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A Simple Stimulatory Device for Evoking Point-like Tactile Stimuli: A Searchlight for LFP to Spike Transitions
Published on: March 25, 2014
Predicting spike occurrence and neuronal responsiveness from LFPs in primary somatosensory cortex
Riccardo Storchi1, Antonio G Zippo, Gian Carlo Caramenti
1Institute of Molecular Bioimaging and Physiology (IBFM), Segrate, Milan, Italy.
Plos One
|May 16, 2012
Summary
Local Field Potentials (LFPs) and neuronal spikes both encode stimulus information with millisecond precision. Network fluctuations, measured by LFP variability, significantly influence spike prediction accuracy, highlighting their crucial role in neuronal communication.
Area of Science:
- Neuroscience
- Computational Neuroscience
Background:
- Local Field Potentials (LFPs) integrate diverse neuronal activities, offering insights into brain function and clinical applications like Brain-Machine Interfaces.
- The complex relationship between LFPs and neuronal spikes (the fundamental units of neural communication) remains incompletely understood, limiting comprehension of LFP-generated phenomena.
Purpose of the Study:
- To investigate the relationship between LFPs and spikes in the rat somatosensory cortex during tactile stimulation.
- To quantify the coding reliability of LFPs and spikes for stimulus occurrence.
- To develop a predictive model for spike occurrence based on LFP inputs.
Main Methods:
- Analysis of LFP and spike data during tactile stimulation in the rat S-I cortex.
- Quantification of stimulus coding reliability for both LFPs and spikes.
- Development and optimization of a predictive model for spike occurrence using LFP inputs via multi-objective optimization.
Main Results:
- Both LFPs and spikes reliably encode stimulus occurrence with millisecond precision, albeit with high variability.
- A predictive model successfully predicted spike patterns significantly above chance for 75% of analyzed neurons.
- Prediction accuracy was highest when both LFPs and spikes demonstrated high stimulus responsiveness, suggesting network fluctuations are key.
Conclusions:
- Spike prediction accuracy is strongly dependent on the reliability of both LFP and spike responses to stimuli.
- Local network fluctuations, as indicated by LFP response variability, play a dominant role in determining spike reliability and predictability.
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Somatosensation
The somatosensory system relays sensory information from the skin, mucous membranes, limbs, and joints. Somatosensation is more familiarly known as the sense of touch. A typical somatosensory pathway includes three types of long neurons: primary, secondary, and tertiary. Primary neurons have cell bodies located near the spinal cord in groups of neurons called dorsal root ganglia. The sensory neurons of ganglia innervate designated areas of skin called dermatomes.
Action Potential
Neurons communicate by firing action potentials—the electrochemical signal that is propagated along the axon. The signal results in the release of neurotransmitters at axon terminals, thereby transmitting information to the nervous system. An action potential is a specific "all-or-none" change in membrane potential that results in a rapid spike in voltage.
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