scholarly journals Translating neuronal activity at the synapse: presynaptic calcium sensors in short-term plasticity

Author(s):  
Arthur P. H. de Jong ◽  
Diasynou Fioravante
2001 ◽  
Vol 21 (12) ◽  
pp. 4195-4206 ◽  
Author(s):  
Yann Humeau ◽  
Frédéric Doussau ◽  
Francesco Vitiello ◽  
Paul Greengard ◽  
Fabio Benfenati ◽  
...  

2018 ◽  
Author(s):  
Nicolas Y. Masse ◽  
Guangyu R. Yang ◽  
H. Francis Song ◽  
Xiao-Jing Wang ◽  
David J. Freedman

SummaryRecently it has been proposed that information in short-term memory may not always be stored in persistent neuronal activity, but can be maintained in “activity-silent” hidden states such as synaptic efficacies endowed with short-term plasticity (STP). However, working memory involves manipulation as well as maintenance of information in the absence of external stimuli. In this work, we investigated working memory representation using recurrent neural network (RNN) models trained to perform several working memory dependent tasks. We found that STP can support the short-term maintenance of information provided that the memory delay period is sufficiently short. However, in tasks that require actively manipulating information, persistent neuronal activity naturally emerges from learning, and the amount of persistent neuronal activity scales with the degree of manipulation required. These results shed insight into the current debate on working memory encoding, and suggest that persistent neural activity can vary markedly between tasks used in different experiments.


2016 ◽  
Vol 28 (4) ◽  
pp. 652-666 ◽  
Author(s):  
Wei Wei ◽  
Xiao-Jing Wang

Ramping neuronal activity refers to spiking activity with a rate that increases quasi-linearly over time. It has been observed in multiple cortical areas and is correlated with evidence accumulation processes or timing. In this work, we investigated the downstream effect of ramping neuronal activity through synapses that display short-term facilitation (STF) or depression (STD). We obtained an analytical result for a synapse driven by deterministic linear ramping input that exhibits pure STF or STD and numerically investigated the general case when a synapse displays both STF and STD. We show that the analytical deterministic solution gives an accurate description of the averaging synaptic activation of many inputs converging onto a postsynaptic neuron, even when fluctuations in the ramping input are strong. Activation of a synapse with STF shows an initial cubical increase with time, followed by a linear ramping similar to a synapse without STF. Activation of a synapse with STD grows in time to a maximum before falling and reaching a plateau, and this steady state is independent of the slope of the ramping input. For a synapse displaying both STF and STD, an increase in the depression time constant from a value much smaller than the facilitation time constant [Formula: see text] to a value much larger than [Formula: see text] leads to a transition from facilitation dominance to depression dominance. Therefore, our work provides insights into the impact of ramping neuronal activity on downstream neurons through synapses that display short-term plasticity. In a perceptual decision-making process, ramping activity has been observed in the parietal and prefrontal cortices, with a slope that decreases with task difficulty. Our work predicts that neurons downstream from such a decision circuit could instead display a firing plateau independent of the task difficulty, provided that the synaptic connection is endowed with short-term depression.


Author(s):  
Mohammad Z. Awad ◽  
Ryan J. Vaden ◽  
Zachary T. Irwin ◽  
Christopher L. Gonzalez ◽  
Sarah Black ◽  
...  

Sign in / Sign up

Export Citation Format

Share Document