Description Usage Arguments Examples
Plot predictions from a Cox model.
1 2 3 4 |
object |
Object obtained with the function |
type |
[character] The type of predicted value to display.
Choices are:
|
ci |
[logical] If |
band |
[logical] If |
group.by |
[character] The grouping factor used to color the prediction curves. Can be |
reduce.data |
[logical] If |
plot |
[logical] Should the graphic be plotted. |
ylab |
[character] Label for the y axis. |
digits |
[integer] Number of decimal places. |
alpha |
[numeric, 0-1] Transparency of the confidence bands. Argument passed to |
... |
Not used. Only for compatibility with the plot method. |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 | library(survival)
library(ggplot2)
#### simulate data ####
set.seed(10)
d <- sampleData(1e2, outcome = "survival")
#### Cox model ####
m.cox <- coxph(Surv(time,event)~ X1 + X2 + X3,
data = d, x = TRUE, y = TRUE)
## display baseline hazard
e.basehaz <- predictCox(m.cox)
autoplot(e.basehaz, type = "cumhazard")
## display predicted survival
pred.cox <- predictCox(m.cox, newdata = d[1:4,],
times = 1:5, type = "survival", keep.newdata = TRUE)
autoplot(pred.cox)
autoplot(pred.cox, group.by = "covariates")
autoplot(pred.cox, group.by = "covariates", reduce.data = TRUE)
## predictions with confidence interval/bands
pred.cox <- predictCox(m.cox, newdata = d[1,,drop=FALSE],
times = 1:5, type = "survival", band = TRUE, se = TRUE, keep.newdata = TRUE)
autoplot(pred.cox, ci = TRUE, band = TRUE)
autoplot(pred.cox, ci = TRUE, band = TRUE, alpha = 0.1)
#### Stratified Cox model ####
m.cox.strata <- coxph(Surv(time,event)~ strata(X1) + strata(X2) + X3 + X6,
data = d, x = TRUE, y = TRUE)
pred.cox.strata <- predictCox(m.cox.strata, newdata = d[1:5,,drop=FALSE],
time = 1:5, keep.newdata = TRUE)
## display
res <- autoplot(pred.cox.strata, type = "survival", group.by = "strata")
## customize display
res$plot + facet_wrap(~strata, labeller = label_both)
res$plot %+% res$data[strata == "0, 1"]
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