Cited by 1,091Neural dynamics and brain functionNeuroscience and Neuropharmacology ResearchNeurobiology and Insect Physiology Research

Similar network activity from disparate circuit parameters

Prinz, Astrid A, Bucher, Dirk, Marder, Eve·2004·Nature Neuroscience

Abstract

It is often assumed that cellular and synaptic properties need to be regulated to specific values to allow a neuronal network to function properly. To determine how tightly neuronal properties and synaptic strengths need to be tuned to produce a given network output, we simulated more than 20 million versions of a three-cell model of the pyloric network of the crustacean stomatogastric ganglion using different combinations of synapse strengths and neuron properties. We found that virtually indistinguishable network activity can arise from widely disparate sets of underlying mechanisms, suggesting that there could be considerable animal-to-animal variability in many of the parameters that control network activity, and that many different combinations of synaptic strengths and intrinsic membrane properties can be consistent with appropriate network performance.

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Crossref · 10.1038/nn1352

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  • Similar physiological outputs can be produced by variable sets of component parameters.

    “similar physiological outputs can be produced by variable sets of component parameters [17][18][19][20]”
  • The 2-7 fold variations in mRNA expression are captured in computational models with degenerate solutions.

    “and this is captured in computational models with degenerate solutions [18,31-34]”

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Authors
Prinz, A. A., Bucher, D., & Marder, E.
Affiliations
Brandeis University (US)
Corresponding author
Prinz, Astrid A
Venue
Nature Neuroscience
Published
2004-11-21
Volume
7
Issue
12
Pages
1345-1352
ISSN
  • 1097-6256 (ISSN-L)
  • 1546-1726
OpenAlex
W2132047598
Cited by
1,091
References
1
Citations by year
2026: 65 · 2025: 54 · 2024: 80 · 2023: 58 · 2022: 78 · 2021: 59 · 2020: 43 · 2019: 92 · 2018: 50 · 2017: 48 · 2016: 31 · 2015: 61 · 2014: 51 · 2013: 53 · 2012: 43
FWCI
13.22
Type
journal article
Language
en
Open access
closed
Locations
  • Nature Neuroscience (publishedVersion)
  • PubMed (publishedVersion)
Funders
National Institute of Mental Health (MH 46742)
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
  • Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neuropharmacology Research
  • Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurobiology and Insect Physiology Research
Keywords
neuronal network activity, synaptic efficacy, intrinsic membrane properties, stomatogastric ganglion, pyloric network, Crustacea, parameter sensitivity
MeSH terms
Action Potentials, Animals, Crustacea, Nerve Net, Neurons, Synapses

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