Static Forest Plot
library(forestly)
library(ggplot2)
forestly_adsl$TRTA <- factor(
forestly_adsl$TRT01A,
levels = c("Xanomeline Low Dose", "Placebo"),
labels = c("Low Dose", "Placebo")
)
forestly_adae$TRTA <- factor(
forestly_adae$TRTA,
levels = c("Xanomeline Low Dose", "Placebo"),
labels = c("Low Dose", "Placebo")
)
meta <- meta_forestly(
dataset_adsl = forestly_adsl,
dataset_adae = forestly_adae,
population_term = "apat",
observation_term = "wk12",
parameter_term = "any;rel;ser"
) |>
prepare_ae_forestly() |>
format_ae_forestly()
meta_any <- meta$tbl[1:20, ] |> dplyr::filter(parameter == "any")
p1 <- meta_any |>
dplyr::select(name, prop_1, prop_2) |>
plot_dot(
y_var = "name",
label = c("Treatment", "Placebo")
)
p1
![](data:image/png;base64,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)
p2 <- meta_any |>
dplyr::select(name, diff_1, lower_1, upper_1) |>
plot_errorbar(
y_var = "name",
label = c("Treatment", "Placebo"),
legend_nrow = NULL,
theme = theme_panel(show_ticks = FALSE, show_text = FALSE)
)
p2
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)
meta_any$stat_1 <- paste0(meta_any$n_1, "(", meta_any$prop_1, ")")
meta_any$stat_2 <- paste0(meta_any$n_2, "(", meta_any$prop_2, ")")
p3 <- meta_any |>
dplyr::select(name, stat_1, stat_2) |>
table_panel(
y_var = "name",
theme = theme_panel(show_ticks = FALSE, show_text = FALSE),
x_label = c("Treatment \n n(%)", "Placebo \n n(%)")
)
p3
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)
do.call(patchwork::wrap_plots, list(p1, p2, p3)) +
# Define outer margin for assembled plot
patchwork::plot_annotation(
theme = theme(plot.margin = margin(1, 1, 1, 1, unit = "lines"))
) +
patchwork::plot_layout(guides = "collect") & # Shared legend
theme(legend.position = "bottom")
![](data:image/png;base64,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)