4.3 Article

Modeling the spontaneous Ca2+ oscillations in astrocytes: Inconsistencies and usefulness

Journal

JOURNAL OF INTEGRATIVE NEUROSCIENCE
Volume 10, Issue 4, Pages 439-473

Publisher

IMR PRESS
DOI: 10.1142/S0219635211002877

Keywords

Spontaneous calcium oscillations; biophysical models; multi-photon/confocal epifluorescent microscopy; statistical inference

Categories

Funding

  1. JSPS Canada-Japan [187391]
  2. Japan Society for the Promotion of Science, Tokyo
  3. Grants-in-Aid for Scientific Research [10J08018] Funding Source: KAKEN

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Spontaneous calcium (Ca2+) oscillations (SCOs) in astrocytes might be a crucial signaling for the multipurpose role of this type of cell in several brain functions. To interpret experimental data of astrocytic SCOs, which has been largely observed in the last decade, several groups have attempted to accommodate biophysical models that were developed in the past for Ca2+ signaling in other cell types. In most of the cases, only predictive strategies were used to estimate specific parameters of these modified models from actual experiments. In this study, we discuss the most remarkable models used to describe Ca2+ signaling in astrocytes. At the same time, we aim to revise the particulars of applying these models to interpret epifluorescent time series obtained from large regions of interest. Specially, we developed a detailed model for global Ca2+ signaling in the somata of astrocytes. In order to estimate some of the parameters in our model, we propose a deductive reasoning strategy, i.e., a statistical inference method that results from combining a filtering technique and a maximum likelihood principle. By means of computer simulations, we evaluate the accuracy of this estimation's strategy. Finally, we use the new model, in combination with a recent experimental findings by our group, to estimate the degree of cluster coupling inside the soma during the genesis of global Ca2+ events.

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