Visualizing brain data

# Visualizing brain data
## - the ggseg-suite of R-packages -
### Athanasia Monika Mowinckel
### 10 - Nov - 2020

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<img src="https://www.sv.uio.no/psi/personer/vit/athanasm/athanasia.mowinckel.2.small.png" width="auto" height="600px" />
]

- Staff scientist  
- PhD in cognitive psychology  
- Software Carpentry Instructor  
- Currently doing quite some R-package development & other in-house research software development

- Find me
    - Twitter: [DrMowinckels](https://twitter.com/DrMowinckels)    
    - GitHub: [Athanasiamo](https://github.com/Athanasiamo)  
    - Website/Blog: [DrMowinckels.io](https://drmowinckels.io/)

]

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# Neuroimaging workflows

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## MRI analyses are usually run in specialized software

???
- run in specialized software
- but results and dissemination is usually run in stats software
- switching between different software creates workflows that are hard to reproduce and keep track of

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background-image: url(https://visceralmind.files.wordpress.com/2017/04/voxel-brain.jpg?w=1024)
background-size: contain

???
- the images are 3d matrices of 1mm cubic voxels, usually around 100 thousand voxels per brain
- MRI analyses run large numbers of comparisons just within a single subjects' brain, and issues with multiple comparisons need to be dealt with

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background-image: url(https://www.researchgate.net/profile/Arno_Klein2/publication/233889622/figure/fig2/AS:271987822034957@1441858358467/Regions-in-the-DKT-cortical-labeling-protocol-Cortical-regions-of-interest-included-in.png)
background-size: contain

???
- To reduce this problem, the brain is often reduced to a smaller set of functionally or structurally meaningful parcellations
- here: the DK cortical atlas on an inflated brain (blown up like a balloon) to see also inside the grooves
- measurements are extracted from these regions for metrics like coritcal thickness, surface area, gyrification index etc. and used in statistical models

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background-image: url(img/ggseg.png), url(img/ggseg3d.png), url(img/ggsegExtra.png)
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# ggseg-suite

<br><br><br><br><br><br><br><br><br>
<br><br><br><br><br><br><br><br><br>
atlas creation / installation

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background-image: url(img/ggseg.png)
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# 
## Plotting 2d representations as polygons

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class: middle

```r
library(ggseg, quietly = TRUE)

*ggseg(atlas = dk,
*     mapping = aes(fill = region),
      colour = "black",
      show.legend = FALSE) +
  scale_fill_brain("dk")

ggseg(atlas = dk, 
      mapping = aes(fill = region),
      colour = "black",
*     position = "stacked",
      show.legend = FALSE) +
  scale_fill_brain("dk")
```
]

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<img src="index_files/figure-html/unnamed-chunk-2-1.png" width="100%" /><img src="index_files/figure-html/unnamed-chunk-2-2.png" width="100%" />
]

---

```r
library(dplyr, quietly = TRUE)
someData <- tibble(
  region = rep(c("transverse temporal", 
             "insula",
           "precentral",
           "superior parietal"),2),
  p = sample(seq(0,.5,.001), 8),
  Group = c(rep("G1",4), rep("G2",4)))

someData %>% 
  ggseg(atlas = dk, 
        position = "stacked",
        colour = "black",
*       mapping = aes(fill = p))
```
]

```
## 
## Attaching package: 'dplyr'
```

```
## The following object is masked from 'package:kableExtra':
## 
##     group_rows
```

```
## The following objects are masked from 'package:stats':
## 
##     filter, lag
```

```
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
```

<img src="index_files/figure-html/unnamed-chunk-3-1.png" width="100%" />
]

---

```r
someData %>% 
* group_by(Group) %>%
  ggseg(atlas = dk, 
        position = "stacked",
        colour = "black",
        mapping = aes(fill = p)) +
* facet_wrap(~Group,
*            nrow = 2)
```
]

---
class: middle

```r
*ggseg(atlas = aseg,
      mapping = aes(fill = region),
      colour = "black",
      show.legend = FALSE) +
  scale_fill_brain("aseg")
```
]

---
class: middle, center, dark
background-image: url(img/ggseg3d.png)
background-size: 18%
background-position: 50% 10%
# 
## Plotting 3d triangular meshes

---
class: middle

```r
library(ggseg3d, quietly = TRUE)
ggseg3d(atlas = dk_3d)
```
]

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]

---
class: middle

```r
library(magrittr, quietly = TRUE)
ggseg3d(atlas = aseg_3d) %>% 
  add_glassbrain(hemisphere = "left") %>% 
  remove_axes()
```
]

---
class: middle, center, dark
background-image: url(img/ggsegExtra.png)
background-size: 18%
background-position: 50% 10%
# 
## Creating and instaling atlases

---

```r
library(ggsegExtra)
ggseg_atlas_repos()
```

<table class="table" style="margin-left: auto; margin-right: auto;">
 <thead>
  <tr>
   <th style="text-align:left;"> repo </th>
   <th style="text-align:left;"> ggseg </th>
   <th style="text-align:left;"> ggseg3d </th>
   <th style="text-align:left;"> source </th>
   <th style="text-align:left;"> comment </th>
   <th style="text-align:left;"> package </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> LCBC-UiO/ggsegYeo2011 </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> github </td>
   <td style="text-align:left;"> both 17 and 7 Network data </td>
   <td style="text-align:left;"> ggsegYeo2011 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> LCBC-UiO/ggsegDesterieux </td>
   <td style="text-align:left;"> FALSE </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> github </td>
   <td style="text-align:left;"> the 2009 atlas </td>
   <td style="text-align:left;"> ggsegDesterieux </td>
  </tr>
  <tr>
   <td style="text-align:left;"> LCBC-UiO/ggsegChen </td>
   <td style="text-align:left;"> FALSE </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> github </td>
   <td style="text-align:left;"> both thickness and area maps </td>
   <td style="text-align:left;"> ggsegChen </td>
  </tr>
  <tr>
   <td style="text-align:left;"> LCBC-UiO/ggsegSchaefer </td>
   <td style="text-align:left;"> FALSE </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> github </td>
   <td style="text-align:left;"> both 17 and 7 networks </td>
   <td style="text-align:left;"> ggsegSchaefer </td>
  </tr>
  <tr>
   <td style="text-align:left;"> LCBC-UiO/ggsegGlasser </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> github </td>
   <td style="text-align:left;"> full atlas </td>
   <td style="text-align:left;"> ggsegGlasser </td>
  </tr>
  <tr>
   <td style="text-align:left;"> LCBC-UiO/ggsegJHU </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> github </td>
   <td style="text-align:left;"> white tract atlas </td>
   <td style="text-align:left;"> ggsegJHU </td>
  </tr>
  <tr>
   <td style="text-align:left;"> LCBC-UiO/ggsegTracula </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> github </td>
   <td style="text-align:left;"> white tract atlas </td>
   <td style="text-align:left;"> ggsegTracula </td>
  </tr>
  <tr>
   <td style="text-align:left;"> LCBC-UiO/ggsegICBM </td>
   <td style="text-align:left;"> FALSE </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> github </td>
   <td style="text-align:left;"> white tract atlas </td>
   <td style="text-align:left;"> ggsegICBM </td>
  </tr>
  <tr>
   <td style="text-align:left;"> LCBC-UiO/ggsegHO </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> FALSE </td>
   <td style="text-align:left;"> github </td>
   <td style="text-align:left;"> Harvard-Oxford cortical (FSL) </td>
   <td style="text-align:left;"> ggsegHO </td>
  </tr>
  <tr>
   <td style="text-align:left;"> LCBC-UiO/ggsegDefaultExtra </td>
   <td style="text-align:left;"> TRUE </td>
   <td style="text-align:left;"> FALSE </td>
   <td style="text-align:left;"> github </td>
   <td style="text-align:left;"> extra 2d view for dk, p/a division of aseg hippocampus </td>
   <td style="text-align:left;"> ggsegDefaultExtra </td>
  </tr>
</tbody>
</table>

---

```r
install_ggseg_atlas("LCBC-UiO/ggsegYeo2011", 
                    "github")
```

```r
library(ggsegYeo2011)

ggseg(atlas = yeo7, 
      colour = "black",
      mapping = aes(fill = region)) +
  scale_fill_brain("yeo7", 
                   package = "ggsegYeo2011")

ggseg(atlas = yeo17, 
      colour = "black",
      mapping = aes(fill = region)) +
  scale_fill_brain("yeo17", 
                   package = "ggsegYeo2011")
```
]

.pull-right[
<img src="index_files/figure-html/yeo.out-1.png" width="100%" /><img src="index_files/figure-html/yeo.out-2.png" width="100%" />
]

---

# Creating new atlases

Currently only possible for 
cortical atlases

```r
# Make brain atlases into
# 3d plotly mesh atlas
make_aparc_2_3datlas()

# Turn plotly mesh atlas
# into 2d polygon atlas
make_ggseg3d_2_ggseg()
```

]

---
class: middle, center, dark

# Upcoming features

---
background-image: url(img/ggseg.png)
background-size: 10%
background-position: 7% 97%

```r
dk
```

```
## # dk cortical brain atlas
##   regions: 35 
##   hemispheres: left, right 
##   side views: lateral, medial 
##   palette: yes 
##   use: ggplot() + geom_brain() 
## ----
##    hemi  side    region                label                   roi  
##    <chr> <chr>   <chr>                 <chr>                   <chr>
##  1 left  lateral bankssts              lh_bankssts             0002 
##  2 left  lateral caudal middle frontal lh_caudalmiddlefrontal  0004 
##  3 left  lateral fusiform              lh_fusiform             0008 
##  4 left  lateral inferior parietal     lh_inferiorparietal     0009 
##  5 left  lateral inferior temporal     lh_inferiortemporal     0010 
##  6 left  lateral lateral occipital     lh_lateraloccipital     0012 
##  7 left  lateral lateral orbitofrontal lh_lateralorbitofrontal 0013 
##  8 left  lateral middle temporal       lh_middletemporal       0016 
##  9 left  lateral pars opercularis      lh_parsopercularis      0019 
## 10 left  lateral pars orbitalis        lh_parsorbitalis        0020 
## # … with 76 more rows
```

---
background-image: url(img/ggseg.png)
background-size: 10%
background-position: 7% 97%

```r
plot(dk)
```

---
background-image: url(img/ggseg.png)
background-size: 10%
background-position: 7% 97%

```r
brain_regions(dk)
```

```
##  [1] "bankssts"                   "caudal anterior cingulate" 
##  [3] "caudal middle frontal"      "corpus callosum"           
##  [5] "cuneus"                     "entorhinal"                
##  [7] "frontal pole"               "fusiform"                  
##  [9] "inferior parietal"          "inferior temporal"         
## [11] "insula"                     "isthmus cingulate"         
## [13] "lateral occipital"          "lateral orbitofrontal"     
## [15] "lingual"                    "medial orbitofrontal"      
## [17] "middle temporal"            "paracentral"               
## [19] "parahippocampal"            "pars opercularis"          
## [21] "pars orbitalis"             "pars triangularis"         
## [23] "pericalcarine"              "postcentral"               
## [25] "posterior cingulate"        "precentral"                
## [27] "precuneus"                  "rostral anterior cingulate"
## [29] "rostral middle frontal"     "superior frontal"          
## [31] "superior parietal"          "superior temporal"         
## [33] "supramarginal"              "temporal pole"             
## [35] "transverse temporal"
```

---
background-image: url(img/ggseg.png)
background-size: 10%
background-position: 7% 90%

# From polygons to sf-spatial

```r
ggplot() + 
  geom_brain(atlas = dk, 
             show.legend = FALSE) +
  scale_fill_brain2(palette = dk$palette)
```
]

---
background-image: url(img/ggseg.png)
background-size: 10%
background-position: 7% 97%
class: middle

```r
ggplot() + 
  geom_brain(atlas = dk, 
      show.legend = FALSE,
*     position = position_brain(hemi ~ side)) +
  scale_fill_brain2(palette = dk$palette)
```
]

---
background-image: url(img/ggseg.png)
background-size: 10%
background-position: 7% 97%
class: middle

```r
ggplot() + 
  geom_brain(atlas = dk, 
      show.legend = FALSE,
*     position = position_brain(side ~ hemi)) +
  scale_fill_brain2(palette = dk$palette)
```
]

---
background-image: url(img/ggseg.png)
background-size: 10%
background-position: 7% 97%
.pull-left[

```r
ggplot() + 
  geom_brain(atlas = dk, 
      show.legend = FALSE,
*     position = position_brain(side + hemi ~ . )) +
  scale_fill_brain2(palette = dk$palette)
```
]

---
background-image: url(img/ggsegExtra.png)
background-size: 10%
background-position: 7% 97%

## Create subcortical ggseg atlas automatically
.pull-left[

```r
make_subcort_ggseg()
```

will require:
- Linux or macOS  
- [FreeSurfer](https://surfer.nmr.mgh.harvard.edu/) installed  
- [ImageMagick](https://imagemagick.org/script/download.php) installed  
- some minor manual post-processing tweaking

]

]
---
class: dark, middle, center

# [Neuroconductor](https://neuroconductor.org/)

---
class: dark, middle, center

# [gganatogram](https://github.com/jespermaag/gganatogram)

---
## gganatogram
.pull-left[

```
## Loading required package: ggpolypath
```

<img src="index_files/figure-html/unnamed-chunk-18-1.png" width="100%" />
]
.pull-right[
<img src="index_files/figure-html/unnamed-chunk-19-1.png" width="100%" />
]
---
class: center, dark
background-image: url(img/ggseg.png), url(img/ggseg3d.png), url(img/ggsegExtra.png)
background-size: 15%
background-position: 41% 43%, 59% 43%, 50% 77%

# ggseg-suite

<br><br><br><br><br><br><br><br><br>
<br><br><br><br><br><br><br><br><br>
atlas creation / installation

---
class: title-slide, middle, right

# Thanks to our lab 
# for funding to develop 
# these tools

[oslobrains.no](https://www.oslobrains.no/)

---
class: center, inverse
background-image: url(https://www.sv.uio.no/psi/english/people/aca/didacvp/didacvp.jpg), url(https://www.sv.uio.no/psi/personer/vit/athanasm/athanasia.mowinckel.2.small.png)
background-position: 41% 70%, 59% 70%
background-size: 15%

# Thank you for listening
## on behalf of Didac Vidal-Piñeiro and myself