Visualizing brain data

# Visualizing brain data
## - the ggseg-suite of R-packages -
### Athanasia Monika Mowinckel
### 27.11.2020

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.pull-left[
<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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background-image: url(https://fsl.fmrib.ox.ac.uk/fsl/wiki_static/fsl/img/fsl-logo-x2.png), url(https://freesurfer2016.sciencesconf.org/conference/freesurfer2016/pages/FSlogo.png), url(https://nipype.readthedocs.io/en/latest/_static/nipype-banner-bg.png), url(https://www.mathworks.com/matlabcentral/mlc-downloads/downloads/98b0f6cf-f7e6-4051-b4f4-2aacf06f551b/a5cdc6ec-7ee3-4aaa-afbd-f283c68dd149/images/screenshot.png)
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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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# 
## Plotting 2d representations as polygons

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

plot(dk, show.legend = FALSE)
```
]

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class: middle

```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
```

---
## New syntax

```r
ggseg(atlas = dk, show.legend = FALSE)
```

**New syntax**

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

---
## New syntax

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

---
## New syntax

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

---
## New syntax

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

---

## Using your own data

```r
library(dplyr)
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
```
]

```
## # A tibble: 8 x 3
##   region                  p Group
##   <chr>               <dbl> <chr>
## 1 transverse temporal 0.24  G1   
## 2 insula              0.34  G1   
## 3 precentral          0.41  G1   
## 4 superior parietal   0.081 G1   
## 5 transverse temporal 0.062 G2   
## 6 insula              0.194 G2   
## 7 precentral          0.033 G2   
## 8 superior parietal   0.045 G2
```
]

---

## Using your own data

```r
ggplot(data = someData) + 
  geom_brain(
    atlas = dk, 
    position = position_brain(side ~ hemi),
    colour = "black",
*   mapping = aes(fill = p))
```
]

```
## merging atlas and data by 'region'
```

<img src="index_files/figure-html/unnamed-chunk-10-1.png" width="100%" />
]

---

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

```
## merging atlas and data by 'region'
```

<img src="index_files/figure-html/unnamed-chunk-11-1.png" width="100%" />
]

---

```r
someData %>% 
  group_by(Group) %>% 
  ggplot() + 
  geom_brain(
    atlas = dk, 
    position = position_brain(side ~ hemi),
    colour = "black",
    mapping = aes(fill = p)
  ) +
  facet_wrap(~Group, 
             nrow = 2) +
  theme(axis.text = element_blank(),
        axis.line = element_blank(),
        axis.ticks = element_blank(),
        axis.title = element_blank(), 
        panel.background = element_blank()
  ) +
  scale_fill_viridis_c(na.value = "grey62")
```
]

```
## merging atlas and data by 'region'
```

<img src="index_files/figure-html/unnamed-chunk-12-1.png" width="100%" />
]

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class: middle

```r
plot(aseg)
```
]

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background-image: url(img/ggseg3d.png)
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# 
## Plotting 3d triangular meshes

---
class: middle

```r
library(ggseg3d)
ggseg3d(atlas = dk_3d)
```
]

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]

---
class: middle

```r
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>
  <tr>
   <td style="text-align:left;"> LCBC-UiO/ggsegDKT </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;"> Desikan-Killiany-Tourville cortical atlas </td>
   <td style="text-align:left;"> ggsegDKT </td>
  </tr>
</tbody>
</table>

---

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

```r
library(ggsegYeo2011)

plot(yeo7)

plot(yeo17)
```
]

.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

```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()
```

]

???
Here is an example of the HCP Glasser atlas
which was made with the automatic process we have made.
It works really well, but we also know that there are
2 regions that are not in the data for the 2d-plot,
because they are so small the pipeline cannot see when
making the polygons. So it's not 100%.
We are looking into if we can implement some inflation
of very small, but true, polygons so that they will still appear,
but its tricky.

---
# Creating new atlases

```r
# Make brain atlas image into
# 3d plotly mesh atlas
make_volumetric_2_3datlas()

# Make brain atlas image into
# into 2d polygon atlas
make_volumetric_ggseg()
```
]

???
Here is an example of a pipeline to make
the aseg subcortical atlas with the functions. 
This was made entirely through R, but 
with function calls from within R to 
FreeSurfer and ImageMagick.

---
class:dark, middle, center

# Check out the online package docs

Here you can find tutorials and more in-depth descriptions
of what you can accomplish with the packages.

## [ggseg](https://lcbc-uio.github.io/ggseg/index.html)  
## [ggseg3d](https://lcbc-uio.github.io/ggseg3d/index.html)  
## [ggsegExtra](https://lcbc-uio.github.io/ggsegExtra/index.html)

---
class: middle, center, dark

# Things to improve

---

```r
someData %>% 
* group_by(Group) %>%
  ggplot() + 
  geom_brain(
    atlas = dk, 
    position = position_brain(side ~ hemi),
    mapping = aes(fill = p)
  ) +
* facet_wrap(~Group,
*            nrow = 2)
```
]

```
## merging atlas and data by 'region'
```

<img src="index_files/figure-html/sf3-out-1.png" width="100%" />
]

---
background-image: url(img/ggseg3d.png)
background-size: 10%
background-position: 7% 97%

```r
ggseg3d(atlas = dk)
```
]

???
Currently, ggseg3d plots the segments
in loops, which makes a lot of customization
of the plots tedious, and also quite slow 
in plotting.
Ideally, we'd love to understand how to index the vertices 
to the mesh-faces directly, and to plot one large
mesh grid, with specifications of colours in a vector.

---
class: dark, bottom, center

# Things to check out

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

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

---
## gganatogram
.pull-left[
<img src="index_files/figure-html/unnamed-chunk-23-1.png" width="100%" />
]
.pull-right[
<img src="index_files/figure-html/unnamed-chunk-24-1.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

---
class: middle, center, dark

# Backup live-coding bits

---

```r
ggseg3d(someData, 
        atlas = dk_3d, 
        surface = "white",
        colour = "p",
        hoverinfo = "name")
```