library(pammtools)
data(tumor)
ped_tumor <- tumor %>% as_ped(Surv(days, status)~., max_time =3034)
pam_tumor_tve <- mgcv::bam(
formula = ped_status ~ ti(tend) +
complications + ti(tend, by = as.ordered(complications)) +
metastases + ti(tend, by = as.ordered(metastases)) +
sex + ti(tend, by = as.ordered(sex)) +
transfusion + ti(tend, by = as.ordered(transfusion)) +
resection + ti(tend, by = as.ordered(resection)) +
s(tend, by = charlson_score) +
s(tend, by = age),
data = ped_tumor, family = poisson(), offset = offset,
method = "fREML", discrete = TRUE)
cumu_coefs <- get_cumu_coef(pam_tumor_tve, ped_tumor,
terms = c("age", "metastases", "charlson_score", "complications", "sex", "transfusion"))
library(timereg)
aal <- aalen(Surv(days, status)~., data = tumor)
cumu_coef_aalen <- get_cumu_coef(aal,
terms = c("age", "metastases", "charlson_score", "complications", "sex", "transfusion"))
cumu_coef_aalen$variable[cumu_coef_aalen$variable == "complicationsyes"] <- "complications (yes)"
cumu_coef_aalen$variable[cumu_coef_aalen$variable == "metastasesyes"] <- "metastases (yes)"
cumu_coef_aalen$variable[cumu_coef_aalen$variable == "transfusionyes"] <- "transfusion (yes)"
cumu_coef_aalen$variable[cumu_coef_aalen$variable == "sexfemale"] <- "sex (female)"
c1 <- cumu_coefs %>% filter(variable %in% c("complications (yes)"))
c2 <- cumu_coef_aalen %>% filter(variable %in% c("complications (yes)"))
library(ggplot2)
theme_set(theme_minimal())
p <- ggplot(c1, aes(x = time, y = cumu_hazard)) +
geom_hazard(data = c2, aes(y = cumu_hazard), col = "grey30", alpha = .7) +
geom_ribbon(data = c2, aes(ymin = cumu_upper, ymax = cumu_lower), alpha = .3, fill = "grey70") +
geom_hazard(col = "steelblue", alpha = .7) +
geom_ribbon(aes(ymin = cumu_lower, ymax = cumu_upper), alpha = .3, fill = "steelblue") +
ylab("") + xlab("") + theme(
axis.text.x = element_blank(),
axis.text.y = element_blank(),
strip.text = element_blank()
) +
facet_wrap(~variable, nrow = 2)
library(hexSticker)
sticker(p, package = "pammtools", s_width = 2, s_height = 2,
p_color = "black", p_x = .75, p_size = 18,
h_fill = "whitesmoke", h_color = "black",
s_x = .875, s_y = 1.05, filename="./man/figures/logo.png",
url = "adibender.github.io/pammtools", u_size = 4.5,
u_x = .2, u_y = .527, u_angle = "330", white_around_sticker=T)
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