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Tp53 figures by broad histology and cancer group (#1202)
* add plots of tp53 scores by histology * update path to root
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Jo Lynne Rokita
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Nov 15, 2021
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suppressPackageStartupMessages({ | ||
library(tidyverse) | ||
library(ggpubr) | ||
}) | ||
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# set up directories | ||
root_dir <- rprojroot::find_root(rprojroot::has_dir(".git")) | ||
palette_dir <- file.path(root_dir, "figures", "palettes") | ||
output_dir <- file.path(root_dir, "analyses", "tp53_nf1_score", | ||
"plots") | ||
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# read in histologies and tp53 scores file | ||
hist_file = file.path(root_dir, "data", "pbta-histologies.tsv") | ||
tp53_file = file.path(root_dir, "analyses", "tp53_nf1_score", | ||
"results", "tp53_altered_status.tsv") | ||
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# Declare output filenames | ||
tp53_broad_png <- file.path(output_dir, "tp53_broad_histology.png") | ||
tp53_cg_png <- file.path(output_dir, "tp53_cancer_group.png") | ||
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# Import standard color palettes for project | ||
histology_label_mapping <- read_tsv(file.path(palette_dir, "histology_label_color_table.tsv")) | ||
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# read in histologies file | ||
histologies <- read_tsv(hist_file, guess_max = 10000) %>% | ||
filter(sample_type == "Tumor") %>% | ||
# remove cell lines from plots | ||
filter(composition != "Derived Cell Line") %>% | ||
# select only columns of interest | ||
select(Kids_First_Biospecimen_ID, sample_id, broad_histology, cancer_group, molecular_subtype) | ||
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# read in tp53 scores | ||
tp53 <- readr::read_tsv(tp53_file) %>% | ||
mutate(Kids_First_Biospecimen_ID = Kids_First_Biospecimen_ID_RNA) %>% | ||
select(Kids_First_Biospecimen_ID, | ||
tp53_score) %>% | ||
filter(!is.na(Kids_First_Biospecimen_ID)) %>% | ||
distinct() | ||
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# join histology data with tp53 scores | ||
tp53_hist_for_broad <- tp53 %>% | ||
left_join(histologies) %>% | ||
distinct() %>% | ||
# remove broad histology == NA | ||
filter(!is.na(broad_histology)) %>% | ||
# remove precancerous lesion, non-tumor, benign | ||
filter(broad_histology != "Pre-cancerous lesion" & broad_histology != "Non-tumor" & | ||
broad_histology != "Other tumor") | ||
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# remove cancer group == NA | ||
tp53_hist_for_cancer_group <- tp53 %>% | ||
left_join(histologies) %>% | ||
distinct() %>% | ||
filter(!is.na(cancer_group)) | ||
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# Join histology and color mappings and labels | ||
colors <- histologies %>% | ||
inner_join(histology_label_mapping, by = | ||
c("Kids_First_Biospecimen_ID", | ||
"cancer_group", "broad_histology")) %>% | ||
filter(!is.na(cancer_group) & !is.na(broad_histology)) %>% | ||
select(cancer_group, cancer_group_hex_codes, broad_histology, hex_codes) %>% | ||
distinct() | ||
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# Make color key specific to these samples | ||
col_cg <- colors$cancer_group_hex_codes | ||
names(col_cg) <- colors$cancer_group | ||
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col_broad <- colors$hex_codes | ||
names(col_broad) <- colors$broad_histology | ||
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## boxplot of TP53 scores by broad histology | ||
png(tp53_broad_png, width = 8, height = 5, units = "in", res = 1200) | ||
ggplot(tp53_hist_for_broad, aes(reorder(broad_histology, -tp53_score, FUN = median, na.rm = TRUE), tp53_score)) + | ||
geom_boxplot(aes(color = broad_histology, fill = broad_histology), alpha = 0.3) + | ||
geom_hline(aes(yintercept=0.5), linetype = "dashed", color = "black") + | ||
geom_jitter(aes(color = broad_histology, alpha = 0.2)) + | ||
scale_fill_manual(values = col_broad, aesthetics = c("colour", "fill")) + | ||
xlab("Broad histology") + | ||
ylab("TP53 scores") + | ||
theme_pubr() + | ||
rremove("legend") + | ||
theme(legend.position = "none", | ||
axis.text.x = element_text(angle = 60, size = 6, vjust = 1, hjust = 1)) | ||
dev.off() | ||
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## boxplot of TP53 scores by cancer group | ||
png(tp53_cg_png, width = 8, height = 5, units = "in", res = 1200) | ||
ggplot(tp53_hist_for_cancer_group, aes(reorder(cancer_group, -tp53_score, FUN = median, na.rm = TRUE), tp53_score)) + | ||
geom_boxplot(aes(color = cancer_group, fill = cancer_group), alpha = 0.3) + | ||
geom_hline(aes(yintercept=0.5), linetype = "dashed", color = "gray60") + | ||
geom_jitter(aes(color = cancer_group, alpha = 0.2)) + | ||
scale_fill_manual(values = col_cg, aesthetics = c("colour", "fill")) + | ||
xlab("Cancer group") + | ||
ylab("TP53 scores") + | ||
theme_pubr() + | ||
rremove("legend") + | ||
theme(legend.position = "none", | ||
axis.text.x = element_text(angle = 60, size = 6, vjust = 1, hjust = 1)) | ||
dev.off() | ||
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