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@mcanouil
Last active October 7, 2025 15:19
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pvalue -log10 transformation (compatible with ggtext)
# # MIT License
#
# Copyright (c) 2025 Mickaël Canouil
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
# The above copyright notice and this permission notice shall be included in all
# copies or substantial portions of the Software.
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
# SOFTWARE.
#' pval_trans
#' @import scales
pval_trans <- function(
alpha = NULL,
md = FALSE,
prefix = FALSE,
colour = "#b22222"
) {
scales::trans_new(
name = "pval",
domain = c(0, 1),
transform = function(x) {
x[x < .Machine$double.xmin] <- .Machine$double.xmin
-log(x, 10)
},
inverse = function(x) {
10^-x
},
breaks = (function(n = 5, digits = 3) {
function(x) {
values <- as.numeric(format(
x = min(c(x, alpha), na.rm = TRUE),
scientific = TRUE,
digits = digits,
trim = TRUE
))
max_break <- floor(-log(values, base = 10))
if (max_break == 0) {
1
} else {
sort(unique(c(
10^-seq(0, max_break, by = floor(max_break / n) + 1),
alpha
)))
}
}
})(),
format = (function(x, digits = 3) {
if (md & nchar(system.file(package = "ggtext")) != 0) {
x_fmt <- gsub(
"^(.*)e[+]*([-]*)0*(.*)$",
"\\1 &times; 10<sup>\\2\\3</sup>",
format(x, scientific = TRUE, digits = digits)
)
x_fmt[x %in% c(0, 1)] <- x[x %in% c(0, 1)]
x_fmt <- gsub("^1 &times; ", "", x_fmt)
if (!is.null(alpha)) {
prefix_text <- if (prefix) "&alpha; = " else ""
alpha_idx <- format(x, scientific = TRUE, digits = digits) ==
format(alpha, scientific = TRUE, digits = digits)
x_fmt[alpha_idx] <- paste0(
"<b style='color:",
colour,
";'>",
prefix_text,
x_fmt[alpha_idx],
"</b>"
)
}
x_fmt
} else {
x_fmt <- gsub(
"^(.*)e[+]*([-]*)0*(.*)$",
"\\1 %*% 10^\\2\\3",
format(x, scientific = TRUE, digits = digits)
)
x_fmt[x %in% c(0, 1)] <- x[x %in% c(0, 1)]
x_fmt <- gsub("^1 \\%\\*\\% ", "", x_fmt)
if (!is.null(alpha)) {
prefix_text <- if (prefix) "alpha == " else ""
alpha_idx <- format(
x,
scientific = TRUE,
digits = digits,
trim = TRUE
) ==
format(alpha, scientific = TRUE, digits = digits, trim = TRUE)
x_fmt[alpha_idx] <- paste0(
if (prefix) "alpha == " else "",
x_fmt[alpha_idx]
)
}
sapply(X = x_fmt, function(text) parse(text = text))
}
})
)
}
@mcanouil

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library(ggplot2)
library(scales)
devtools::source_gist("d7cbc59a7fcbb6d231f432801ec7aa19")
#> Sourcing https://gist.githubusercontent.com/mcanouil/d7cbc59a7fcbb6d231f432801ec7aa19/raw/338f5407f511397e5fe19b2651f02113402262e3/pval_trans.R
#> SHA-1 hash of file is c90a0f6bbe9d84a0da56f9eab7cc323f4cae3039

p <- ggplot(
  data = data.frame(y = 10^-seq(0, 5), x = 1:(5 +1)),
  mapping = aes(x = x, y = y)
) + 
  geom_point() +
  geom_hline(yintercept = 0.05, colour = "firebrick2")

p + scale_y_continuous(trans = "pval")

p + scale_y_continuous(trans = pval_trans(alpha = 0.05, md = FALSE, prefix = FALSE))

p + scale_y_continuous(trans = pval_trans(alpha = 0.05, md = FALSE, prefix = TRUE))

library(ggtext)
p_md <- p + theme(axis.text.y = element_markdown())
p_md + scale_y_continuous(trans = "pval")

p_md + scale_y_continuous(trans = pval_trans(alpha = 0.05, md = TRUE, prefix = FALSE))

p_md + scale_y_continuous(trans = pval_trans(alpha = 0.05, md = TRUE, prefix = TRUE))

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