-
-
Save jeffreyhorner/1996493 to your computer and use it in GitHub Desktop.
Adverse Event Dotplot for R
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
require(lattice) | |
library(RMySQL) | |
## The following functions are in the HH package | |
panel.ae.dotplot <- | |
function (x, y, groups, ..., col.AB, pch.AB, lower, upper) | |
{ | |
panel.num <- panel.number() | |
if (panel.num == 1) | |
panel.ae.leftplot(x, y, groups = groups, | |
col = col.AB, pch = pch.AB, ...) | |
if (panel.num == 2) | |
panel.ae.rightplot(x, y, ..., lwd = 6, pch = 16, | |
lower = lower, upper = upper) | |
} | |
panel.ae.leftplot <- function(x, y, groups, col.AB, ...) | |
{ | |
panel.abline(h = y, lty = 2, lwd = 0, col = 1) | |
panel.superpose(x, y, groups = groups, | |
col = col.AB, ...) | |
} | |
panel.ae.rightplot <- | |
function(x, y, ..., lwd = 6, lower, upper) | |
{ | |
panel.abline(v = 0, lty = 3, lwd = 0) | |
panel.abline(h = y, lty = 2, lwd = 0, col = 1) | |
panel.segments(lower, y, upper, y, lwd = 2) | |
panel.xyplot(x, y, ..., col = 1, cex = 0.7) | |
panel.points(lower, y, pch = 3, col = 1, cex = 0.4) | |
panel.points(upper, y, pch = 3, col = 1, cex = 0.4) | |
} | |
## Version of HH's ae.dotplot that uses risk difference and | |
## uses proportions instead of percents | |
riskdiff <- function(data, tx='treat', prefterm='PREF', | |
events='SAE', n='SN', | |
conf.int=.95) | |
{ | |
zcrit <- qnorm((1+conf.int)/2) | |
i <- order(data[[prefterm]], data[[tx]]) | |
data <- data[i,] | |
N <- data[[n]] | |
prop <- data[[events]]/N | |
pt <- data[[prefterm]] | |
treat <- data[[tx]] | |
if(nrow(data) != 2*length(unique(pt))) | |
stop('asymmetric data') | |
utrt <- sort(unique(as.character(treat))) | |
diff <- prop[treat==utrt[1]] - prop[treat==utrt[2]] | |
diff.order <- order(diff) | |
pt <- ordered(pt, levels=(pt[treat==utrt[1]])[diff.order]) | |
diff2 <- as.vector(rbind(diff, diff)) | |
p1 <- prop[treat==utrt[1]] | |
n1 <- N[treat==utrt[1]] | |
p2 <- prop[treat==utrt[2]] | |
n2 <- N[treat==utrt[2]] | |
se <- sqrt(p1*(1-p1)/n1 + p2*(1-p2)/n2) | |
se2 <- as.vector(rbind(se, se)) | |
lower <- diff2 - zcrit*se2 | |
upper <- diff2 + zcrit*se2 | |
data.frame(pt, treat, prop, diff=diff2, lower, upper) | |
} | |
# Original source of aeanonym: require(HH); | |
# aeanonym <- read.table(hh("datasets/aedotplot.dat"), header=TRUE, sep=",") | |
aeanonym <- | |
structure(list(RAND = structure(c(1L, 2L, 1L, 2L, 1L, 2L, 1L, | |
2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, | |
2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, | |
2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, | |
2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L, 1L, 2L), .Label = c("TREATMENT A", | |
"TREATMENT B"), class = "factor"), PREF = structure(c(12L, 12L, | |
18L, 18L, 26L, 26L, 33L, 33L, 5L, 5L, 27L, 27L, 6L, 6L, 15L, | |
15L, 22L, 22L, 23L, 23L, 31L, 31L, 17L, 17L, 2L, 2L, 3L, 3L, | |
13L, 13L, 25L, 25L, 28L, 28L, 14L, 14L, 4L, 4L, 8L, 8L, 19L, | |
19L, 21L, 21L, 29L, 29L, 10L, 10L, 20L, 20L, 16L, 16L, 32L, 32L, | |
11L, 11L, 1L, 1L, 30L, 30L, 24L, 24L, 9L, 9L, 7L, 7L), .Label = c("ABDOMINAL PAIN", | |
"ANOREXIA", "ARTHRALGIA", "BACK PAIN", "BRONCHITIS", "CHEST PAIN", | |
"CHRONIC OBSTRUCTIVE AIRWAY", "COUGHING", "DIARRHEA", "DIZZINESS", | |
"DYSPEPSIA", "DYSPNEA", "FATIGUE", "FLATULENCE", "GASTROESOPHAGEAL REFLUX", | |
"HEADACHE", "HEMATURIA", "HYPERKALEMIA", "INFECTION VIRAL", "INJURY", | |
"INSOMNIA", "MELENA", "MYALGIA", "NAUSEA", "PAIN", "RASH", "RESPIRATORY DISORDER", | |
"RHINITIS", "SINUSITIS", "UPPER RESP TRACT INFECTION", "URINARY TRACT INFECTION", | |
"VOMITING", "WEIGHT DECREASE"), class = "factor"), SAE = c(15L, | |
9L, 4L, 9L, 4L, 9L, 2L, 9L, 8L, 11L, 4L, 11L, 9L, 12L, 5L, 12L, | |
7L, 12L, 6L, 12L, 6L, 12L, 2L, 14L, 2L, 15L, 1L, 15L, 4L, 16L, | |
4L, 17L, 11L, 17L, 6L, 20L, 10L, 23L, 13L, 26L, 12L, 26L, 4L, | |
26L, 13L, 28L, 9L, 29L, 12L, 30L, 14L, 36L, 6L, 37L, 8L, 42L, | |
20L, 61L, 33L, 68L, 10L, 82L, 23L, 90L, 76L, 95L), SN = c(216L, | |
431L, 216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L, | |
216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L, 216L, | |
431L, 216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L, | |
216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L, 216L, | |
431L, 216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L, | |
216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L, 216L, 431L)), .Names = c("RAND", | |
"PREF", "SAE", "SN"), class = "data.frame", row.names = c(NA, | |
-66L)) | |
w <- riskdiff(aeanonym, tx='RAND', prefterm='PREF', | |
events='SAE', n='SN') | |
ae.dotplot <- | |
function(data, A.name = 'A', B.name = 'B', | |
col.AB = c("red", "blue"), pch.AB = c(16, 17), | |
main.title = "Most Frequent On-Therapy Adverse Events Sorted by Risk Difference", | |
main.cex = 1, cex.AB.points = NULL, | |
cex.AB.y.scale = 0.6, | |
position.left = c(0, 0, 0.7, 1), | |
position.right = c(0.61, 0, 0.98, 1), | |
key.y = -0.2, conf.int=0.95) | |
{ | |
r <- | |
dotplot(pt ~ prop + diff, | |
groups = data$treat, | |
data = data, outer = TRUE, | |
lower = data$lower, | |
upper = data$upper, | |
panel = panel.ae.dotplot, | |
scales = list(x = list(relation = "free", | |
limits = list(range(data$prop), | |
range(data$lower, data$upper))), | |
y = list(cex = cex.AB.y.scale)), | |
A.name = A.name, B.name = B.name, | |
col.AB = col.AB, pch.AB = pch.AB, | |
cex.AB.points = cex.AB.points, | |
cex.AB.y.scale = cex.AB.y.scale, | |
main = list(main.title, cex = main.cex), | |
xlab = NULL, between = list(x = 1), | |
key = list(y = key.y, x = 0.15, | |
points = list(col = col.AB, pch = pch.AB), | |
text = list(c(A.name, B.name), col = col.AB, | |
cex = 0.9), | |
columns = 2, between = 0.5, space = "bottom")) | |
r$condlevels[[1]] <- c("Proportion", | |
paste("Risk Difference with", | |
conf.int, "CI")) | |
r | |
} | |
ae.dotplot(w, A.name='A (N=216)', B.name='B (N=431)') |
I wouldn't be surprised. This is 10 years old!
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
I could not get any of these codes to work; the editor suggests that the codes aren't finished.