Adaptation of short-term plasticity parameters via error-driven learning may explain the correlation between activity-dependent synaptic properties, connectivity motifs and target specificity

The anatomical connectivity among neurons has been experimentally found to be largely non-random across brain areas. This means that certain connectivity motifs occur at a higher frequency than would be expected by chance. Of particular interest, short-term synaptic plasticity properties were found to colocalize with specific motifs: an over-expression of bidirectional motifs has been found in neuronal pairs where short-term facilitation dominates synaptic transmission among the neurons, whereas an over-expression of unidirectional motifs has been observed in neuronal pairs where short-term depression dominates. In previous work we found that, given a network with fixed short-term properties, the interaction between short- and long-term plasticity of synaptic transmission is sufficient for the emergence of specific motifs. Here, we introduce an error-driven learning mechanism for short-term plasticity that may explain how such observed correspondences develop from randomly initialized dynamic synapses. By allowing synapses to change their properties, neurons are able to adapt their own activity depending on an error signal. This results in more rich dynamics and also, provided that the learning mechanism is target-specific, leads to specialized groups of synapses projecting onto functionally different targets, qualitatively replicating the experimental results of Wang and collaborators.

Spike-timing dependent plasticity

Wulfram Gerstner

Spike Timing Dependent Plasticity (STDP) is a temporally asymmetric form of Hebbian learning induced by tight temporal correlations between the spikes of pre- and postsynaptic neurons. As with other forms of synaptic plasticity, it is widely believed that it underlies learning and information storage in the brain, as well as the development and refinement of neuronal circuits during brain development (e.g. Bi and Poo, 2001; Sjöström et al., 2008). With STDP, repeated presynaptic spike arrival a few milliseconds before postsynaptic action potentials leads in many synapse types to long-term potentiation (LTP) of the synapses, whereas repeated spike arrival after postsynaptic spikes leads to long-term depression (LTD) of the same synapse. The change of the synapse plotted as a function of the relative timing of pre- and postsynaptic action potentials is called the STDP function or learning window and varies between synapse types. The rapid change of the STDP function with the relative timing of spikes suggests the possibility of temporal coding schemes on a millisecond time scale.

2010

Long-Term Depression at Parallel Fiber to Golgi Cell Synapses

Michele Giugliano

Robberechts Q, Wijnants M, Giugliano M, De Schutter E. Longterm depression at parallel fiber to Golgi cell synapses. J Neurophysiol 104: 3413-3423, 2010. First published September 22, 2010; doi:10.1152/jn.00030.2010. Golgi cells (GoCs) are the primary inhibitory interneurons of the granular layer of the cerebellum. Their inhibition of granule cells is central to operate the relay of excitatory inputs to the cerebellar cortex. Parallel fibers (PFs) establish synapses to the GoCs in the molecular layer; these synapses contain AMPA, N-methyl-D-aspartate (NMDA), and mostly group II metabotropic glutamate receptors. Long-term changes in the efficacy of synaptic transmission at the PF-GoC synapse have not been described previously. We used whole cell patch-clamp recordings of GoCs in acute rat cerebellar slices to study synaptic plasticity. We report that high-frequency burst stimulation of PFs, using a current-clamp or voltage-clamp induction protocol, gave rise to long-term depression (LTD) at the PF-GoC synapse. This form of LTD was not associated with persistent changes of paired-pulse ratio, suggesting a postsynaptic origin. Furthermore, LTD induction was not dependent on activation of NMDA receptors. PF-GoC LTD does require activation of specifically group II metabotropic glutamate receptors and of protein kinase A.

2010

Role of Protein Kinase C and Munc18-1 in a Presynaptic Form of Plasticity, Post-tetanic Potentiation

Özgür Genç

Neurons are arranged in networks in which they communicate between each other by the means of synapses. Synaptic transmission can undergo activity-dependent and short-lived changes in strength, known as short-term synaptic plasticity. Short-term plasticity is an important mechanism for neural networks in living organisms, which plays a role in adaptation to sensory inputs and information processing. One of the interesting forms of short-term enhancement in transmitter release is post-tetanic potentiation (PTP). PTP is generated upon repetitive activity of the synapse and lasts tens of seconds to minutes. A more detailed understanding of the molecular mechanisms of short-term plasticity will be helpful to understand information processing in neural networks. Here, I studied the cellular and molecular basis of post-tetanic potentiation at the calyx of Held model synapse. Pharmacological inhibition of conventional protein kinase C (cPKC) isoforms resulted in a near- complete block of PTP. This showed that cPKC dependent phosphorylation of a target presynaptic protein is a key process underlying PTP. Upon inhibition of phosphatases by calyculin, PTP was remarkably prolonged, by the suppression of dephosphorylation. By expressing a FRET (Fluorescence Resonance Energy Transfer) based PKC activity probe, I obtained independent evidence for transient activation of cPKC during PTP. This refers to a transient phosphorylation/dephosphorylation, which underlies the short-term changes in the release probability during PTP. To investigate the target protein, which becomes phosphorylated by PKC during PTP, I studied phosphorylation of the presynaptic protein Munc18-1. By establishing a virus-mediated in vivo gene-replacement approach using floxed Munc18-1 mice, we replaced endogenous Munc18-1 with phosphorylation-deficient form of Munc18-1. I showed that in the nerve terminals expressing the phosphorylation deficient form of Munc18-1, PTP was strongly suppressed as compared to the wild type form of Munc18-1. This PhD thesis work proposes a molecular model for PTP in which a transient phosphorylation/dephosphorylation of Munc18-1 by conventional PKCs and phosphatases, respectively modulates the calcium sensitivity of vesicle fusion and determines the kinetics of PTP.

EPFL2013

Role of Protein Kinase C and Munc18-1 in a Presynaptic Form of Plasticity, Post-tetanic Potentiation

Özgür Genç

EPFL2013