Literature DB >> 18255165

Stability of the fittest: organizing learning through retroaxonal signals.

Kenneth D Harris1.   

Abstract

Classically, neurons communicate by anterograde conduction of action potentials. However, information can also pass backward along axons, a process that is essential during the development of the nervous system. Here we propose a role for such 'retroaxonal' signals in adult learning. We hypothesize that strengthening of a neuron's output synapses stabilizes recent changes in the same neuron's inputs. During learning, the input synapses of many neurons undergo transient changes, resulting in altered spiking activity. If this in turn promotes strengthening of output synapses, the recent synaptic changes will be stabilized; otherwise they will decay. A representation of sensory stimuli therefore evolves that is tailored to the demands of behavioral tasks. We describe a candidate molecular mechanism for this process involving the activation of CREB by retrograde neurotrophin signals.

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Year:  2008        PMID: 18255165     DOI: 10.1016/j.tins.2007.12.002

Source DB:  PubMed          Journal:  Trends Neurosci        ISSN: 0166-2236            Impact factor:   13.837


  13 in total

Review 1.  Cortical connectivity and sensory coding.

Authors:  Kenneth D Harris; Thomas D Mrsic-Flogel
Journal:  Nature       Date:  2013-11-07       Impact factor: 49.962

2.  Toward an Integration of Deep Learning and Neuroscience.

Authors:  Adam H Marblestone; Greg Wayne; Konrad P Kording
Journal:  Front Comput Neurosci       Date:  2016-09-14       Impact factor: 2.380

3.  Towards deep learning with segregated dendrites.

Authors:  Jordan Guerguiev; Timothy P Lillicrap; Blake A Richards
Journal:  Elife       Date:  2017-12-05       Impact factor: 8.140

Review 4.  Backpropagation and the brain.

Authors:  Timothy P Lillicrap; Adam Santoro; Luke Marris; Colin J Akerman; Geoffrey Hinton
Journal:  Nat Rev Neurosci       Date:  2020-04-17       Impact factor: 34.870

5.  Functional adaptation of cortical interneurons to attenuated activity is subtype-specific.

Authors:  Theofanis Karayannis; Natalia V De Marco García; Gordon J Fishell
Journal:  Front Neural Circuits       Date:  2012-09-24       Impact factor: 3.492

6.  A neurodynamic account of spontaneous behaviour.

Authors:  Jun Namikawa; Ryunosuke Nishimoto; Jun Tani
Journal:  PLoS Comput Biol       Date:  2011-10-20       Impact factor: 4.475

7.  The Convallis rule for unsupervised learning in cortical networks.

Authors:  Pierre Yger; Kenneth D Harris
Journal:  PLoS Comput Biol       Date:  2013-10-24       Impact factor: 4.475

8.  Re-encoding of associations by recurrent plasticity increases memory capacity.

Authors:  Daniel Medina; Christian Leibold
Journal:  Front Synaptic Neurosci       Date:  2014-06-10

9.  The DLK-1 kinase promotes mRNA stability and local translation in C. elegans synapses and axon regeneration.

Authors:  Dong Yan; Zilu Wu; Andrew D Chisholm; Yishi Jin
Journal:  Cell       Date:  2009-09-04       Impact factor: 41.582

10.  Learning structure of sensory inputs with synaptic plasticity leads to interference.

Authors:  Joseph Chrol-Cannon; Yaochu Jin
Journal:  Front Comput Neurosci       Date:  2015-08-05       Impact factor: 2.380

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