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Original file line number Diff line number Diff line change
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#load library
library(ggplot2)
library(tidyverse)
library(scales)
library(RColorBrewer)

#load data
thymus.metrics.df <- read_csv("thymus_FLT_GC_qc_metrics.csv")

# prepare data for RseQC genebody coverage
RseQC_genebody.thymus.metrics.df <-thymus.metrics.df %>%
select(osd_num, ratio_genebody_cov_3_to_5)

# Add a new column for library kit
RseQC_genebody.thymus.metrics.df <- RseQC_genebody.thymus.metrics.df %>%
mutate(library_kit= recode(osd_num,
"OSD-244"="ribo-deplete kit",
"OSD-289"="ribo-deplete kit",
"OSD-421"="polyA-UPX kit",
"OSD-515"="ribo-deplete kit",
"OSD-457"="ribo-deplete kit"))

# Box_plot1: thymus_RseQC_geneBody_coverage_individual_datasets

ggplot(RseQC_genebody.thymus.metrics.df, aes(x = osd_num, y = ratio_genebody_cov_3_to_5, fill = osd_num)) +
geom_boxplot(size = 0.1, varwidth = TRUE) +
stat_boxplot(geom = "errorbar", width = 0.2, size= 0.1)+
scale_y_continuous(breaks = pretty_breaks(n = 10))+
scale_fill_brewer(palette = "Set2")+
labs(title = "Gene Body Coverage of Individual Thymus Datasets", x = "OSD-number", y = "3' to 5' gene body coverage ratio") +
theme_classic() +
theme(legend.position = "none")+
theme(plot.title = element_text(hjust = 0.5))

ggsave("RseQC_geneBodyCoverage_thymus_indivisual_datasets_MA.png", dpi = 300,
width = 6.7, height = 4, units = "in")


# Box_plot2: thymus_RseQC_geneBody_coverage by library kit
ggplot(RseQC_genebody.thymus.metrics.df, aes(x = osd_num, y = ratio_genebody_cov_3_to_5, fill= osd_num)) +
geom_boxplot(size = 0.1, varwidth = TRUE) +
stat_boxplot(geom = "errorbar", width = 0.2, size= 0.1)+
facet_wrap(~library_kit, scales = "free_x", drop = TRUE)+
scale_y_continuous(breaks = pretty_breaks(n = 10))+
scale_fill_brewer(palette = "Set2") +
labs(title = "Gene Body Coverage of Thymus Datasets by Library Kits", x = "OSD-number", y = "3' to 5' gene body coverage ratio") +
theme_classic() +
theme(legend.position = "none")+
theme(plot.title = element_text(hjust = 0.5))

ggsave("RseQC_geneBodyCoverage_thymus_libraryKits_MA.png", dpi = 300,
width = 6.7, height = 4, units = "in")