Created
March 5, 2024 15:29
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ggdump example
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library(ggplot2) | |
library(dplyr) | |
library(ggbump) | |
tmp.subset = lr_df_merged %>% filter(ligand %in% c('WNT9A','ARTN', 'ANGPTL2') ) | |
tmp.subset = tmp.subset |> arrange(ligand,desc(copula_coeff)) | |
to_nodes = distinct(tmp.subset, receptor) |> mutate(to_y = row_number()) | |
num_senders = (distinct(tmp.subset, ligand) %>% dim)[[1]] | |
from_nodes = distinct(tmp.subset, ligand) |> mutate(from_y = round(dim(to_nodes)[[1]])/(num_senders+1) + row_number()-1+0.5) | |
fig.size(8,10) | |
df = tmp.subset |> arrange(desc(copula_coeff)) |> | |
## generate mapping type/case variables | |
group_by(ligand) |> | |
mutate(n_dest = n()) |> | |
ungroup() |> | |
group_by(receptor) |> | |
mutate(n_origin = n(), | |
min_weight = min(copula_coeff)) |> | |
ungroup() |> | |
mutate(value_case = case_when(copula_coeff <= 0 ~ "negative", | |
copula_coeff > 0 ~ "positive")) |> | |
left_join(tribble(~value_case, ~line_type, ~font_type, | |
"positive", "solid", "bold", | |
"negative", "dashed", "italic"), | |
by = "value_case") |> | |
left_join(from_nodes, by = "ligand") |> | |
left_join(to_nodes, by = "receptor") |> | |
## add x-coordinates | |
mutate(from_x = 0, | |
to_x = 10) |> | |
## give each from-out instruction a unique id | |
mutate(idx = row_number()) | |
df |> | |
ggplot(aes(x = from_x , xend = to_x, y = from_y, yend = to_y, group = idx)) + | |
## edges as sigmoid curves with line type | |
geom_sigmoid(aes(linetype = I(line_type))) + | |
# to/from nodes | |
scale_y_reverse() + | |
geom_label( | |
data = df %>% distinct(ligand, .keep_all = TRUE), | |
aes( | |
x = from_x-0.1, | |
label=ligand),size=5,hjust = 1) + | |
#geom_label(aes(x = from_x - 0.5, y = to_y, label=receptor),hjust = 1) + | |
geom_label(aes(x = to_x , y = to_y, label=receptor, fill = value_case),hjust = 0) + | |
# edge labels | |
geom_label(data = df, | |
aes(x = (((from_x + to_x) / 2) + to_x) / 2, | |
y = to_y, | |
label = round(copula_coeff,2), | |
alpha = copula_coeff), | |
fill = "gray") + | |
scale_fill_manual(values = wesanderson::wes_palette(n = 4, name = "GrandBudapest2")) + | |
scale_color_manual(values = wesanderson::wes_palette(n = 4, name = "GrandBudapest2")) + | |
cowplot::theme_minimal_grid(font_size = 14, line_size = 0) + | |
theme(legend.position = "none", | |
panel.grid.major = element_blank(), | |
axis.text.y = element_blank(), | |
axis.text.x = element_blank() | |
) + | |
scale_x_continuous(limits = c(-1, 11)) + | |
labs(x = "Copula Coefficients", y = 'Ligand', fill = "Target", fontface="Source") | |
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