Astrocytic control in in vitro and simulated neuron-astrocyte networks

Barbara Genocchi, Annika Ahtiainen, Michael T. Barros, Jarno M.A. Tanskanen, Jari Hyttinen, Kerstin Lenk

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandBegutachtung

Abstract

Astrocytes are involved in the information propagation in the brain by interacting with neurons. Computational modeling helps to study the underlying mechanisms for this communication deeply. In this work, we aimed to analyze how the number of astrocytes and the resulting astrocytic network structure affects neuronal activity. Therefore, we conducted in vitro experiments with microelectrode arrays and simulations with our previously published computational neuron-astrocyte network model side-by-side. In those, we included neuronal cultures without supplemented astrocytes and three conditions with co-cultures where different amounts of astrocytes were added. We then conducted a cross-correlation analysis between the single-channel spike trains and a graph analysis, which included the mean degree, mean shortest path, and the number of nodes, based on the highly correlated channels. Furthermore, we combined the cross-correlation network analysis of the simulated data and the structure of the astrocyte topology. Our experimental results showed that the spike rate was very variable and higher in cultures without added astrocytes than overall in co-cultures. In the co-cultures, the activity was elevated with an increasing number of astrocytes. Additionally, the spike rate was correlated with the mean degree of the neuronal network. This correlation was smaller with larger numbers of astrocytes in the culture. The simulations showed that the most active neurons were localized in the center of the network, which were, however, not always the most connected ones. The astrocytic activation was mainly driven by the vicinity to highly active neurons rather than from the activation through gap junctions. To conclude, the co-cultures with added astrocytes showed stabilization of neuronal activity. Furthermore, increasing the number of astrocytes led to a higher neuronal activity, indicating a feedback excitation loop between astrocytes and neurons.

Originalspracheenglisch
TitelNANOCOM 2021: Proceedings of the 8th ACM International Conference on Nanoscale Computing and Communication
Herausgeber (Verlag)Association of Computing Machinery
ISBN (elektronisch)9781450387101
DOIs
PublikationsstatusVeröffentlicht - 7 Sept. 2021
Veranstaltung8th ACM International Conference on Nanoscale Computing and Communication: NANOCOM 2021 - Virtuell, Italien
Dauer: 7 Sept. 20219 Sept. 2021

Konferenz

Konferenz8th ACM International Conference on Nanoscale Computing and Communication
KurztitelNANOCOM 2021
Land/GebietItalien
OrtVirtuell
Zeitraum7/09/219/09/21

ASJC Scopus subject areas

  • Theoretische Informatik und Mathematik
  • Computernetzwerke und -kommunikation
  • Kommunikation

Fields of Expertise

  • Human- & Biotechnology

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