetz EE (2015) Chapter 12–restoring motor function with bidirectional neural interfaces. In: Dancause N, Nadeau S, Rossignol S (eds) Sensorimotor rehabilitation at the crossroads of basic and clinical sciences, vol 218 of progress in brain research. Elsevier, Amsterdam, pp 241–252
Fisher R, Salanova V, Witt T, Worth R, Henry T, Gross R, Oommen K, Osorio I, Nazzaro J, Labar D et al (2010) Electrical stimulation of the anterior nucleus of thalamus for treatment of refractory epilepsy. Epilepsia 51(5):899–908
Fisher RS, Velasco AL (2014) Electrical brain stimulation for epilepsy. Nat Rev Neurol 10(5):261–270
Fitzgerald J, Lacour SP, McMahon S, Fawcett J (2009) Microchannel electrodes for recording and stimulation: in vitro evaluation. IEEE Trans Biomed Eng 56(5):1524–1534
Fitzsimmons N, Drake W, Hanson T, Lebedev M, Nicolelis M (2007) Primate reaching cued by multichannel spatiotemporal cortical microstimulation. J Neurosci 27(21):5593–5602
Ghez C, Gordon J, Ghilardi MF (1995) Impairments of reaching movements in patients without proprioception. II. effects of visual information on accuracy. J Neurophysiol 73(1):361–372
Gosselin B, Sawan M (2009) An ultra low-power CMOS automatic action potential detector. IEEE Trans Neural Syst Rehabil Eng 17(4):346–353
Guggenmos DJ, Azin M, Barbay S, Mahnken JD, Dunham C, Mohseni P, Nudo RJ (2013) Restoration of function after brain damage using a neural prosthesis. Proc Natl Acad Sci 110(52):21177–21182
Hampson R, Song D, Chan R, Sweatt A, Riley M, Gerhardt G, Shin D, Marmarelis V, Berger T, Deadwyler S (2012) A nonlinear model for hippocampal cognitive prosthesis: memory facilitation by hippocampal ensemble stimulation. IEEE Trans Neural Syst Rehabil Eng 20(2):184–197
Hampson RE, Song D, Opris I, Santos LM, Shin DC, Gerhardt GA, Marmarelis VZ, Berger TW, Deadwyler SA (2013) Facilitation of memory encoding in primate hippocampus by a neuroprosthesis that promotes task-specific neural firing. J Neural Eng 10(6):066013
Harkema S, Gerasimenko Y, Hodes J, Burdick J, Angeli C, Chen Y, Ferreira C, Willhite A, Rejc E, Grossman RG, Edgerton VR (2011) Effect of epidural stimulation of the lumbosacral spinal cord on voluntary movement, standing, and assisted stepping after motor complete paraplegia: a case study. Lancet 377(9781):1938–1947
Harrison RR, Watkins PT, Kier RJ, Lovejoy RO, Black DJ, Greger B, Solzbacher F (2007) A low-power integrated circuit for a wireless 100-electrode neural recording system. IEEE J Solid State Circuits 42(1):123–133
Heck CN, King-Stephens D, Massey AD, Nair DR, Jobst BC, Barkley GL, Salanova V, Cole AJ, Smith MC, Gwinn RP et al (2014) 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(3):432–441
Hillman EM (2007) Optical brain imaging in vivo: techniques and applications from animal to man. J Biomed Opt 12(5):051402–051402
Hochberg LR, Bacher D, Jarosiewicz B, Masse NY, Simeral JD, Vogel J, Haddadin S, Liu J, Cash SS, Pvd Smagt, Donoghue JP (2012) Reach and grasp by people with tetraplegia using a neurally controlled robotic arm. Nature 485(7398):372–375
Hsiao SS, Fettiplace M, Darbandi B (2011) Sensory feedback for upper limb prostheses. In: Lepore F, Green A, Elaine Chapman C, Kalaska JF (eds) Progress in brain research, vol 192. Elsevier, Philadelphia, PA, USA, pp 69–81
Jackson A, Mavoori J, Fetz EE (2006) Long-term motor cortex plasticity induced by an electronic neural implant. Nature 444(7115):56–60
Jackson A, Mavoori J, Fetz EE (2007) Correlations between the same motor cortex cells and arm muscles during a trained task, free behavior, and natural sleep in the macaque monkey. J Neurophysiol 97(1):360–374
Johnson KO, Hsiao SS (1992) Neural mechanisms of tactual form and texture perception. Ann Rev Neurosci 15(1):227–250
Jung R, Brauer EJ, Abbas JJ (2001) Real-time interaction between a neuromorphic electronic circuit and the spinal cord. IEEE Trans Neural Syst Rehabil Eng 9(3):319–326
Kaiser J (1990) On a simple algorithm to calculate the ‘energy’ of a signal. In: 1990 international conference on acoustics, speech, and signal processing, ICASSP-90, vol. 1, pp 381–384
Kerr CC, Neymotin SA, Chadderdon GL, Fietkiewicz CT, Francis JT, Lytton WW (2012) Electrostimulation as a prosthesis for repair of information flow in a computer model of neocortex. IEEE Trans Neural Syst Rehabil Eng 20(2):153–160
Kipke DR, Shain W, Buzsáki G, Fetz E, Henderson JM, Hetke JF, Schalk G (2008) Advanced neurotechnologies for chronic neural interfaces: new horizons and clinical opportunities. J Neurosci 28(46):11830–11838
Kobayashi M, Pascual-Leone A (2003) Transcranial magnetic stimulation in neurology. Lancet Neurol 2(3):145–156
Kühn AA, Kempf F, Brücke C, Doyle LG, Martinez-Torres I, Pogosyan A, Trottenberg T, Kupsch A, Schneider GH, Hariz MI et al (2008) 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(24):6165–6173
Kühn AA, Kupsch A, Schneider GH, Brown P (2006) Reduction in subthalamic 8–35 hz oscillatory activity correlates with clinical improvement in Parkinson’s disease. Eur J Neurosci 23(7):1956–1960
Kumar K, Taylor RS, Jacques L, Eldabe S, Meglio M, Molet J, Thomson S, Callaghan OJ, Eisenberg E, Milbouw G et al (2007) Spinal cord stimulation versus conventional medical management for neuropathic pain: a multicentre randomised controlled trial in patients with failed back surgery syndrome. Pain 132(1):179–188
Kuncel AM, Grill WM (2004) Selection of stimulus parameters for deep brain stimulation. Clin Neurophysiol 115(11):2431–2441
Kuo MF, Paulus W, Nitsche MA (2014) Therapeutic effects of non-invasive brain stimulation with direct currents (tdcs) in neuropsychiatric diseases. Neuroimage 85:948–960
Lacour SP, Fitzgerald J, Lago N, Tarte E, McMahon S, Fawcett J (2009) Long micro-channel electrode arrays: A novel type of regenerative peripheral nerve interface. IEEE Trans Neural Syst Rehabil Eng 17(5):454–460
Laxpati NG, Mahmoudi B, Gutekunst CA, Newman JP, Zeller-Townson R, Gross RE (2014) Real-time in vivo optogenetic neuromodulation and multielectrode electrophysiologic recording with neurorighter. Front Neuroeng 7(40):1–15
Legon W, Sato TF, Opitz A, Mueller J, Barbour A, Williams A, Tyler WJ (2014) Transcranial focused ultrasound modulates the activity of primary somatosensory cortex in humans. Nat Neurosci 17(2):322–329
Lesser RP, Kim SH, Beyderman L, Miglioretti DL, Webber WRS, Bare M, Cysyk B, Krauss G, Gordon B (1999) Brief bursts of pulse stimulation terminate after discharges caused by cortical stimulation. Neurology 53(9):2073–2073
Levy R, Ashby P, Hutchison WD, Lang AE, Lozano AM, Dostrovsky JO (2002) Dependence of subthalamic nucleus oscillations on movement and dopamine in Parkinsons disease. Brain 125(6):1196–1209
Liew S, Santarnecchi E, Buch E, Cohen L (2014) Noninvasive brain stimulation in neurorehabilitation: Local and distant effects for motor recovery. Front Human Neurosci 8:378
Little S, Brown P (2012) What brain signals are suitable for feedback control of deep brain stimulation in Parkinson’s disease? Ann N Y Acad Sci 1265(1):9–24
Lucas TH, Fetz EE (2013) Myo-cortical crossed feedback reorganizes primate motor cortex output. J Neurosci 33(12):5261–5274
Mavoori J, Jackson A, Diorio C, Fetz E (2005) An autonomous implantable computer for neural recording and stimulation in unrestrained primates. J Neurosci Methods 148(1):71–77
Mayberg HS, Lozano AM, Voon V, McNeely HE, Seminowicz D, Hamani C, Schwalb JM, Kennedy SH (2005) Deep brain stimulation for treatment-resistant depression. Neuron 45(5):651–660
Moritz CT, Perlmutter SI, Fetz EE (2008) Direct control of paralysed muscles by cortical neurons. Nature 456(7222):639–642
Morrell MJ (2011) Responsive cortical stimulation for the treatment of medically intractable partial epilepsy. Neurology 77(13):1295–1304
Morris GL, Gloss D, Buchhalter J, Mack KJ, Nickels K, Harden C (2013) Evidence-based guideline update: Vagus nerve stimulation for the treatment of epilepsy report of the guideline development subcommittee of the american academy of neurology. Neurology 81(16):1453–1459
Muller R, Gambini S, Rabaey J (2012) A 0.013 mm2 5 μW DC-coupled neural signal acquisition IC with 0.5 V supply. IEEE J Solid State Circuits 47(1):232–243
Nag S, Thakor NV (2016) Implantable neurotechnologies: electrical stimulation and applications. Med Biol Eng Comput 54(1). doi:10.1007/s11517-015-1442-0
Neuropace Inc (2015) RNS System User Manual. http://www.neuropace.com/wp-content/uploads/2015/11/UserManual.pdf
Newman JP, Zeller-Townson R, Mf Fong, Arcot Desai S, Gross RE, Potter SM (2013) Closed-loop, multichannel experimentation using the open-source neurorighter electrophysiology platform. Front Neural Circuits 6(98):1–18
Ng KA, Greenwald E, Xu YP, Thakor NV (2016) Implantable neurotechnologies: a review of integrated circuit neural amplifiers. Med Biol Eng Comput 54(1). doi:10.1007/s11517-015-1431-3
Nishimura Y, Perlmutter SI, Eaton RW, Fetz EE (2013) Spike-timing-dependent plasticity in primate corticospinal connections induced during free behavior. Neuron 80(5):1301–1309
Nishimura Y, Perlmutter SI, Fetz EE (2013) Restoration of upper limb movement via artificial corticospinal and musculospinal connections in a monkey with spinal cord injury. Front Neural Circuits 7(57):1–9
Nitsche MA, Paulus W (2011) Transcranial direct current stimulation-update 2011. Restor Neurol Neurosci 29(6):463–492
Nudo RJ, Wise BM, SiFuentes F, Milliken GW (1996) Neural substrates for the effects of rehabilitative training on motor recovery after ischemic infarct. Science 272(5269):1791–1794
Nuttin B, Cosyns P, Demeulemeester H, Gybels J, Meyerson B (1999) Electrical stimulation in anterior limbs of internal capsules in patients with obsessive-compulsive disorder. Lancet 354(9189):1526
Ochoa J, Torebjörk E (1983) Sensations evoked by intraneural microstimulation of single mechanoreceptor units innervating the human hand. J Physiol 342(1):633–654
O’Doherty JE, Lebedev MA, Hanson TL, Fitzsimmons NA, Nicolelis MA (2009) A brain-machine interface instructed by direct intracortical microstimulation. Front Integr Neurosci 3(20):1–10
O’Doherty JE, Lebedev MA, Ifft PJ, Zhuang KZ, Shokur S, Bleuler H, Nicolelis MAL (2011) Active tactile exploration using a brain-machine-brain interface. Nature 479(7372):228–231
Opris I, Fuqua JL, Huettl PF, Gerhardt GA, Berger TW, Hampson RE, Deadwyler SA (2012) Closing the loop in primate prefrontal cortex: Inter-laminar processing. Front Neural Circuits 6(88):1–13
Parthasarathy AB, Fox DJ, Dunn AK, Weber EL, Richards LM (2010) Laser speckle contrast imaging of cerebral blood flow in humans during neurosurgery: a pilot clinical study. J Biomed Opt 15(6):066030–066030
Patil AC, Thakor NV (2016) Implantable neurotechnologies: a review of micro and nano-electrodes for neural recording. Med Biol Eng Comput 54(1). doi:10.1007/s11517-015-1430-4
Paz JT, Davidson TJ, Frechette ES, Delord B, Parada I, Peng K, Deisseroth K, Huguenard JR (2013) Closed-loop optogenetic control of thalamus as a tool for interrupting seizures after cortical injury. Nat Neurosci 16(1):64–70
Plow EB, Carey JR, Nudo RJ, Pascual-Leone A (2009) Invasive cortical stimulation to promote recovery of function after stroke a critical appraisal. Stroke 40(5):1926–1931
Polasek KH, Hoyen HA, Keith MW, Kirsch RF, Tyler DJ (2009) Stimulation stability and selectivity of chronically implanted multicontact nerve cuff electrodes in the human upper extremity. IEEE Trans Neural Syst Rehabil Eng 17(5):428–437
Pons T, Garraghty P, Ommaya A, Kaas J, Taub E, Mishkin M (1991) Massive cortical reorganization after sensory deafferentation in adult macaques. Science 252(5014):1857–1860
Priori A, Foffani G, Pesenti A, Tamma F, Bianchi A, Pellegrini M, Locatelli M, Moxon K, Villani R (2004) Rhythm-specific pharmacological modulation of subthalamic activity in Parkinson’s disease. Exp Neurol 189(2):369–379
Priori A, Foffani G, Rossi L, Marceglia S (2013) Adaptive deep brain stimulation (aDBS) controlled by local field potential oscillations. Exp Neurol 245:77–86
Raspopovic S, Capogrosso M, Petrini FM, Bonizzato M, Rigosa J, Di Pino G, Carpaneto J, Controzzi M, Boretius T, Fernandez E et al (2014) Restoring natural sensory feedback in real-time bidirectional hand prostheses. Sci Transl Med 6(222):222ra19–222ra19
Rebesco JM, Stevenson IH, Körding KP, Solla SA, Miller LE (2010) Rewiring neural interactions by micro-stimulation. Front Syst Neurosci 4(39):1–15
Reger BD, Fleming KM, Sanguineti V, Alford S, Mussa-Ivaldi FA (2000) Connecting brains to robots: an artificial body for studying the computational properties of neural tissues. Artif Life 6(4):307–324
Rhew HG, Jeong J, Fredenburg J, Dodani S, Patil P, Flynn M (2014) A fully self-contained logarithmic closed-loop deep brain stimulation SoC with wireless telemetry and wireless power management. IEEE J Solid State Circuits 99:1–15
Romo R, Hernndez A, Zainos A, Brody CD, Lemus L (2000) Sensing without touching: Psychophysical performance based on cortical microstimulation. Neuron 26(1):273–278
Romo R, Hernndez A, Zainos A, Salinas E (1998) Somatosensory discrimination based on cortical microstimulation. Nature 392:387
Rosin B, Slovik M, Mitelman R, Rivlin-Etzion M, Haber SN, Israel Z, Vaadia E, Bergman H (2011) Closed-loop deep brain stimulation is superior in ameliorating parkinsonism. Neuron 72(2):370–384
Rossini PM, Micera S, Benvenuto A, Carpaneto J, Cavallo G, Citi L, Cipriani C, Denaro L, Denaro V, Pino GD, Ferreri F, Guglielmelli E, Hoffmann KP, Raspopovic S, Rigosa J, Rossini L, Tombini M, Dario P (2010) Double nerve intraneural interface implant on a human amputee for robotic hand control. Clin Neurophysiol 121(5):777–783
Rouse AG, Stanslaski SR, Cong P, Jensen RM, Afshar P, Ullestad D, Gupta R, Molnar GF, Moran DW, Denison TJ (2011) A chronic generalized bi-directional brain machine interface. J Neural Eng 8(3):036018
Sainburg RL, Ghilardi MF, Poizner H, Ghez C (1995) Control of limb dynamics in normal subjects and patients without proprioception. J Neurophysiol 73(2):820–835
Sasada S, Kato K, Kadowaki S, Groiss SJ, Ugawa Y, Komiyama T, Nishimura Y (2014) Volitional walking via upper limb muscle-controlled stimulation of the lumbar locomotor center in man. J Neurosci 34(33):11131–11142
Schiefer MA, Freeberg M, Pinault GJC, Anderson J, Hoyen H, Tyler DJ, Triolo RJ (2013) Selective activation of the human tibial and common peroneal nerves with a flat interface nerve electrode. J Neural Eng 10(5):056006
Schwartz AB, Cui XT, Weber DJ, Moran DW (2006) Brain-controlled interfaces: movement restoration with neural prosthetics. Neuron 52(1):205–220
Sherman DL, Tsai YC, Rossell LA, Mirski MA, Thakor NV (1997) Spectral analysis of a thalamus-to-cortex seizure pathway. IEEE Trans Biomed Eng 44(8):657–664
Silberstein P, Pogosyan A, Kühn AA, Hotton G, Tisch S, Kupsch A, Dowsey-Limousin P, Hariz MI, Brown P (2005) Cortico-cortical coupling in Parkinson’s disease and its modulation by therapy. Brain 128(6):1277–1291
Song W, Kerr CC, Lytton WW, Francis JT (2013) Cortical plasticity induced by spike-triggered microstimulation in primate somatosensory cortex. PloS one 8(3):e57453
Stanslaski S, Afshar P, Cong P, Giftakis J, Stypulkowski P, Carlson D, Linde D, Ullestad D, Avestruz AT, Denison T (2012) Design and validation of a fully implantable, chronic, closed-loop neuromodulation device with concurrent sensing and stimulation. IEEE Trans Neural Syst Rehabil Eng 20(4):410–421
Stewart JD (2003) Peripheral nerve fascicles: Anatomy and clinical relevance. Muscle Nerve 28(5):525–541
Suminski AJ, Tkach DC, Fagg AH, Hatsopoulos NG (2010) Incorporating feedback from multiple sensory modalities enhances brain machine interface control. J Neurosci 30(50):16777–16787
Tabot GA, Dammann JF, Berg JA, Tenore FV, Boback JL, Vogelstein RJ, Bensmaia SJ (2013) Restoring the sense of touch with a prosthetic hand through a brain interface. Proc Natl Acad Sci 110(45):18279–18284
Tan D, Schiefer M, Keith MW, Anderson R, Tyler DJ (2013) Stability and selectivity of a chronic, multi-contact cuff electrode for sensory stimulation in a human amputee. In: 2013 6th international IEEE/EMBS conference on neural engineering (NER), pp 859–862
Tan DW, Schiefer MA, Keith MW, Anderson JR, Tyler J, Tyler DJ (2014) A neural interface provides long-term stable natural touch perception. Sci Transl Med 6(257):257ra138
Tessadori J, Bisio M, Martinoia S, Chiappalone M (2012) Modular neuronal assemblies embodied in a closed-loop environment: towards future integration of brains and machines. Front Neural Circuits 6(99):1–16
Tyler DJ, Durand DM (2003) Chronic response of the rat sciatic nerve to the flat interface nerve electrode. Ann Biomed Eng 31(6):633–642
Vagus Nerve Stimulation Study Group (1995) A randomized controlled trial of chronic vagus nerve stimulation for treatment of medically intractable seizures. Neurology 45:224–230
Verma N, Shoeb A, Bohorquez J, Dawson J, Guttag J, Chandrakasan A (2010) A micro-power EEG acquisition SoC with integrated feature extraction processor for a chronic seizure detection system. IEEE J Solid State Circuits 45(4):804–816
Volkmann J, Moro E, Pahwa R (2006) Basic algorithms for the programming of deep brain stimulation in Parkinson’s disease. Mov Disord 21(S14):S284–S289
Weber DJ, Friesen R, Miller LE (2012) Interfacing the somatosensory system to restore touch and proprioception: Essential considerations. J Motor Behav 44(6):403–418
Wise KD, Sodagar AM, Yao Y, Gulari MN, Perlin GE, Najafi K (2008) Microelectrodes, microelectronics, and implantable neural microsystems. Proc IEEE 96(7):1184–1202
Yoo J, Yan L, El-Damak D, Altaf M, Shoeb A, Chandrakasan A (2013) An 8-channel scalable EEG acquisition SoC with patient-specific seizure classification and recording processor. IEEE J Solid State Circuits 48(1):214–228
Zanos S, Richardson A, Shupe L, Miles F, Fetz E (2011) The neurochip-2: An autonomous head-fixed computer for recording and stimulating in freely behaving monkeys. IEEE Trans Neural Syst Rehabil Eng 19(4):427–435
Zhang F, Mishra A, Richardson A, Otis B (2011) A low-power ECoG/EEG processing IC with integrated multiband energy extractor. IEEE Trans Circuits Systems I Regular Papers 58(9):2069–2082
Zhang Y, Zhang F, Shakhsheer Y, Silver J, Klinefelter A, Nagaraju M, Boley J, Pandey J, Shrivastava A, Carlson E, Wood A, Calhoun B, Otis B (2013) A batteryless 19 \(\mu W\) MICS/ISM-band energy harvesting body sensor node SoC for ExG applications. IEEE J Solid State Circuits 48(1):199–213
Acknowledgments
This work was supported by NRF CRP 10201201 and RO1HL071568. The authors acknowledge Chen Cheng for her help in obtaining the data in Figure 3b, and Matthew Fifer, Janaka Senarathna, and Robert Yaffe for helpful comments and feedback.
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Greenwald, E., Masters, M.R. & Thakor, N.V. Implantable neurotechnologies: bidirectional neural interfaces—applications and VLSI circuit implementations. Med Biol Eng Comput 54, 1–17 (2016). https://doi.org/10.1007/s11517-015-1429-x
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DOI: https://doi.org/10.1007/s11517-015-1429-x