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ICS-lcsb
IPSCs_PINK1
Commits
89c8073f
Commit
89c8073f
authored
May 27, 2020
by
Dimitrios Kyriakis
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parent
2c3694af
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README.md
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README.md
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89c8073f
...
@@ -36,7 +36,8 @@ EBs are cells at an early stage of spontaneous differentiation. Scorecard analys
...
@@ -36,7 +36,8 @@ EBs are cells at an early stage of spontaneous differentiation. Scorecard analys
## Libraries
## Libraries
<details><summary>
Code
</summary>
<details><summary>
Code
</summary>
<p>
<p>
```
{r libraries}
```
r
library
(
reticulate
)
library
(
reticulate
)
use_python
(
"C:/Users/dimitrios.kyriakis/AppData/Local/Continuum/anaconda3/envs/iscwrapper/python.exe"
,
required
=
TRUE
)
use_python
(
"C:/Users/dimitrios.kyriakis/AppData/Local/Continuum/anaconda3/envs/iscwrapper/python.exe"
,
required
=
TRUE
)
options
(
future.globals.maxSize
=
2122317824
)
options
(
future.globals.maxSize
=
2122317824
)
...
@@ -63,7 +64,8 @@ set.seed(123)
...
@@ -63,7 +64,8 @@ set.seed(123)
## Setting Up
## Setting Up
<details><summary>
Code
</summary>
<details><summary>
Code
</summary>
<p>
<p>
```
{r setup}
```
r
tool
=
"seurat"
tool
=
"seurat"
project
=
"Michi_Data"
project
=
"Michi_Data"
dataset
<-
project
dataset
<-
project
...
@@ -103,7 +105,8 @@ Additional to this filtering, we defined cells as low-quality, based on three cr
...
@@ -103,7 +105,8 @@ Additional to this filtering, we defined cells as low-quality, based on three cr
<details><summary>
Code
</summary>
<details><summary>
Code
</summary>
<p>
<p>
```
{r readfiles}
```
r
NewDir
<-
paste0
(
Sys.Date
(),
"_"
,
tool
,
"_elbow_"
,
elbow
,
"_Mito-"
,
remove_mt
,
"_Ribo-"
,
remove_ribsomal
,
"_SCT-"
,
SCT
,
"_criteria_pass-"
,
criteria_pass
)
NewDir
<-
paste0
(
Sys.Date
(),
"_"
,
tool
,
"_elbow_"
,
elbow
,
"_Mito-"
,
remove_mt
,
"_Ribo-"
,
remove_ribsomal
,
"_SCT-"
,
SCT
,
"_criteria_pass-"
,
criteria_pass
)
dir.create
(
NewDir
)
dir.create
(
NewDir
)
setwd
(
NewDir
)
setwd
(
NewDir
)
...
@@ -119,6 +122,7 @@ Combined <- Return_fun$Combined
...
@@ -119,6 +122,7 @@ Combined <- Return_fun$Combined
Data_List
<-
Return_fun
$
Data_List
Data_List
<-
Return_fun
$
Data_List
setwd
(
"../"
)
setwd
(
"../"
)
```
```
</p>
</p>
</details>
</details>
...
@@ -135,7 +139,8 @@ The integration of the filtered matrices of the different datasets was performed
...
@@ -135,7 +139,8 @@ The integration of the filtered matrices of the different datasets was performed
<details><summary>
Code
</summary>
<details><summary>
Code
</summary>
<p>
<p>
```
{r remapping}
```
r
dir.create
(
"Aligned_Cond_RegPhase"
)
dir.create
(
"Aligned_Cond_RegPhase"
)
setwd
(
"Aligned_Cond_RegPhase"
)
setwd
(
"Aligned_Cond_RegPhase"
)
DefaultAssay
(
Combined
)
<-
"RNA"
DefaultAssay
(
Combined
)
<-
"RNA"
...
@@ -159,6 +164,7 @@ DefaultAssay(object = Seurat.combined) <- "integrated"
...
@@ -159,6 +164,7 @@ DefaultAssay(object = Seurat.combined) <- "integrated"
Combined
<-
Seurat.combined
Combined
<-
Seurat.combined
setwd
(
"../"
)
setwd
(
"../"
)
```
```
</p>
</p>
</details>
</details>
...
@@ -172,7 +178,8 @@ The clustering of data was performed using Louvain clustering. The resolution of
...
@@ -172,7 +178,8 @@ The clustering of data was performed using Louvain clustering. The resolution of
<details><summary>
Code
</summary>
<details><summary>
Code
</summary>
<p>
<p>
```
{r Clustering}
```
r
dir.create
(
"Clusters"
)
dir.create
(
"Clusters"
)
setwd
(
"Clusters"
)
setwd
(
"Clusters"
)
Combined
<-
ICSWrapper
::
reduce_dim
(
Combined
,
project
=
project
,
assay
=
"SCT"
)
$
Combined
#,resolution=c(0.1))$Combined
Combined
<-
ICSWrapper
::
reduce_dim
(
Combined
,
project
=
project
,
assay
=
"SCT"
)
$
Combined
#,resolution=c(0.1))$Combined
...
@@ -228,7 +235,8 @@ A short list of manually curated markers was used in order to validate the diffe
...
@@ -228,7 +235,8 @@ A short list of manually curated markers was used in order to validate the diffe
<details><summary>
Code
</summary>
<details><summary>
Code
</summary>
<p>
<p>
```
{r Developmental_Markers}
```
r
# ================================== Developmental Stages =========================================
# ================================== Developmental Stages =========================================
dir.create
(
"Developmental_Markers"
)
dir.create
(
"Developmental_Markers"
)
setwd
(
"Developmental_Markers"
)
setwd
(
"Developmental_Markers"
)
...
@@ -274,7 +282,8 @@ setwd("../")
...
@@ -274,7 +282,8 @@ setwd("../")
<details><summary>
Code
</summary>
<details><summary>
Code
</summary>
<p>
<p>
```
{r Pairwise DF}
```
r
# =============================== PAIRWISE DF ===============================================
# =============================== PAIRWISE DF ===============================================
dir.create
(
"DF_Pairwise_PAPER"
)
dir.create
(
"DF_Pairwise_PAPER"
)
setwd
(
"DF_Pairwise_PAPER"
)
setwd
(
"DF_Pairwise_PAPER"
)
...
@@ -335,6 +344,7 @@ pairwise_df <- function (comb,object,cl_combinations){
...
@@ -335,6 +344,7 @@ pairwise_df <- function (comb,object,cl_combinations){
}
}
# Apply DF
# Apply DF
mclapply
(
c
(
1
:
dim
(
cl_combinations
)[
2
]),
FUN
=
pairwise_df
,
object
=
Combined
,
cl_combinations
=
cl_combinations
,
mc.cores
=
1
)
mclapply
(
c
(
1
:
dim
(
cl_combinations
)[
2
]),
FUN
=
pairwise_df
,
object
=
Combined
,
cl_combinations
=
cl_combinations
,
mc.cores
=
1
)
```
</p>
</p>
</details>
</details>
...
@@ -344,7 +354,8 @@ mclapply(c(1:dim(cl_combinations)[2]),FUN=pairwise_df,object=Combined,cl_combina
...
@@ -344,7 +354,8 @@ mclapply(c(1:dim(cl_combinations)[2]),FUN=pairwise_df,object=Combined,cl_combina
<details><summary>
Code
</summary>
<details><summary>
Code
</summary>
<p>
<p>
```
{r gene intersection}
```
r
dirs_pairs
<-
list.dirs
(
"C:/Users/dimitrios.kyriakis/Desktop/PhD/Projects/Michi_Data/DF_Pairwise_Networks/DF_Pairwise_PAPER"
,
full.names
=
TRUE
)[
-1
]
dirs_pairs
<-
list.dirs
(
"C:/Users/dimitrios.kyriakis/Desktop/PhD/Projects/Michi_Data/DF_Pairwise_Networks/DF_Pairwise_PAPER"
,
full.names
=
TRUE
)[
-1
]
dirs_pairs
<-
grep
(
'IPSC|D06.*D06|D15.*D15|D21.*D21'
,
dirs_pairs
,
value
=
TRUE
)
dirs_pairs
<-
grep
(
'IPSC|D06.*D06|D15.*D15|D21.*D21'
,
dirs_pairs
,
value
=
TRUE
)
dirs_pairs
<-
dirs_pairs
[
-4
]
dirs_pairs
<-
dirs_pairs
[
-4
]
...
...
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