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Journal of Neuroscience Methods
Article . 2003 . Peer-reviewed
License: Elsevier TDM
Data sources: Crossref
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Quantal analysis based on density estimation

Authors: Stricker, Christian; Redman, Stephen;

Quantal analysis based on density estimation

Abstract

When direct measurements of the quantal parameters for a synapse cannot be made, these parameters can be extracted from an analysis of the fluctuations in the evoked response at that synapse. In this article, a decision tree is described in which the ability of the data to match simple models of quantal transmission is rigorously compared with its ability to fit progressively more complex models. The Wilks statistic is the basis for this comparison. The procedure commences with optimal transformation of peak amplitude measurements into a probability density function (PDF). It then examines this PDF against various models of transmission, commencing with a multi-modal but non-quantal distribution, then to a multi-modal distribution with quantal peak separation with and without quantal variability, and, finally, the constraints of uniform and non-uniform release probabilities are imposed. These procedures are illustrated by example. A comparison is made between the relative sensitivities of the Wilks statistic and the chi2 goodness-of-fit criteria in rejecting inappropriate models at all stages in these procedures.

Country
Australia
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Keywords

probability, data analysis, Models, Neurological, Presynaptic Terminals, Quantal analysis, 310, Synaptic Transmission, Transmitter release, process model, 519, Keywords: analytic method, neurotransmission, intermethod comparison, nerve conduction, density, Analysis of Variance, Neurotransmitter Agents, Models, Statistical, quantitative analysis, sensi Binomial model, article, Excitatory Postsynaptic Potentials, quantitative assay, Density estimation, parameter, neurotransmitter release, priority journal, measurement, Synaptic Vesicles

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
13
Average
Average
Average
Green