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| These tutorial pages suppose you are comfortable with the basic concepts of MEG/EEG analysis and source imaging. If you're not, we encourage you to read some [[http://neuroimage.usc.edu/brainstorm/Tutorials#Background_readings|background literature]].<<BR>>To get a quick overview of the software interface, you can watch this [[Screenshots|introduction video]].<<BR>><<HTML(<FONT color="#C0C0C0" >)>>If you are looking for the old tutorials, they are still available [[TutorialsOld|here]]. <<HTML(</FONT>)>> | These tutorial pages suppose you are comfortable with the basic concepts of MEG/EEG analysis and source imaging. If you're not, we encourage you to read some [[http://neuroimage.usc.edu/brainstorm/Tutorials#Background_readings|background literature]].<<BR>>To get a quick overview of the software interface, you can watch this [[Screenshots|introduction video]]. |
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| The easiest way to get started with Brainstorm is to read and follow carefully these introduction tutorials. The number between brackets represents the number of printed pages for each tutorial. All in [[Tutorials/AllIntroduction|one page]]. | The easiest way to get started with Brainstorm is to read and follow carefully these introduction tutorials. They can be separately consulted (links below), or all in [[Tutorials/AllIntroduction|one page]]. |
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| <<HTML( )>>1. [[Tutorials/CreateProtocol|Create a new protocol]] <<HTML(<FONT color="#DDDDDD">)>>[9] <<HTML(</FONT>)>> <<HTML( )>>2. [[Tutorials/ImportAnatomy|Import the subject anatomy]] <<HTML(<FONT color="#DDDDDD">)>>[8] <<HTML(</FONT>)>> <<HTML( )>>3. [[Tutorials/ExploreAnatomy|Explore the anatomy]] <<HTML(<FONT color="#DDDDDD">)>>[13] <<HTML(</FONT>)>> |
<<HTML( )>>1. [[Tutorials/CreateProtocol|Create a new protocol]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>2. [[Tutorials/ImportAnatomy|Import the subject anatomy]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>3. [[Tutorials/ExploreAnatomy|Explore the anatomy]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> |
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| <<HTML( )>>4. [[Tutorials/ChannelFile|Channel file / MRI registration]] <<HTML(<FONT color="#DDDDDD">)>>[11] <<HTML(</FONT>)>> <<HTML( )>>5. [[Tutorials/ReviewRaw|Continuous recordings]] <<HTML(<FONT color="#DDDDDD">)>>[9] <<HTML(</FONT>)>> <<HTML( )>>6. [[Tutorials/MultipleWindows|Multiple windows]] <<HTML(<FONT color="#DDDDDD">)>>[5] <<HTML(</FONT>)>> <<HTML( )>>7. [[Tutorials/EventMarkers|Event markers]] <<HTML(<FONT color="#DDDDDD">)>>[10] <<HTML(</FONT>)>> |
<<HTML( )>>4. [[Tutorials/ChannelFile|Channel file / MRI registration]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>5. [[Tutorials/ReviewRaw|Continuous recordings]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>6. [[Tutorials/MultipleWindows|Multiple windows]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>7. [[Tutorials/EventMarkers|Event markers]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> |
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| <<HTML( )>>8. [[Tutorials/StimDelays|Stimulation delays]] <<HTML(<FONT color="#DDDDDD">)>>[9] <<HTML(</FONT>)>> <<HTML( )>>9. [[Tutorials/PipelineEditor|Select files / Run processes]] <<HTML(<FONT color="#DDDDDD">)>>[11] <<HTML(</FONT>)>> <<HTML( )>>10. [[Tutorials/ArtifactsFilter|Power spectrum / Frequency filters]] <<HTML(<FONT color="#DDDDDD">)>>[15] <<HTML(</FONT>)>> <<HTML( )>>11. [[Tutorials/BadChannels|Bad channels]] <<HTML(<FONT color="#DDDDDD">)>>[6] <<HTML(</FONT>)>> <<HTML( )>>12. [[Tutorials/ArtifactsDetect|Artifact detection]] <<HTML(<FONT color="#DDDDDD">)>>[8] <<HTML(</FONT>)>> <<HTML( )>>13. [[Tutorials/ArtifactsSsp|Artifact cleaning with SSP]] <<HTML(<FONT color="#DDDDDD">)>>[16] <<HTML(</FONT>)>> <<HTML( )>>14. [[Tutorials/BadSegments|Additional bad segments]] <<HTML(<FONT color="#DDDDDD">)>>[7] <<HTML(</FONT>)>> |
<<HTML( )>>8. [[Tutorials/StimDelays|Stimulation delays]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>9. [[Tutorials/PipelineEditor|Select files / Run processes]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>10. [[Tutorials/ArtifactsFilter|Power spectrum / Frequency filters]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>11. [[Tutorials/BadChannels|Bad channels]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>12. [[Tutorials/ArtifactsDetect|Artifact detection]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>13. [[Tutorials/ArtifactsSsp|Artifact cleaning with SSP]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>14. [[Tutorials/BadSegments|Additional bad segments]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> |
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| <<HTML( )>>15. [[Tutorials/Epoching|Import epochs]] <<HTML(<FONT color="#DDDDDD">)>>[9] <<HTML(</FONT>)>> <<HTML( )>>16. [[Tutorials/Averaging|Average response]] <<HTML(<FONT color="#DDDDDD">)>>[7] <<HTML(</FONT>)>> <<HTML( )>>17. [[Tutorials/ExploreRecordings|Visual exploration]] <<HTML(<FONT color="#DDDDDD">)>>[10] <<HTML(</FONT>)>> <<HTML( )>>18. [[Tutorials/Colormaps|Colormaps]] <<HTML(<FONT color="#DDDDDD">)>>[5] <<HTML(</FONT>)>> <<HTML( )>>19. [[Tutorials/ChannelClusters|Clusters of sensors]] <<HTML(<FONT color="#DDDDDD">)>>[4] <<HTML(</FONT>)>> |
<<HTML( )>>15. [[Tutorials/Epoching|Import epochs]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>16. [[Tutorials/Averaging|Average response]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>17. [[Tutorials/ExploreRecordings|Visual exploration]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>18. [[Tutorials/Colormaps|Colormaps]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>19. [[Tutorials/ChannelClusters|Clusters of sensors]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> |
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| <<HTML( )>>20. [[Tutorials/HeadModel|Head model]] <<HTML(<FONT color="#DDDDDD">)>>[9] <<HTML(</FONT>)>> <<HTML( )>>21. [[Tutorials/NoiseCovariance|Noise/data covariance]] <<HTML(<FONT color="#DDDDDD">)>>[7] <<HTML(</FONT>)>> <<HTML( )>>22. [[Tutorials/SourceEstimation|Source estimation]] <<HTML(<FONT color="#DDDDDD">)>>[28] <<HTML(</FONT>)>> '''[TODO]''' <<HTML( )>>23. [[Tutorials/Scouts|Scouts]] <<HTML(<FONT color="#DDDDDD">)>>[17] <<HTML(</FONT>)>> '''Advanced processing''' <<HTML( )>>24. [[Tutorials/TimeFrequency|Time-frequency]] <<HTML(<FONT color="#DDDDDD">)>>[33] <<HTML(</FONT>)>> <<HTML( )>>25. [[Tutorials/Difference|Difference]] <<HTML(<FONT color="#DDDDDD">)>>[13] <<HTML(</FONT>)>> <<HTML( )>>26. [[Tutorials/Statistics|Statistics]] <<HTML(<FONT color="#DDDDDD">)>>[30] <<HTML(</FONT>)>> <<HTML( )>>27. [[Tutorials/Workflows|Workflows]] <<HTML(<FONT color="#DDDDDD">)>>[10] <<HTML(</FONT>)>> <<HTML( )>>28. [[Tutorials/Scripting|Scripting]] <<HTML(<FONT color="#DDDDDD">)>>[31] <<HTML(</FONT>)>> |
<<HTML( )>>20. [[Tutorials/HeadModel|Head model]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>21. [[Tutorials/NoiseCovariance|Noise/data covariance]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>22. [[Tutorials/SourceEstimation|Source estimation]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>23. [[Tutorials/Scouts|Scouts]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> '''Advanced processes''' <<HTML( )>>24. [[Tutorials/TimeFrequency|Time-frequency]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>25. [[Tutorials/Difference|Difference]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>26. [[Tutorials/Statistics|Statistics]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>27. [[Tutorials/Workflows|Workflows]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> <<HTML( )>>28. [[Tutorials/Scripting|Scripting]] <<HTML(<FONT color="#DDDDDD">)>> <<HTML(</FONT>)>> |
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| * [[Tutorials/SeizureFingerprinting|SEEG seizure fingerprinting]] | |
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| * [[https://neuroimage.usc.edu/brainstorm/Tutorials/CorticomuscularCoherence|MEG corticomuscular coherence (CTF)]] | |
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| * [[Tutorials/NIRSFingerTapping|NIRS finger tapping]] ''' [TODO]''' | * [[Tutorials/NIRSTORM|Introduction to NIRSTORM: finger tapping]] * [[Tutorials/NIRS_Optimal_montage|NIRSTORM: fNIRS Optimal montage]] |
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| * [[Tutorials/LabelFreeSurfer|FreeSurfer]], [[Tutorials/SegBrainSuite|BrainSuite]], [[Tutorials/SegBrainVisa|BrainVISA]], [[https://neuroimage.usc.edu/brainstorm/Tutorials/SegCAT12|CAT12]], [[Tutorials/SegCIVET|CIVET]] | * MRI segmentation: [[https://neuroimage.usc.edu/brainstorm/Tutorials/SegCAT12|CAT12]], [[Tutorials/LabelFreeSurfer|FreeSurfer]], <<BR>>[[Tutorials/SegBrainSuite|BrainSuite]], [[Tutorials/SegBrainVisa|BrainVISA]], [[Tutorials/SegFastSurfer|FastSurfer]], [[Tutorials/SegCIVET|CIVET]] |
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| * [[Tutorials/TutDigitize|Digitize EEG electrodes and head shape]] | * Digitize EEG electrodes and head shape: [[Tutorials/TutDigitize|Polhemus]], [[Tutorials/TutDigitize3dScanner|3D Scanner]] |
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| * [[https://neuroimage.usc.edu/brainstorm/Tutorials/Epilepsy#Artifact_cleaning_with_ICA|ICA analysis]] | |
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| '''Scripting''' * [[Tutorials/TutUserProcess|How to write your own process]] * [[ExportSpm8|Export volume sources to SPM8/SPM12]] * [[ExportSpm12|Export surface sources to SPM12]] * [[ExportBids|Export raw data to BIDS format]] |
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| * [[CiteBrainstorm|How to cite Brainstorm]] [TODO] | * [[Tutorials/Plugins|Plugins]] * [[MnePython|MNE-Python]] * [[CiteBrainstorm|How to cite Brainstorm]] |
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| '''Deprecated documentation''' * [[Tutorials/VisualSingleOrig|MEG visual: single subject (Elekta/Orig)]] * [[Tutorials/VisualGroupOrig|MEG visual: group study (Elekta/Orig)]] |
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| * [[Tutorials/TutVolSource|Volume source estimation]] * [[http://neuroimage.usc.edu/brainstorm/Tutorials/DeepAtlas|Deep cerebral structures]] |
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| * [[Tutorials/TutVolSource|Volume source estimation]] * [[http://neuroimage.usc.edu/brainstorm/Tutorials/DeepAtlas|Deep cerebral structures]] |
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| * [[Tutorials/Simulations|Simulations]] '''Finite Element Modeling''' * [[Tutorials/Duneuro|Realistic head model: FEM with DUNEuro]] * [[Tutorials/FemMesh|FEM mesh generation]] * [[Tutorials/FemTensors|FEM tensors estimation]] * [[Tutorials/FemMedianNerveCharm|FEM median nerve example]] |
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| * [[Tutorials/Connectivity|Functional connectivity]] [TODO] | * [[Tutorials/EZFingerprint|Epileptogenic Zone Fingerprint]] * [[https://neuroimage.usc.edu/brainstorm/Tutorials/Fooof|FOOOF: Fitting Oscillations & One-Over-F]] * [[https://neuroimage.usc.edu/brainstorm/Tutorials/SPRiNT|SPRiNT: Spectral Param. Resolved in Time]] '''Connectivity''' * [[Tutorials/Connectivity|Functional connectivity]] * [[https://neuroimage.usc.edu/brainstorm/Tutorials/CorticomuscularCoherence|Corticomuscular coherence]] * [[https://neuroimage.usc.edu/brainstorm/Tutorials/ConnectivityGraph|Connectivity graphs]] |
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| * [[Tutorials/MicrostatesCena|Microstate segmentation with CENA]] '''Scripting''' * [[Tutorials/TutUserProcess|How to write your own process]] * [[ExportSpm8|Export volume sources to SPM8/SPM12]] * [[ExportSpm12|Export surface sources to SPM12]] * [[ExportBids|Export raw data to BIDS format]] <<HTML(</TD></TR></TABLE>)>> == Invasive neurophysiology == Learn how to use Brainstorm for studying single & multiunit activity. |
* [[https://neuroimage.usc.edu/brainstorm/GrangerCausality|Granger causality]] '''Brain-fingerprinting''' * [[Tutorials/BrainFingerprint|Brain-fingerprinting]] <<HTML(</TD></TR></TABLE>)>> == Single/Multi-Unit Electrophysiology == Learn how to use Brainstorm for analyzing single/multi-unit electrophysiological data in a variety of preparations: |
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| * [[https://neuroimage.usc.edu/brainstorm/e-phys/SpikeSorting#Supervised_Spike_Sorting|Spike-sorting]] | * [[https://neuroimage.usc.edu/brainstorm/e-phys/SpikeSorting|Spike-sorting]] |
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| * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions|Tuning Curves]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Noise_Correlation|Noise Correlation]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Spike_Field_Coherence|Spike Field Coherence]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Raster_Plots|Raster Plots]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Spike_triggered_Average|Spike Triggered Average]] |
* [[https://neuroimage.usc.edu/brainstorm/e-phys/functions|Tuning curves]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Noise_correlation|Noise correlation]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Spike_field_coherence|Spike field coherence]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Raster_plots|Raster plots]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/functions#Spike_triggered_average|Spike triggered average]] <<HTML(</TD></TR></TABLE>)>> == Stereo-electroencephalography (sEEG) analysis (under construction) == Learn how to use Brainstorm for end-to-end data processing from CT to MRI co-registration, contact localization and labeling, time-frequency analysis and epileptogenic zone identification. <<HTML(<TABLE class="tuto-table"><TR><TD width=350>)>> * [[https://neuroimage.usc.edu/brainstorm/seeg/Introduction|CT to MRI co-registration]] * [[https://neuroimage.usc.edu/brainstorm/seeg/SeegContactLocalization|Contact localization and labeling]] * [[https://neuroimage.usc.edu/brainstorm/seeg/SeizureFingerprinting|Time-Frequency Fingerprint Analysis for Epileptogenic Zone Localization]] <<HTML(</TD><TD>)>> * Automatic contact localization: [[Tutorials/AutoContactLocGardel|GARDEL]] |
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| * [[http://rdcu.be/pydB|Nature Neuroscience review paper on MEG for Human Electrophysiology and Imaging]] (Baillet S, 2017) | * [[http://rdcu.be/pydB|MEG for Human Electrophysiology and Imaging]] (Baillet S, Nature Neuroscience, 2017) * [[https://doi.org/10.1016/j.neuroimage.2021.118788|Connectomics of Human Electrophysiology]] (Sadaghiani S, Brookes M, Baillet S, Neuroimage, 2022) |
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| * [[https://mitpress.mit.edu/books/matlab-brain-and-cognitive-scientists|MATLAB for Brain and Cognitive Scientists]], Mike X Cohen, MIT press, 2017 |
Tutorials
These tutorial pages suppose you are comfortable with the basic concepts of MEG/EEG analysis and source imaging. If you're not, we encourage you to read some background literature.
To get a quick overview of the software interface, you can watch this introduction video.
Get started
The easiest way to get started with Brainstorm is to read and follow carefully these introduction tutorials. They can be separately consulted (links below), or all in one page.
| Starting a new study Reviewing 4. Channel file / MRI registration Pre-processing 9. Select files / Run processes 10. Power spectrum / Frequency filters 11. Bad channels | Epoching and averaging 15. Import epochs 16. Average response 18. Colormaps Source modeling 20. Head model 23. Scouts Advanced processes 24. Time-frequency 25. Difference 26. Statistics 27. Workflows 28. Scripting |
Other analysis scenarios
Advanced tutorials
| Anatomy and registration
Recordings Scripting Software | Source modeling Finite Element Modeling Signal processing Connectivity Brain-fingerprinting |
Single/Multi-Unit Electrophysiology
Learn how to use Brainstorm for analyzing single/multi-unit electrophysiological data in a variety of preparations:
Stereo-electroencephalography (sEEG) analysis (under construction)
Learn how to use Brainstorm for end-to-end data processing from CT to MRI co-registration, contact localization and labeling, time-frequency analysis and epileptogenic zone identification.
|
Background readings
These tutorial pages suppose you are comfortable with the basic concepts of MEG and EEG source imaging. If you're not, we encourage you to read some background information, which will quickly help you getting up to speed with this field:
MEG for Human Electrophysiology and Imaging (Baillet S, Nature Neuroscience, 2017)
Connectomics of Human Electrophysiology (Sadaghiani S, Brookes M, Baillet S, Neuroimage, 2022)
Introduction to MEG (Medical College of Wisconsin)
A non-technical overview of MEG and EEG, with an emphasis on source modeling.MEG: An Introduction to Methods
Editors: P Hansen, M Kringelbach, R Salmelin, Oxford University Press, 2010, 448 pages.The Oxford Handbook of Social Neuroscience
Editors: J Decety, JT Cacioppo, Oxford University Press, 2011, 1128 pages
A draft version of the MEG chapter by Sylvain Baillet can be found here.Good practice for conducting and reporting MEG research, Gross et al, Neuroimage, 2013.
MATLAB for Brain and Cognitive Scientists, Mike X Cohen, MIT press, 2017
Slides from a selection of educational courses: megcommunity.org
We can also come and organize a training session at your institution, or visit us at the MNI.
Now you are well equipped to go through the software tutorial, Enjoy!