Skip to content


Repository files navigation

CRAN_Status_Badge R-CMD-check Project Status: Active – The project has reached a stable, usable state and is being actively developed. DOI-RAVE DOI-YAEL

Key Features:

  • Uses modern browsers, easy to embed and share
  • Displays MRI, surfaces, and electrodes in the same canvas
  • Maps multiple subjects on template brains using AFNI/SUMA (standard 141) or MNI-305 locations
  • Electrode localization
  • Volume rendering and surface/electrode animation
  • Integration with interactive R-shiny framework

News | reference page | keyboard shortcuts

System Requirement

  • Web Browsers: the viewer uses WegGL2 to render in browsers. Please check this list to see compatible browsers. As of 2023, Chrome, Firefox, Safari, and Edge (not IE) have full supports.

A. Installation

  1. R and RStudio Desktop (Free Version)
  2. Open RStudio, enter from its console:
install.packages("threeBrain", repos = "")

If you want to install dev version from Github, then use:

  1. (Optional) Setups: after installation, in RStudio console, type the following command

and follow the instructions.

B. Basic Brain Viewer

Once finishing setting up of threeBrain, there will be a template subject N27 (Collin's 27) created locally. The location is platform-related. You can find it by running the following command:


#> [1] "/Users/dipterix/Library/Application Support/
#> org.R-project.R/R/threeBrain/templates"

N27 template folder resides inside of this directory.

Let's view this subject using the threeBrain function.

  1. Import subject

n27_path <- file.path(default_template_directory(), "N27")

x <- threeBrain( path = n27_path,
  subject_code = 'N27', surface_types = 'pial')
  1. Visualize
plot(x)       # alternatively, you can use x$plot()`

C. Subject Setup

The sample subject (N27) is a sample generated by FreeSurfer (download). If you have any subjects processed by FreeSurfer, use function threeBrain to visualize.

D. Add/Render Electrodes

If you have electrode file, you can import it before calling plot function. Please make sure it's in csv format.

x$set_electrodes(electrodes = "[PATH to ELECTRODE FILE]")

Here is an example of electrode csv file. Only the first five columns (case-sensitive) are mandatory: Electrode (integer), Coord_x, Coord_y, Coord_z, and Label (character). Coord_* is tkRAS location from FreeSurfer coordinates.

| Electrode| Coord_x| Coord_y| Coord_z|Label  | MNI305_x|  MNI305_y|  MNI305_z|SurfaceElectrode |SurfaceType | Radius| VertexNumber|Hemisphere |
|         1|    29.0|    -7.8|   -34.6|RMHCH1 | 30.46817| -17.98119| -23.40022|FALSE            |pial        |      2|           -1|left       |
|         2|    33.8|    -8.0|   -34.2|RMHCH2 | 35.57109| -17.76624| -22.80131|FALSE            |pial        |      2|           -1|left       |
|         3|    38.0|    -7.5|   -33.5|RMHCH3 | 39.97102| -16.81249| -22.17986|FALSE            |white       |      2|           -1|right      |
|         4|    42.6|    -6.8|   -33.0|RMHCH4 | 44.79092| -15.73442| -21.82591|FALSE            |smoothwm    |      2|           -1|right      |
|         5|    47.0|    -6.8|   -32.6|RMHCH5 | 49.45370| -15.35431| -21.31272|FALSE            |pial        |      2|           -1|right      |
|         ...

To assign values to electrodes, run

x$set_electrode_values(electrodes = "[PATH to ELECTRODE VALUE FILE]")

The electrode value file is also a csv like:

| Electrode| Subject| Project|    Time| ValueName| ValueName2|  ...|
|         1|     N27|    Demo|       0|A         |   30.46817|  ...|
|         2|     N27|    Demo|       0|B         |   35.57109|  ...|
|         3|     N27|    Demo|       0|C         |   39.97102|  ...|
|         4|     N27|    Demo|       0|D         |   44.79092|  ...|
|         5|     N27|    Demo|       0|A         |   49.45370|  ...|
|         ...

Project and Time are optional. However, if you are also using rave, please make sure Project exists. If you want to show animation, Time is necessary and must be numeric. ValueName? can be any characters containing letters (A-Z, a-z), letters (0-9) and underscore (_).

E. Merge Subjects and Template mapping

If you have your own subjects with FreeSurfer output, for example, I have two subjects YAB and YCQ. To merge these two subjects and show them on N27 template,


# yab = ... (see section B for import a single subject)
# ycq = ...
template_n27 = merge_brain(yab, ycq, template_subject = 'N27')

plot( template_n27 )

The viewer will be in N27 template, and electrodes of these two subjects can be mapped via MNI305 (for surface and stereo EEG) or std.141 (for surface-only).

F. Electrode Localization (YAEL)

YAEL ("Your Advanced Electrode Localizer) has been integrated into RAVE (R Analysis and Visualization of iEEG). Please check our website

Here is a sfN poster


To cite threeBrain in publications use:

  • Wang, Z., Magnotti, J. F., Zhang, X., & Beauchamp, M. S. (2023). YAEL: Your Advanced Electrode Localizer. Eneuro, 10(10).
  • Magnotti, J. F., Wang, Z., & Beauchamp, M. S. (2020). RAVE: Comprehensive open-source software for reproducible analysis and visualization of intracranial EEG data. NeuroImage, 223, 117341.

A BibTeX entry for LaTeX users:

  title = {{YAEL}: Your Advanced Electrode Localizer},
  author = {Zhengjia Wang and John F. Magnotti and Xiang Zhang and Michael S. Beauchamp},
  journal = {Eneuro},
  year = {2023},
  volume = {10},
  number = {10},
  publisher = {Society for Neuroscience},
  doi = {10.1523/ENEURO.0328-23.2023},
  title = {{RAVE}: Comprehensive open-source software for reproducible analysis and visualization of intracranial EEG data},
  author = {John F. Magnotti and Zhengjia Wang and Michael S. Beauchamp},
  journal = {NeuroImage},
  year = {2020},
  volume = {223},
  doi = {10.1016/j.neuroimage.2020.117341},
  pages = {117341},


The front-end viewer (JavaScript) is licensed under MPL-2.0 free open-source license. Using the generated viewers or incorporating the existing viewers as a whole into your own work "as-is" is permissive.