2016
DOI: 10.1007/s10827-015-0586-0
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Reliability of signal transmission in stochastic nerve axon equations

Abstract: We introduce a method for computing probabilities for spontaneous activity and propagation failure of the action potential in spatially extended, conductance-based neuronal models subject to noise, based on statistical properties of the membrane potential. We compare different estimators with respect to the quality of detection, computational costs and robustness and propose the integral of the membrane potential along the axon as an appropriate estimator to detect both spontaneous activity and propagation fai… Show more

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Cited by 9 publications
(5 citation statements)
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“…A very important future direction for research will be to connect waves/patterns for SPDEs more closely to applications [62]. Stochastic wave-like structures in SPDEs have already appeared in an extremely diverse set of modelling contexts such as neuroscience [161,180,181], spin glasses [30], biological invasions [170], predator-prey systems [89,169], directed polymers [27], evolutionary biology [38,73], and epidemics [115,185]. Although small fluctuations in the modelling context are sometimes just neglected, this is generally a false hypothesis near instability, e.g., when we are close to propagation failure or when the deterministic PDE part undergoes a bifurcation.…”
Section: Discussionmentioning
confidence: 99%
“…A very important future direction for research will be to connect waves/patterns for SPDEs more closely to applications [62]. Stochastic wave-like structures in SPDEs have already appeared in an extremely diverse set of modelling contexts such as neuroscience [161,180,181], spin glasses [30], biological invasions [170], predator-prey systems [89,169], directed polymers [27], evolutionary biology [38,73], and epidemics [115,185]. Although small fluctuations in the modelling context are sometimes just neglected, this is generally a false hypothesis near instability, e.g., when we are close to propagation failure or when the deterministic PDE part undergoes a bifurcation.…”
Section: Discussionmentioning
confidence: 99%
“…Also the SODE variant for ν = 0 is quite well studied, mainly due to a flurry of activity since the mid 1990s; see, for example, [3,7,9,63,64,72]. Yet, the full SPDE variant (1.1) has only attracted major attention quite recently, including a large number of numerical studies [67,80,81,83,[86][87][88] as well as analytical studies regarding existence, regularity, invariant measures and attractors [4,8,12,61,62,90]. The question regarding stochastic stability of pulses for additive noise is far less studied.…”
Section: Introductionmentioning
confidence: 99%
“…The αβ dimer polymerizes at the end of microtubules and has a certain dynamic nature that allows Tubulin to extend forward and produce a characteristic tubular fiber structure that confers cell polarity. Because of this characteristic, Tubulin produces isolated domains in cells, mediates the process of nerve differentiation, such as axonal growth, synaptic activity, and cell polarity [6], and plays a guiding role in intracellular material transport [7]. Proteomics and animal depression model studies have also shown that there are changes in the scaffold microtubule system in MDD animal models.…”
Section: Introductionmentioning
confidence: 99%