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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)