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Project on analyzing EEG data and modelling spectral content from asynchronous neural activity. Includes code for generating figures used in production of manuscript.

Python 2.32% MATLAB 97.68%
eeg-analysis spectral-analysis mathematical-modelling figure-generation publication-code

propofol2021's Introduction

What is this?

In this repository is the code associated with the following paper:

Brake N, Duc F, Rokos A, Arseneau F, Shahiri S, Khadra A, and Plourde G (2021). "Aperiodic EEG activity masks the dynamics of neural oscillations during loss of consciousness from propofol." Submitted.

Preprint: https://doi.org/10.1101/2021.10.12.464109

This repository includes the functions used to generate the figures from the paper. Certain data is included in the data folder. Not all the data required to reporduce the figures are included in this repository. For raw EEG timeseries and spectrograms, please contact [email protected].

Dependencies

All the MATLAB code was developed in MATLAB 2017b. Spectral exponent estimation was done using the Python implementation of the FOOOF package (Donoghue et al. 2020) (FOOOF 1.0.0 executed from Python 3.8.10).

Acknowledgements

I completed the work for this project in 2020-2021 during my PhD under the supervision of Dr. Anmar Khadra and in collaboration with Dr. Gilles Plourde at McGill Univeristy. The EEG data used in this project was collected by Dr. Plourde.

License

Creative Commons License
This repository is licensed under a Creative Commons Attribution 4.0 International License.

To reference this code, please cite the article mentioned above.

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