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Plotting tool for brain atlases, in ggplot
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ggseg/ggseg
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Contains ggplot2 geom for plotting brain atlases using simple features.The largest component of the package is the data for the two built-inatlases. Plotting results of analyses on regions or networks ofteninvolves swapping between statistical tools, like R, and software forbrain imaging to correctly visualise analysis results.
This package aims to make it possible to plot results directly throughR.
There are currently four atlases available in the package:
dk- Desikan-Killiany atlas (aparc).aseg- Automatic subcortical segmentation.
Note: As of version 1.5.3,ggseg was split into two packages: onefor 2d polygon plots in ggplot, and another for 3d mesh plots throughplotly. This was done to reduce package size, dependencies, and also tosimplify maintenance. If you want the 3d plotting tool, please go theggseg3d repository.
You may find more atlases and functions to create new atlases in thecompanion packageggsegExtra.
The package can be installed from CRAN.
install.packages("ggseg")Alternatively, ggseg may also be installed through its ggseg r-universe:
# Enable this universeoptions(repos= c(ggseg='https://ggseg.r-universe.dev',CRAN='https://cloud.r-project.org'))# Install some packagesinstall.packages('ggseg')
The development version of the package can be installed using devtools.
install.packages("remotes")remotes::install_github("ggseg/ggseg")
The functions are now installed, and you may load them when you want touse them. All functions are documented in standard R fashion.
library(ggseg)library(ggplot2)plot(dk)
plot(aseg)While default atlas plots will give you an idea of how the atlases look,you will likely want to project your own data onto the plot.
library(dplyr)#>#> Attaching package: 'dplyr'#> The following objects are masked from 'package:stats':#>#> filter, lag#> The following objects are masked from 'package:base':#>#> intersect, setdiff, setequal, unionsome_data<- tibble(region= rep(c("transverse temporal","insula","precentral","superior parietal"),2),p= sample(seq(0,.5,.001),8),groups= c(rep("g1",4), rep("g2",4)))some_data|> group_by(groups)|> ggplot()+ geom_brain(atlas=dk,position= position_brain(hemi~side), aes(fill=p))+ facet_wrap(~groups)#> merging atlas and data by 'region'
The package also has several vignettes, to help you get started usingit. You can access ithere
You can also see one of the creators blog for introductions to its usehere
Don’t hesitate to ask for support usinggithubissues, or requesting newatlases. While we would love getting help in creating new atlases, youmay also request atlases through the issues, and we will try to get toit.
This tool is partly funded by:
EU Horizon 2020 Grant: Healthy minds 0-100 years: Optimising the useof European brain imaging cohorts (Lifebrain).
Grant agreement number: 732592.
Call: Societal challenges: Health, demographic change and well-being
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Plotting tool for brain atlases, in ggplot
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