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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]].<<BR>><<HTML(<FONT color="#C0C0C0" >)>>If you are looking for former versions of the tutorials, they are still available [[TutorialsOld|here]]. <<HTML(</FONT>)>> |
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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]]. <<BR>>Some sections are still being edited or under review: [[Tutorials/Review|Editing process]]. | 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>)>> |
<<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>)>> |
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| <<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( )>>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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| * [[https://neuroimage.usc.edu/brainstorm/Tutorials/ECoG|ECoG+sEEG epilepsy (BIDS)]] | |
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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]''' <<HTML(</TD></TR></TABLE>)>> == Basic Electrophysiology tutorial == <<HTML(<TABLE class="tuto-table"><TR><TD width=350>)>> '''Starting a new study''' * Importing RAW e-phys data '''Spike Sorting''' * Unsupervised spike-sorting * Supervised spike-sorting * Spike sorting outside of Brainstorm '''Converting Raw data to LFP''' * Without Bayesian Spike Removal * With Bayesian Spike Removal <<HTML(</TD><TD>)>> ''' e-phys functions''' * Tuning Curves * Noise Correlation * Spike Field Coherence * Raster Plots * Spike Triggered Average ''' Converting to Brainstorm events''' * [[Tutorials/e-phys/ConvertToBrainstormEvents|Importing events from external spike-sorters]] |
* [[Tutorials/NIRSFingerTapping|NIRS finger tapping]] |
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| * [[Tutorials/LabelFreeSurfer|FreeSurfer]], [[Tutorials/SegBrainSuite|BrainSuite]], [[Tutorials/SegBrainVisa|BrainVISA]], [[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/TutRealtime|Real-time head positioning in the CTF MEG]] | * [[Tutorials/TutRealtime|Real-time head positioning (CTF MEG)]] * [[Tutorials/HeadMotion|Head motion detection (MEG)]] |
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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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'''Advanced processing''' * [[Tutorials/TutUserProcess|How to write your own process]] * [[Tutorials/Decoding|Decoding conditions (MVPA)]] |
* [[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/FemMedianNerve|FEM median nerve example]] '''Signal processing''' * [[Tutorials/Decoding|Machine learning: Decoding / MVPA]] |
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| * [[Tutorials/Connectivity|Functional connectivity]] [TODO] * [[Tutorials/MicrostatesCena|Microstate segmentation with CENA]] * [[ExportSpm8|Export volume sources to SPM8/SPM12]] * [[ExportSpm12|Export surface sources to SPM12]] |
* [[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]] * [[Tutorials/FiberConnectivity|Virtual fibers for connectivity]] * [[https://neuroimage.usc.edu/brainstorm/GrangerCausality|Granger causality]] <<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: <<HTML(<TABLE class="tuto-table"><TR><TD width=350>)>> * [[https://neuroimage.usc.edu/brainstorm/e-phys/Introduction|Importing raw e-phys data]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/SpikeSorting|Spike-sorting]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/ConvertToBrainstormEvents|Using external spike-sorters]] * [[https://neuroimage.usc.edu/brainstorm/e-phys/RawToLFP|Converting raw data to LFP]] <<HTML(</TD><TD>)>> * [[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]] |
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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) |
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.
If you are looking for former versions of the tutorials, they are still available ?here.
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 processing 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 |
Single/multi-unit electrophysiology
Learn how to use Brainstorm for analyzing single/multi-unit electrophysiological data in a variety of preparations:
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.
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!