 |
Previous Article | Next Article 
The Journal of Neuroscience, November 15, 2001, 21(22):8782-8788
Learning in Networks of Cortical Neurons
Goded
Shahaf and
Shimon
Marom
Department of Physiology and Biophysics, Faculty of Medicine,
Technion, Haifa, 31096 Israel
The results presented here demonstrate selective learning in a
network of real cortical neurons. We focally stimulate the network at a
low frequency (0.3-1 Hz) until a desired predefined response is
observed 50 ± 10 msec after a stimulus, at which point the
stimulus is stopped for 5 min. Repeated cycles of this procedure ultimately lead to the desired response being directly elicited by the
stimulus. By plotting the number of stimuli required to achieve the
target response in each cycle, we are able to generate learning curves.
Presumably, the repetitive stimulation is driving changes in the
circuit, and we are selecting for changes consistent with the
predefined desired response. To the best of our knowledge, this is the
first time learning of arbitrarily chosen tasks, in networks composed
of real cortical neurons, is demonstrated outside of the body.
Key words:
learning; multielectrode array; cultured neurons; neural
network; reward; drive reduction
Copyright © 2001 Society for Neuroscience 0270-6474/01/21228782-07$05.00/0
This article has been cited by other articles:

|
 |

|
 |
 
M. Chiappalone, S. Casagrande, M. Tedesco, F. Valtorta, P. Baldelli, S. Martinoia, and F. Benfenati
Opposite Changes in Glutamatergic and GABAergic Transmission Underlie the Diffuse Hyperexcitability of Synapsin I-Deficient Cortical Networks
Cereb Cortex,
November 19, 2008;
(2008)
bhn182v1.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
I. Vajda, J. van Pelt, P. Wolters, M. Chiappalone, S. Martinoia, E. van Someren, and A. van Ooyen
Low-Frequency Stimulation Induces Stable Transitions in Stereotypical Activity in Cortical Networks
Biophys. J.,
June 15, 2008;
94(12):
5028 - 5039.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
Y. Li, W. Zhou, X. Li, S. Zeng, and Q. Luo
Dynamics of Learning in Cultured Neuronal Networks with Antagonists of Glutamate Receptors
Biophys. J.,
December 15, 2007;
93(12):
4151 - 4158.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
N. Ozgen, W. Dun, E. A. Sosunov, E. P. Anyukhovsky, M. Hirose, H. S. Duffy, P. A. Boyden, and M. R. Rosen
Early electrical remodeling in rabbit pulmonary vein results from trafficking of intracellular SK2 channels to membrane sites
Cardiovasc Res,
September 1, 2007;
75(4):
758 - 769.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
O. Feinerman, M. Segal, and E. Moses
Identification and Dynamics of Spontaneous Burst Initiation Zones in Unidimensional Neuronal Cultures
J Neurophysiol,
April 1, 2007;
97(4):
2937 - 2948.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. Ban, P. Bonifazi, G. Pinato, F. D. Broccard, L. Studer, V. Torre, and M. E. Ruaro
Embryonic Stem Cell-Derived Neurons Form Functional Networks In Vitro
Stem Cells,
March 1, 2007;
25(3):
738 - 749.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. Eytan and S. Marom
Dynamics and Effective Topology Underlying Synchronization in Networks of Cortical Neurons.
J. Neurosci.,
August 15, 2006;
26(33):
8465 - 8476.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. A. Sosunov, E. P. Anyukhovsky, D. Hefer, T. S. Rosen, P. Danilo Jr., M. J. Janse, and M. R. Rosen
Region-specific, pacing-induced changes in repolarization in rabbit atrium: An example of sensitivity to the rare
Cardiovasc Res,
August 1, 2005;
67(2):
274 - 282.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. Starovoytov, J. Choi, and H. S. Seung
Light-Directed Electrical Stimulation of Neurons Cultured on Silicon Wafers
J Neurophysiol,
February 1, 2005;
93(2):
1090 - 1098.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. A. Wagenaar, R. Madhavan, J. Pine, and S. M. Potter
Controlling Bursting in Cortical Cultures with Closed-Loop Multi-Electrode Stimulation
J. Neurosci.,
January 19, 2005;
25(3):
680 - 688.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. Persi, D. Horn, V. Volman, R. Segev, and E. Ben-Jacob
Modeling of Synchronized Bursting Events: The Importance of Inhomogeneity
Neural Comput.,
December 1, 2004;
16(12):
2577 - 2595.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. Eytan, A. Minerbi, N. Ziv, and S. Marom
Dopamine-Induced Dispersion of Correlations Between Action Potentials in Networks of Cortical Neurons
J Neurophysiol,
September 1, 2004;
92(3):
1817 - 1824.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. M. Beggs and D. Plenz
Neuronal Avalanches Are Diverse and Precise Activity Patterns That Are Stable for Many Hours in Cortical Slice Cultures
J. Neurosci.,
June 2, 2004;
24(22):
5216 - 5229.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. Chandra, T. S Rosen, B. Herweg, P. Danilo Jr., and M. R Rosen
Left atrial pacing induces memory and is associated with atrial tachyarrhythmias
Cardiovasc Res,
November 1, 2003;
60(2):
307 - 314.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
D. Eytan, N. Brenner, and S. Marom
Selective Adaptation in Networks of Cortical Neurons
J. Neurosci.,
October 15, 2003;
23(28):
9349 - 9356.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. R. Rosen, O. Binah, and S. Marom
Cardiac Memory and Cortical Memory: Do Learning Patterns in Neural Networks Impact on Cardiac Arrhythmias?
Circulation,
October 14, 2003;
108(15):
1784 - 1789.
[Abstract]
[Full Text]
[PDF]
|
 |
|
|