Title :
Study of neuronal networks development from in-vitro recordings: A Granger causality based approach
Author :
Lamanna, Jacopo ; Esposti, Federico ; Signorini, Maria G.
Author_Institution :
Dipt. di Bioingegneria, Politec. di Milano, Milan, Italy
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
This methodological work is aimed at providing a Granger causality based approach to the study of neuronal networks development in vitro. The analysis procedure makes use of tools derived from statistics and network theory for accessing network development of in-vitro neuronal cultures from their electrical activity, recorded through Multi Electrode Arrays (MEAs). The preliminary results that will be presented here show the potential of this approach for characterizing in a quantitative way the developmental stages of neuronal networks and provide some evidences which are consistent with direct in-vitro and in-vivo observations reported by other authors.
Keywords :
bioelectric phenomena; biology computing; biomedical electrodes; biomedical measurement; causality; neural nets; Granger causality based approach; electrical activity; in-vitro neuronal cultures; in-vitro recordings; multi electrode arrays; neuronal networks development; Biological neural networks; Estimation; In vitro; Indexes; Neurons; Neuroscience; Synchronization; Action Potentials; Animals; Cells, Cultured; Cerebral Cortex; Computer Simulation; Models, Neurological; Nerve Net; Neurons; Rats;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5628017