 |
The Journal of Neuroscience, October 26, 2005, 25(43):9968-9977; doi:10.1523/JNEUROSCI.2682-05.2005
Previous Article | Next Article 
Behavioral/Systems/Cognitive
Deterministic Multiplicative Gain Control with Active Dendrites
W. Hamish Mehaffey,1
Brent Doiron,2,3
Leonard Maler,3 and
Ray W. Turner1
1Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada T2N 4N1, and 2Department of Physics and 3Cellular and Molecular Medicine, University of Ottawa, Ottawa, Ontario, Canada K1N 6N5
Multiplicative gain control is a vital component of many theoretical analyses of neural computations, conferring the ability to scale neuronal firing rate in response to synaptic inputs. Many theories of gain control in single cells have used precisely balanced noisy inputs. Such noisy inputs can degrade signal processing. We demonstrate a deterministic method for the control of gain without the use of noise. We show that a depolarizing afterpotential (DAP), arising from active dendritic spike backpropagation, leads to a multiplicative increase in gain. Reduction of DAP amplitude by dendritic inhibition dilutes the multiplicative effect, allowing for divisive scaling of the firing rate. In contrast, somatic inhibition acts in a subtractive manner, allowing spatially distinct inhibitory inputs to perform distinct computations. The simplicity of this mechanism and the ubiquity of its elementary components suggest that many cell types have the potential to display a dendritic division of neuronal output.
Key words: gain control; sensory processing; electric fish; dendrite; backpropagation; division
Received June 29, 2005;
revised September 9, 2005;
accepted September 19, 2005.
This article has been cited by other articles:

|
 |

|
 |
 
F. R. Fernandez and J. A. White
Gain Control in CA1 Pyramidal Cells Using Changes in Somatic Conductance
J. Neurosci.,
January 6, 2010;
30(1):
230 - 241.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
I. Pavlov, L. P. Savtchenko, D. M. Kullmann, A. Semyanov, and M. C. Walker
Outwardly Rectifying Tonically Active GABAA Receptors in Pyramidal Cells Modulate Neuronal Offset, Not Gain
J. Neurosci.,
December 2, 2009;
29(48):
15341 - 15350.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. Ferrante, M. Migliore, and G. A. Ascoli
Feed-forward inhibition as a buffer of the neuronal input-output relation
PNAS,
October 20, 2009;
106(42):
18004 - 18009.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. S. Chow, R. Romo, and C. D. Brody
Context-Dependent Modulation of Functional Connectivity: Secondary Somatosensory Cortex to Prefrontal Cortex Connections in Two-Stimulus-Interval Discrimination Tasks
J. Neurosci.,
June 3, 2009;
29(22):
7238 - 7245.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. W. Middleton, A. Longtin, J. Benda, and L. Maler
Postsynaptic Receptive Field Size and Spike Threshold Determine Encoding of High-Frequency Information Via Sensitivity to Synchronous Presynaptic Activity
J Neurophysiol,
March 1, 2009;
101(3):
1160 - 1170.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
F. R. Fernandez and J. A. White
Reduction of Spike Afterdepolarization by Increased Leak Conductance Alters Interspike Interval Variability
J. Neurosci.,
January 28, 2009;
29(4):
973 - 986.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. L. Molineux, W. H. Mehaffey, R. Tadayonnejad, D. Anderson, A. F. Tennent, and R. W. Turner
Ionic Factors Governing Rebound Burst Phenotype in Rat Deep Cerebellar Neurons
J Neurophysiol,
November 1, 2008;
100(5):
2684 - 2701.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
W. H. Mehaffey, L. Maler, and R. W. Turner
Intrinsic Frequency Tuning in ELL Pyramidal Cells Varies Across Electrosensory Maps
J Neurophysiol,
May 1, 2008;
99(5):
2641 - 2655.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
P. J. Sjostrom, E. A. Rancz, A. Roth, and M. Hausser
Dendritic Excitability and Synaptic Plasticity
Physiol Rev,
April 1, 2008;
88(2):
769 - 840.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. E. Lewis, B. Lindner, B. Laliberte, and S. Groothuis
Control of neuronal firing by dynamic parallel fiber feedback: implications for electrosensory reafference suppression
J. Exp. Biol.,
December 15, 2007;
210(24):
4437 - 4447.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. D. Ellis, R. Krahe, C. W. Bourque, R. J. Dunn, and M. J. Chacron
Muscarinic Receptors Control Frequency Tuning Through the Downregulation of an A-Type Potassium Current
J Neurophysiol,
September 1, 2007;
98(3):
1526 - 1537.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. D. Ellis, W. H. Mehaffey, E. Harvey-Girard, R. W. Turner, L. Maler, and R. J. Dunn
SK Channels Provide a Novel Mechanism for the Control of Frequency Tuning in Electrosensory Neurons
J. Neurosci.,
August 29, 2007;
27(35):
9491 - 9502.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. Botvinick and T. Watanabe
From Numerosity to Ordinal Rank: A Gain-Field Model of Serial Order Representation in Cortical Working Memory
J. Neurosci.,
August 8, 2007;
27(32):
8636 - 8642.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
W. H. Mehaffey, F. R. Fernandez, L. Maler, and R. W. Turner
Regulation of Burst Dynamics Improves Differential Encoding of Stimulus Frequency by Spike Train Segregation
J Neurophysiol,
August 1, 2007;
98(2):
939 - 951.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. M. Bekkers and M. Hausser
Targeted dendrotomy reveals active and passive contributions of the dendritic tree to synaptic integration and neuronal output
PNAS,
July 3, 2007;
104(27):
11447 - 11452.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
B. Doiron, A.-M. M. Oswald, and L. Maler
Interval Coding. II. Dendrite-Dependent Mechanisms
J Neurophysiol,
April 1, 2007;
97(4):
2744 - 2757.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
M. H. Higgs, S. J. Slee, and W. J. Spain
Diversity of gain modulation by noise in neocortical neurons: regulation by the slow afterhyperpolarization conductance.
J. Neurosci.,
August 23, 2006;
26(34):
8787 - 8799.
[Abstract]
[Full Text]
[PDF]
|
 |
|
|