This script was used to remove poor quality transcriptomes, likely multiplets and Leishmania mexicana transcriptes and transcriptomes.
WT_01_raw_object <- CreateSeuratObject(counts = cbind(WT_01_data), project = c("WT_01"), min.cells = 5, min.features = 3)
Feature names cannot have underscores ('_'), replacing with dashes ('-')
WT_01_raw_object <- CreateSeuratObject(counts = cbind(WT_01_data), project = c("WT_01"), min.cells = 5, min.features = 3)
Feature names cannot have underscores ('_'), replacing with dashes ('-')
WT_02_raw_object <- CreateSeuratObject(counts = cbind(WT_02_data), project = c("WT_02"), min.cells = 5, min.features = 3)
Feature names cannot have underscores ('_'), replacing with dashes ('-')
WT_02_raw_object <- CreateSeuratObject(counts = cbind(WT_02_data), project = c("WT_02"), min.cells = 5, min.features = 3)
Feature names cannot have underscores ('_'), replacing with dashes ('-')
ZC3H20_raw_object <- CreateSeuratObject(counts = cbind(ZC3H20_data), project = c("ZC3H20_KO"), min.cells = 5, min.features = 3)
Feature names cannot have underscores ('_'), replacing with dashes ('-')
WT_02_raw_object <- CreateSeuratObject(counts = cbind(WT_02_data), project = c("WT_02"), min.cells = 5, min.features = 3)
Feature names cannot have underscores ('_'), replacing with dashes ('-')
ZC3H20_raw_object <- CreateSeuratObject(counts = cbind(ZC3H20_data), project = c("ZC3H20_KO"), min.cells = 5, min.features = 3)
Feature names cannot have underscores ('_'), replacing with dashes ('-')
GEM_WT_01 <- as.data.frame(gem_classification_01)
GEM_WT_01 <- subset(GEM_WT_01, select = c("call"))
GEM_WT_01 <- subset(GEM_WT_01, select = c("call"))
WT_01_raw_object <- AddMetaData(WT_01_raw_object, GEM_WT_01)
WT_01_raw_object <- AddMetaData(WT_01_raw_object, GEM_WT_01)
WT_01_raw_object_Tbrucei_subset <- subset(WT_01_raw_object, subset = call == "Tbrucei")
WT_01_raw_object_Tbrucei_subset <- subset(WT_01_raw_object, subset = call == "Tbrucei")
GEM_WT_02 <- as.data.frame(gem_classification_02)
WT_01_raw_object <- AddMetaData(WT_01_raw_object, GEM_WT_01)
WT_01_raw_object_Tbrucei_subset <- subset(WT_01_raw_object, subset = call == "Tbrucei")
GEM_WT_02 <- as.data.frame(gem_classification_02)
GEM_WT_02 <- subset(GEM_WT_02, select = c("call"))
WT_01_raw_object <- AddMetaData(WT_01_raw_object, GEM_WT_01)
WT_01_raw_object_Tbrucei_subset <- subset(WT_01_raw_object, subset = call == "Tbrucei")
GEM_WT_02 <- as.data.frame(gem_classification_02)
GEM_WT_02 <- subset(GEM_WT_02, select = c("call"))
WT_02_raw_object <- AddMetaData(WT_02_raw_object, GEM_WT_02)



WT_01 <- subset(WT_01_raw_object, subset = nFeature_RNA > 250 & nFeature_RNA < 2500 & nCount_RNA > 1000 & nCount_RNA < 4000 & percent.MT < 2 & percent.rRNA < 8)
WT_02 <- subset(WT_02_raw_object, subset = nFeature_RNA > 250 & nFeature_RNA < 2500 & nCount_RNA > 1000 & nCount_RNA < 4000 & percent.MT < 2 & percent.rRNA < 8)
ZC3H20 <- subset(ZC3H20_raw_object, subset = nFeature_RNA > 250 & nFeature_RNA < 2500 & nCount_RNA > 1000 & nCount_RNA < 4000 & percent.MT < 2 & percent.rRNA < 8)
Add a new chunk by clicking the Insert Chunk button on the toolbar or by pressing Cmd+Option+I.
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---
title: "Filtering scRNA-seq data"
output: html_notebook
---

This script was used to remove poor quality transcriptomes, likely multiplets and Leishmania mexicana transcriptes and transcriptomes. 

```{r}
# Load in VSGs and rRNA gene lists. These were generated by searching for "variant surface glycoprotein" and "rRNA" in the TREU927 genome on TriTrypDB. These will need to match the format of the scRNA object feature names.

ribosomal_RNA <- ribosomal_RNA <- read.table("ribosomal_RNA", quote="\"", comment.char="")

# Load in data sets and generat seurat objects

WT_01_data <- Read10X(data.dir = "WT_01/filtered_feature_bc_matrix/")
WT_01_raw_object <- CreateSeuratObject(counts = cbind(WT_01_data), project = c("WT_01"), min.cells = 5, min.features = 3)

WT_02_data <- Read10X(data.dir = "WT_02/filtered_feature_bc_matrix/")
WT_02_raw_object <- CreateSeuratObject(counts = cbind(WT_02_data), project = c("WT_02"), min.cells = 5, min.features = 3)

ZC3H20_data <- Read10X(data.dir = "ZC3H20_KO/filtered_feature_bc_matrix/")
ZC3H20_raw_object <- CreateSeuratObject(counts = cbind(ZC3H20_data), project = c("ZC3H20_KO"), min.cells = 5, min.features = 3)

# Add GEM classifications to object and subset. GEM classificatiosn were generated with Cellranger count function and can be found in Supplementary Data 1 (Briggs et al 2021)

#Read in as dataframe, were row names are cell barcodes

gem_classification_01 <- read.csv("~/Documents/Work/Data/scRNA-seq/Complete_data/Final_analysis_NatureComms2021/WT_01/gem_classification_01.csv", row.names=1)
GEM_WT_01 <- as.data.frame(gem_classification_01)
GEM_WT_01 <- subset(GEM_WT_01, select = c("call"))
WT_01_raw_object <- AddMetaData(WT_01_raw_object, GEM_WT_01)
WT_01_raw_object_Tbrucei_subset <- subset(WT_01_raw_object, subset = call == "Tbrucei")
gem_classification_02 <- read.csv("~/Documents/Work/Data/scRNA-seq/Complete_data/Final_analysis_NatureComms2021/WT_02/gem_classification_02.csv", row.names=1)
GEM_WT_02 <- as.data.frame(gem_classification_02)
GEM_WT_02 <- subset(GEM_WT_02, select = c("call"))
WT_02_raw_object <- AddMetaData(WT_02_raw_object, GEM_WT_02)
WT_02_raw_object_Tbrucei_subset <- subset(WT_02_raw_object, subset = call == "Tbrucei")

gem_classification_ZC3H20 <- read.csv("~/Documents/Work/Data/scRNA-seq/Complete_data/Final_analysis_NatureComms2021/ZC3H20_KO/gem_classification_ZC3H20.csv", row.names=1)
GEM_ZC3H20 <- as.data.frame(gem_classification_ZC3H20)
GEM_ZC3H20 <- subset(GEM_ZC3H20, select = c("call"))
ZC3H20_raw_object <- AddMetaData(ZC3H20_raw_object, GEM_ZC3H20)
ZC3H20_raw_object_Tbrucei_subset <- subset(ZC3H20_raw_object, subset = call == "Tbrucei")


# Remove any transcripts mapping to L. mexicana in case of contamination 

WT_01_raw_object <- WT_01_raw_object_Tbrucei_subset[grep("Tbrucei", rownames(WT_01_raw_object_Tbrucei_subset)), ]
WT_02_raw_object <- WT_02_raw_object_Tbrucei_subset[grep("Tbrucei", rownames(WT_02_raw_object_Tbrucei_subset)), ]
ZC3H20_raw_object <- ZC3H20_raw_object_Tbrucei_subset[grep("Tbrucei", rownames(ZC3H20_raw_object_Tbrucei_subset)), ]


# Calculate % of transcripts from KDNA

mt_marker_genes <- c("Tbrucei---ND7", "Tbrucei---COIII", "Tbrucei---MURF4", "Tbrucei---MURF1", "Tbrucei---ND1", "Tbrucei---MURF2", "Tbrucei---COI", "Tbrucei---COII", "Tbrucei---ND4", "Tbrucei---RPS12", "Tbrucei---ND5", "Tbrucei---Cyb")
WT_01_raw_object[["percent.MT"]] <- PercentageFeatureSet(WT_01_raw_object, features = mt_marker_genes)
WT_02_raw_object[["percent.MT"]] <- PercentageFeatureSet(WT_02_raw_object, features = mt_marker_genes)
ZC3H20_raw_object[["percent.MT"]] <- PercentageFeatureSet(ZC3H20_raw_object, features = mt_marker_genes)


# Calculate % of transcripts which are rRNA contaminants (need list of rRNA genes loaded, see above)
#ribosomal_RNA <- read.table("~/Documents/Work/Data/scRNA-seq/Complete_data/Final_analysis_NatureComms2021/ribosomal_RNA", quote="\"", comment.char="")
ribosomal_RNA <- as.character(ribosomal_RNA$V1)

WT_01_genes <- WT_01_raw_object@assays[["RNA"]]@counts
WT_01_genes <- c(WT_01_genes@Dimnames[[1]])
WT_01_rRNA_genes <- subset(ribosomal_RNA, ribosomal_RNA %in% WT_01_genes)
WT_01_raw_object[["percent.rRNA"]] <- PercentageFeatureSet(WT_01_raw_object, features = WT_01_rRNA_genes)

WT_02_genes <- WT_02_raw_object@assays[["RNA"]]@counts
WT_02_genes <- c(WT_02_genes@Dimnames[[1]])
WT_02_rRNA_genes <- subset(ribosomal_RNA, ribosomal_RNA %in% WT_02_genes)
WT_02_raw_object[["percent.rRNA"]] <- PercentageFeatureSet(WT_02_raw_object, features = WT_02_rRNA_genes)

ZC3H20_genes <- ZC3H20_raw_object@assays[["RNA"]]@counts
ZC3H20_genes <- c(ZC3H20_genes@Dimnames[[1]])
ZC3H20_rRNA_genes <- subset(ribosomal_RNA, ribosomal_RNA %in% ZC3H20_genes)
ZC3H20_raw_object[["percent.rRNA"]] <- PercentageFeatureSet(ZC3H20_raw_object, features = ZC3H20_rRNA_genes)

merge <- merge(WT_01_raw_object, c(WT_02_raw_object, ZC3H20_raw_object), add.cell.id = c("WT_1", "WT_2", "ZC3H20_KO"))

```


```{r}

UMI_all <- merge@meta.data[["nCount_RNA"]]
features_all <- merge@meta.data[["nFeature_RNA"]]
ident <- merge@meta.data[["orig.ident"]]
unique(ident)
data <-as.data.frame(UMI_all)
data$feature <-features_all
data$ident <- ident

ggplot(data, aes(UMI_all, feature)) + geom_point(aes(colour = ident), size = 0.1) + labs(title = "") +
  scale_y_continuous(name = "Feature Count") + xlab("UMI Count") + 
  theme(plot.title = element_text(size = 10, face = "bold"), axis.text.x = element_text(size = 9), axis.title.x = element_text(size = 9), axis.title.y = element_text(size = 9), axis.text.y =  element_text(size = 8)) +
  geom_vline(aes(xintercept=4000), color = "red", linetype="longdash")  +
  geom_hline(aes(yintercept=250), color = "red", linetype="longdash") +
  geom_hline(aes(yintercept=2500), color = "red", linetype="longdash") +
  geom_vline(aes(xintercept=(1000)), color = "red", linetype="longdash")

```

```{r}

UMI_all <- merge@meta.data[["nCount_RNA"]]
rRNA_all <- merge@meta.data[["percent.rRNA"]]
ident <- merge@meta.data[["orig.ident"]]
data <-as.data.frame(UMI_all)
data$rRNA_all <-rRNA_all
data$ident <- ident


ggplot(data, aes(UMI_all, rRNA_all)) + geom_point(aes(colour = ident), size = 0.1) + labs(title = "") +
  scale_y_continuous(name = "% rRNA genes") + xlab("UMI Count") + 
  theme(plot.title = element_text(size = 10, face = "bold"), axis.text.x = element_text(size = 9), axis.title.x = element_text(size = 9), axis.title.y = element_text(size = 9), axis.text.y =  element_text(size = 8)) +
  geom_vline(aes(xintercept=4000), color = "red", linetype="longdash")  +
  geom_hline(aes(yintercept=8), color = "red", linetype="longdash") +
  geom_vline(aes(xintercept=(1000)), color = "red", linetype="longdash")
```


```{r}
UMI_all <- merge@meta.data[["nCount_RNA"]]
kDNA_all <- merge@meta.data[["percent.MT"]]
ident <- merge@meta.data[["orig.ident"]]
data <-as.data.frame(UMI_all)
data$kDNA_all <-kDNA_all
data$ident <- ident



ggplot(data, aes(UMI_all, kDNA_all)) + geom_point(aes(colour = ident), size = 0.1) + labs(title = "") +
  scale_y_continuous(name = "% kDNA genes") + xlab("UMI Count") + 
  theme(plot.title = element_text(size = 10, face = "bold"), axis.text.x = element_text(size = 9), axis.title.x = element_text(size = 9), axis.title.y = element_text(size = 9), axis.text.y =  element_text(size = 8)) +
  geom_vline(aes(xintercept=4000), color = "red", linetype="longdash")  +
  geom_hline(aes(yintercept=2), color = "red", linetype="longdash") +
  geom_vline(aes(xintercept=(1000)), color = "red", linetype="longdash")
```


```{r}
WT_01 <- subset(WT_01_raw_object, subset = nFeature_RNA > 250 & nFeature_RNA < 2500 & nCount_RNA > 1000 & nCount_RNA < 4000 & percent.MT < 2 & percent.rRNA < 8)
WT_02 <- subset(WT_02_raw_object, subset = nFeature_RNA > 250 & nFeature_RNA < 2500 & nCount_RNA > 1000 & nCount_RNA < 4000 & percent.MT < 2 & percent.rRNA < 8)

ZC3H20 <- subset(ZC3H20_raw_object, subset = nFeature_RNA > 250 & nFeature_RNA < 2500 & nCount_RNA > 1000 & nCount_RNA < 4000 & percent.MT < 2 & percent.rRNA < 8)
```

Add a new chunk by clicking the *Insert Chunk* button on the toolbar or by pressing *Cmd+Option+I*.

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The preview shows you a rendered HTML copy of the contents of the editor. Consequently, unlike *Knit*, *Preview* does not run any R code chunks. Instead, the output of the chunk when it was last run in the editor is displayed.

