Back to Search
Start Over
Recording of single-unit activities with flexible micro-electrocorticographic array in rats for decoding of whole-body navigation.
- Source :
-
Journal of neural engineering [J Neural Eng] 2024 Aug 05; Vol. 21 (4). Date of Electronic Publication: 2024 Aug 05. - Publication Year :
- 2024
-
Abstract
- Objective. Micro-electrocorticographic ( μ ECoG) arrays are able to record neural activities from the cortical surface, without the need to penetrate the brain parenchyma. Owing in part to small electrode sizes, previous studies have demonstrated that single-unit spikes could be detected from the cortical surface, and likely from Layer I neurons of the neocortex. Here we tested the ability to use μ ECoG arrays to decode, in rats, body position during open field navigation, through isolated single-unit activities. Approach. μ ECoG arrays were chronically implanted onto primary motor cortex (M1) of Wistar rats, and neural recording was performed in awake, behaving rats in an open-field enclosure. The signals were band-pass filtered between 300-3000 Hz. Threshold-crossing spikes were identified and sorted into distinct units based on defined criteria including waveform morphology and refractory period. Body positions were derived from video recordings. We used gradient-boosting machine to predict body position based on previous 100 ms of spike data, and correlation analyses to elucidate the relationship between position and spike patterns. Main results. Single-unit spikes could be extracted during chronic recording from μ ECoG, and spatial position could be decoded from these spikes with a mean absolute error of prediction of 0.135 and 0.090 in the x- and y- dimensions (of a normalized range from 0 to 1), and Pearson's r of 0.607 and 0.571, respectively. Significance. μ ECoG can detect single-unit activities that likely arise from superficial neurons in the cortex and is a promising alternative to intracortical arrays, with the added benefit of scalability to cover large cortical surface with minimal incremental risks. More studies should be performed in human related to its use as brain-machine interface.<br /> (Creative Commons Attribution license.)
- Subjects :
- Animals
Rats
Male
Microelectrodes
Action Potentials physiology
Equipment Design methods
Spatial Navigation physiology
Brain-Computer Interfaces
Equipment Failure Analysis methods
Rats, Wistar
Electrocorticography methods
Electrocorticography instrumentation
Motor Cortex physiology
Electrodes, Implanted
Subjects
Details
- Language :
- English
- ISSN :
- 1741-2552
- Volume :
- 21
- Issue :
- 4
- Database :
- MEDLINE
- Journal :
- Journal of neural engineering
- Publication Type :
- Academic Journal
- Accession number :
- 38986465
- Full Text :
- https://doi.org/10.1088/1741-2552/ad618c