A Neuromorphic Prosthesis to Restore Communication in Neuronal Networks

被引:56
作者
Buccelli, Stefano [1 ,2 ,3 ]
Bornat, Yannick [4 ]
Colombi, Ilaria [2 ,3 ]
Ambroise, Matthieu [4 ]
Martines, Laura [3 ,5 ]
Pasquale, Valentina [3 ]
Bisio, Marta [3 ,6 ]
Tessadori, Jacopo [3 ]
Nowak, Przemyslaw [5 ,7 ]
Grassia, Filippo [4 ,8 ]
Averna, Alberto [1 ,2 ,3 ]
Tedesco, Mariateresa [5 ]
Bonifazi, Paolo [9 ,10 ,11 ]
Difato, Francesco [3 ]
Massobrio, Paolo [5 ]
Levi, Timothee [4 ,12 ]
Chiappalone, Michela [1 ,3 ]
机构
[1] Ist Italiano Tecnol, IIT INAIL Lab, Rehab Technol, Via Morego 30, I-16163 Genoa, Italy
[2] Univ Genoa, Dept Neurosci Rehabil Ophthalmol Genet & Maternal, Lgo P Daneo 3, I-16132 Genoa, Italy
[3] Ist Italiano Tecnol, Dept Neurosci & Brain Technol, Via Morego 30, I-16163 Genoa, Italy
[4] Univ Bordeaux, Bordeaux INP, Lab Integrat Mat Syst IMS, CNRS,UMR 5218, 351 Cours Liberat, F-33405 Talence, France
[5] Univ Genoa, Dept Informat Bioengn Robot Syst Engn DIBRIS, Via allOpera Pia 13, I-16145 Genoa, Italy
[6] Univ Padua, Dept Neurosci, Via Nicolo Giustiniani 5, I-35128 Padua, Italy
[7] Lodz Univ Technol, Inst Informat Technol, Ul Wolczanska 215, PL-90924 Lodz, Poland
[8] Univ Picardie Jules Verne, Lab Innovat Technol LTI EA 3899, Ave Fac, F-80025 Amiens, France
[9] Tel Aviv Univ, Sch Phys & Astron, IL-69978 Tel Aviv, Israel
[10] Hosp Univ Cruces, Biocruces Hlth Res Inst, Computat Neuroimaging Lab, Baracaldo 48903, Vizcaya, Spain
[11] Ikerbasque, Basque Fdn Sci, Bilbao 48013, Bizkaia, Spain
[12] Univ Tokyo, IIS, CNRS, LIMMS, Tokyo 1538505, Japan
关键词
CEREBRAL-CORTEX; MODEL; ELECTROPHYSIOLOGY; INTERVENTION; STIMULATION; PLASTICITY; DYNAMICS; DENSITY; CULTURE;
D O I
10.1016/j.isci.2019.07.046
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Recent advances in bioelectronics and neural engineering allowed the development of brain machine interfaces and neuroprostheses, capable of facilitating or recovering functionality in people with neurological disability. To realize energy-efficient and real-time capable devices, neuromorphic computing systems are envisaged as the core of next-generation systems for brain repair. We demonstrate here a real-time hardware neuromorphic prosthesis to restore bidirectional interactions between two neuronal populations, even when one is damaged or missing. We used in vitro modular cell cultures to mimic the mutual interaction between neuronal assemblies and created a focal lesion to functionally disconnect the two populations. Then, we employed our neuromorphic prosthesis for bidirectional bridging to artificially reconnect two disconnected neuronal modules and for hybrid bidirectional bridging to replace the activity of one module with a real-time hardware neuromorphic Spiking Neural Network. Our neuroprosthetic system opens avenues for the exploitation of neuromorphic-based devices in bioelectrical therapeutics for health care.
引用
收藏
页码:402 / +
页数:37
相关论文
共 85 条
[1]   Brain computer interfacing: Applications and challenges [J].
Abdulkader, Sarah N. ;
Atia, Ayman ;
Mostafa, Mostafa-Sami M. .
EGYPTIAN INFORMATICS JOURNAL, 2015, 16 (02) :213-230
[2]  
[Anonymous], C P IEEE ENG MED BIO
[3]  
[Anonymous], C P IEEE ENG MED BIO
[4]  
[Anonymous], 2013, P 47 ANN C INF SCI S, DOI DOI 10.1109/CISS.2013.6616689.[29]H
[5]   Motility flow and growth-cone navigation analysis during in vitro neuronal development by long-term bright-field imaging [J].
Aviv, Maya Shalev ;
Pesce, Mattia ;
Tilve, Sharada ;
Chieregatti, Evelina ;
Zalevsky, Zeev ;
Difato, Francesco .
JOURNAL OF BIOMEDICAL OPTICS, 2013, 18 (11)
[6]   GABA(A), NMDA and AMPA receptors: a developmentally regulated 'menage a trois' [J].
BenAri, Y ;
Khazipov, R ;
Leinekugel, X ;
Caillard, O ;
Gaiarsa, JL .
TRENDS IN NEUROSCIENCES, 1997, 20 (11) :523-529
[7]   Active pixel sensor array for high spatio-temporal resolution electrophysiological recordings from single cell to large scale neuronal networks [J].
Berdondini, Luca ;
Imfeld, Kilian ;
Maccione, Alessandro ;
Tedesco, Mariateresa ;
Neukom, Simon ;
Koudelka-Hep, Milena ;
Martinoia, Sergio .
LAB ON A CHIP, 2009, 9 (18) :2644-2651
[8]   A Hippocampal Cognitive Prosthesis: Multi-Input, Multi-Output Nonlinear Modeling and VLSI Implementation [J].
Berger, Theodore W. ;
Song, Dong ;
Chan, Rosa H. M. ;
Marmarelis, Vasilis Z. ;
LaCoss, Jeff ;
Wills, Jack ;
Hampson, Robert E. ;
Deadwyler, Sam A. ;
Granacki, John J. .
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2012, 20 (02) :198-211
[9]   Emergence of Bursting Activity in Connected Neuronal Sub-Populations [J].
Bisio, Marta ;
Bosca, Alessandro ;
Pasquale, Valentina ;
Berdondini, Luca ;
Chiappalone, Michela .
PLOS ONE, 2014, 9 (09)
[10]   Replica-moulded polydimethylsiloxane culture vessel lids attenuate osmotic drift in long-term cell cultures [J].
Blau, Axel ;
Neumann, Tanja ;
Ziegler, Christiane ;
Benfenati, Fabio .
JOURNAL OF BIOSCIENCES, 2009, 34 (01) :59-69