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Synaptic activations of neuronal populations in the thalamocortical loop from LFP using kCSD and ICA
BMC Neuroscience volume 13, Article number: P11 (2012)
Local field potentials (LFP), the low-frequency part of the electric potential recorded extracellularly in the brain, is a well-established measure of neural activity at the population level. However, the origin and the nature of the LFP make it harder to interpret than other electrophysiological signals such as spikes. Two problems intertwine here: first, the extracellular field spreads over significant distances from the generating population; second, the recorded signal is typically a combination of contributions from several sources. The former problem is often addressed by reconstructing the underlying currents using Current Source Density (CSD) analysis. To solve the latter issue we have employed in the past the combination of CSD and Independent Component Analysis (ICA) .
Here we test the combination of CSD analysis  and ICA on simulated LFP data obtained from a computational model of a single thalamocortical column [3, 4]. We test how the components obtained by analyzing the full LFP are related to the ‘building blocks’ of population activity, that is the specific synaptic activations of individual populations of neurons. We show which populations can possibly be recorded with a limited number of electrodes and in the presence of noise, and discuss the limitations of the approach and ways to improve the reconstructions.
Łęski S, Kublik E, Świejkowski DA, Wróbel A, Wójcik DK: Extracting functional components of neural dynamics with Independent Component Analysis and inverse Current Source Density. J Comput Neurosci. 2010, 29: 459-473. 10.1007/s10827-009-0203-1.
Potworowski J, Jakuczun W, Łęski S, Wójcik DK: Kernel current source density method. Neural Comput. 2012, 24: 541-575. 10.1162/NECO_a_00236.
Traub RD, Contreras D, Cunningham MO, Murray H, LeBeau FEN, Roopun A, Bibbig A, Wilent WB, Higley MJ, Whittington MA: Single-Column Thalamocortical Network Model Exhibiting Gamma Oscillations, Sleep Spindles, and Epileptogenic Bursts. J Neurophysiol. 2005, 93: 2194-2232.
We acknowledge financial support from the Polish Ministry of Science and Higher Education (grant N N303 542839) and from a project co-financed by the European Regional Development Fund under the Operational Programme Innovative Economy, POIG 02.03.00-00-018/08.
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Łęski, S., Głąbska, H., Potworowski, J. et al. Synaptic activations of neuronal populations in the thalamocortical loop from LFP using kCSD and ICA. BMC Neurosci 13 (Suppl 1), P11 (2012). https://doi.org/10.1186/1471-2202-13-S1-P11
- Electric Potential
- Neural Activity
- Independent Component Analysis
- Neuronal Population
- Population Activity