Stefano Mangiola 2025-01-26
tidyHeatmap
is a package that introduces tidy principles
to the creation of information-rich heatmaps. This package uses ComplexHeatmap
as graphical engine.
Mangiola et al., (2020). tidyHeatmap: an R package for modular heatmap production based on tidy principles. Journal of Open Source Software, 5(52), 2472, https://doi.org/10.21105/joss.02472
Please have a look also to
# Create some more data points
<-
pasilla_plus ::pasilla |>
tidyHeatmap::mutate(activation_2 = activation, activation_3 = activation) |>
dplyr::nest(data = -sample) |>
tidyr::mutate(size = rnorm(n(), 4,0.5)) |>
dplyr::mutate(age = runif(n(), 50, 200)) |>
dplyr::unnest(data)
tidyr
# Plot
|>
pasilla_plus heatmap(
.column = sample,
.row = symbol,
.value = `count normalised adjusted`,
scale = "row"
|>
) annotation_tile(condition) |>
annotation_point(activation) |>
annotation_numeric(activation_3) |>
annotation_tile(activation_2) |>
annotation_bar(size) |>
annotation_line(age)
Advantages:
df |> group_by(...)
Function | Description |
---|---|
heatmap |
Plots base heatmap |
group_by |
dplyr function - groups heatpmap rows/columns |
annotation_tile |
Adds tile annotation to the heatmap |
annotation_point |
Adds point annotation to the heatmap |
annotation_bar |
Adds bar annotation to the heatmap |
annotation_numeric |
Adds bar + number annotation to the heatmap |
annotation_line |
Adds line annotation to the heatmap |
layer_text |
Add layer of text on top of the heatmap |
layer_point |
Adds layer of symbols on top of the heatmap |
layer_square |
Adds layer of symbols on top of the heatmap |
layer_diamond |
Adds layer of symbols on top of the heatmap |
layer_arrow_up |
Adds layer of symbols on top of the heatmap |
layer_arrow_down |
Add layer of symbols on top of the heatmap |
layer_star |
Add layer of symbols on top of the heatmap |
layer_asterisk |
Add layer of symbols on top of the heatmap |
split_rows |
Splits the rows based on the dendogram |
split_columns |
Splits the columns based on the dendogram |
save_pdf |
Saves the PDF of the heatmap |
+ |
Integrate heatmaps side-by-side |
as_ComplexHeatmap |
Convert the tidyHeatmap output to ComplexHeatmap for non-standard “drawing” |
wrap_heatmap |
Allows the integration with the patchwork package |
To install the most up-to-date version
::install_github("stemangiola/tidyHeatmap") devtools
To install the most stable version (however please keep in mind that this package is under a maturing lifecycle stage)
install.packages("tidyHeatmap")
If you want to contribute to the software, report issues or problems with the software or seek support please open an issue here