From a04b70d1b6d02faa34444ab3479ea0d971a7431c Mon Sep 17 00:00:00 2001 From: Guanya Peng Date: Fri, 18 Nov 2022 14:03:33 +0100 Subject: [PATCH 1/9] add script to create example objects --- data-raw/create_example_objects.R | 81 +++++++++++++++++++++++++++++++ 1 file changed, 81 insertions(+) create mode 100644 data-raw/create_example_objects.R diff --git a/data-raw/create_example_objects.R b/data-raw/create_example_objects.R new file mode 100644 index 000000000..95454f48b --- /dev/null +++ b/data-raw/create_example_objects.R @@ -0,0 +1,81 @@ +######################## +# +# Create objects that are used in example +# +# +# + +library(dplyr) +devtools::load_all() + +data("antidepressant_data") +dat <- antidepressant_data + +# Use expand_locf to add rows corresponding to visits with missing outcomes to the dataset +dat <- expand_locf( + dat, + PATIENT = levels(dat$PATIENT), # expand by PATIENT and VISIT + VISIT = levels(dat$VISIT), + vars = c("BASVAL", "THERAPY"), # fill with LOCF BASVAL and THERAPY + group = c("PATIENT"), + order = c("PATIENT", "VISIT") +) + +# create data_ice and set the imputation strategy to JR for +# each patient with at least one missing observation +dat_ice <- dat %>% + arrange(PATIENT, VISIT) %>% + filter(is.na(CHANGE)) %>% + group_by(PATIENT) %>% + slice(1) %>% + ungroup() %>% + select(PATIENT, VISIT) %>% + mutate(strategy = "JR") + +# In this dataset, subject 3618 has an intermittent missing values which does not correspond +# to a study drug discontinuation. We therefore remove this subject from `dat_ice`. +# (In the later imputation step, it will automatically be imputed under the default MAR assumption.) +dat_ice <- dat_ice[-which(dat_ice$PATIENT == 3618),] + +# Define the names of key variables in our dataset and +# the covariates included in the imputation model using `set_vars()` +# Note that the covariates argument can also include interaction terms +vars <- set_vars( + outcome = "CHANGE", + visit = "VISIT", + subjid = "PATIENT", + group = "THERAPY", + covariates = c("BASVAL*VISIT", "THERAPY*VISIT") +) + +# Define which imputation method to use (here: Bayesian multiple imputation with 150 imputed datsets) +method <- method_bayes( + burn_in = 200, + burn_between = 5, + n_samples = 150 +) + +# Create samples for the imputation parameters by running the draws() function +set.seed(987) +drawobj <- draws( + data = dat, + data_ice = dat_ice, + vars = vars, + method = method, + quiet = TRUE +) + +imputeobj <- impute( + drawobj, + references = c("DRUG" = "PLACEBO", "PLACEBO" = "PLACEBO") +) + +delta_df <- delta_template(imputeobj) %>% + as_tibble() %>% + mutate(delta = if_else(THERAPY == "DRUG" & is_missing , 5, 0)) %>% + select(PATIENT, VISIT, delta) + +saveRDS(drawobj, 'inst/extdata/drawobj.rds') +saveRDS(imputeobj, 'inst/extdata/imputeobj.rds') +saveRDS(delta_df, 'inst/extdata/delta_df.rds') + From e7365b2e398f87372540a211163d762e12aee963 Mon Sep 17 00:00:00 2001 From: Guanya Peng Date: Fri, 18 Nov 2022 14:05:12 +0100 Subject: [PATCH 2/9] update example for analyse function --- R/analyse.R | 33 ++++++++++++++------------------- man/analyse.Rd | 33 ++++++++++++++------------------- 2 files changed, 28 insertions(+), 38 deletions(-) diff --git a/R/analyse.R b/R/analyse.R index b313d74b5..8b8afc9ff 100644 --- a/R/analyse.R +++ b/R/analyse.R @@ -92,32 +92,27 @@ #' datasets prior to running `fun`. See details. #' @param ... Additional arguments passed onto `fun`. #' @examples -#' \dontrun{ -#' vars <- set_vars( -#' subjid = "subjid", -#' visit = "visit", -#' outcome = "outcome", -#' group = "group", -#' covariates = c("sex", "age", "sex*age") +#' imputeobj <- rbmi_example('imputeobj') +#' delta_df <- rbmi_example('delta_df') +#' vars = set_vars( +#' subjid = "PATIENT", +#' outcome = "CHANGE", +#' visit = "VISIT", +#' group = "THERAPY", +#' covariates = c("BASVAL") #' ) #' #' analyse( -#' imputations = imputeObj, +#' imputeobj, +#' ancova, #' vars = vars #' ) -#' -#' deltadf <- data.frame( -#' subjid = c("Pt1", "Pt1", "Pt2"), -#' visit = c("Visit_1", "Visit_2", "Visit_2"), -#' delta = c( 5, 9, -10) -#' ) -#' #' analyse( -#' imputations = imputeObj, -#' delta = deltadf, +#' imputeobj, +#' ancova, +#' delta = delta_df, #' vars = vars -#' ) -#' } +#' ) #' @export analyse <- function(imputations, fun = ancova, delta = NULL, ...) { diff --git a/man/analyse.Rd b/man/analyse.Rd index 41d9bf9b1..e2d5b47e1 100644 --- a/man/analyse.Rd +++ b/man/analyse.Rd @@ -94,32 +94,27 @@ this provides utility variables such as \code{is_missing} which can be used to i exactly which visits have been imputed. } \examples{ -\dontrun{ -vars <- set_vars( - subjid = "subjid", - visit = "visit", - outcome = "outcome", - group = "group", - covariates = c("sex", "age", "sex*age") +imputeobj <- rbmi_example('imputeobj') +delta_df <- rbmi_example('delta_df') +vars = set_vars( + subjid = "PATIENT", + outcome = "CHANGE", + visit = "VISIT", + group = "THERAPY", + covariates = c("BASVAL") ) analyse( - imputations = imputeObj, + imputeobj, + ancova, vars = vars ) - -deltadf <- data.frame( - subjid = c("Pt1", "Pt1", "Pt2"), - visit = c("Visit_1", "Visit_2", "Visit_2"), - delta = c( 5, 9, -10) -) - analyse( - imputations = imputeObj, - delta = deltadf, + imputeobj, + ancova, + delta = delta_df, vars = vars -) -} + ) } \seealso{ \code{\link[=extract_imputed_dfs]{extract_imputed_dfs()}} for manually extracting imputed From a4eab7969b88684857a7d6fe424d1d426c716e4a Mon Sep 17 00:00:00 2001 From: Guanya Peng Date: Fri, 18 Nov 2022 14:06:31 +0100 Subject: [PATCH 3/9] example for impute --- R/impute.R | 13 +++++-------- inst/extdata/delta_df.rds | Bin 0 -> 1144 bytes inst/extdata/drawobj.rds | Bin 0 -> 414510 bytes inst/extdata/imputeobj.rds | Bin 0 -> 249144 bytes man/impute.Rd | 12 +++++------- man/rbmi_example.Rd | 14 ++++++++++++++ 6 files changed, 24 insertions(+), 15 deletions(-) create mode 100644 inst/extdata/delta_df.rds create mode 100644 inst/extdata/drawobj.rds create mode 100644 inst/extdata/imputeobj.rds create mode 100644 man/rbmi_example.Rd diff --git a/R/impute.R b/R/impute.R index ec15eb0ed..ba60fafb1 100644 --- a/R/impute.R +++ b/R/impute.R @@ -84,26 +84,23 @@ #' 23(6):1352–1371, 2013. \[Section 4.2 and 4.3\] #' #' @examples -#' \dontrun{ -#' +#' drawobj <- rbmi_example('drawobj') #' impute( #' draws = drawobj, -#' references = c("Trt" = "Placebo", "Placebo" = "Placebo") +#' references = c("DRUG" = "PLACEBO", "PLACEBO" = "PLACEBO") #' ) #' #' new_strategy <- data.frame( -#' subjid = c("Pt1", "Pt2"), -#' strategy = c("MAR", "JR") +#' PATIENT = as.factor(c('1503', '1507')), +#' strategy = c("MAR", "JR") #' ) #' #' impute( #' draws = drawobj, -#' references = c("Trt" = "Placebo", "Placebo" = "Placebo"), +#' references = c("DRUG" = "PLACEBO", "PLACEBO" = "PLACEBO"), #' update_strategy = new_strategy #' ) -#' } #' -#' @export impute <- function(draws, references = NULL, update_strategy = NULL, strategies = getStrategies()) { UseMethod("impute") } diff --git a/inst/extdata/delta_df.rds b/inst/extdata/delta_df.rds new file mode 100644 index 0000000000000000000000000000000000000000..fb33c52ccbe117107eb2b45107fe96e60fa19272 GIT binary patch literal 1144 zcmV-;1c&<{iwFP!000002JPGTdlW?+$ML<~B}f!S!QOk1x3k>}B5EucB_dWlQfvp& zB!V3*VDG*6?hpQh66bQcd_Q?VJdgY!F^N0R^McQ8W@qMh=k|sJHunZWPz`F8YEbR= zG3Z%05W2+qgR7>0(p6m%1YLjnT!AjALJhj12bRGhupD~fP&f=$z~OKNtb`-sC|Cun 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rbmi_example('drawobj') impute( draws = drawobj, - references = c("Trt" = "Placebo", "Placebo" = "Placebo") + references = c("DRUG" = "PLACEBO", "PLACEBO" = "PLACEBO") ) new_strategy <- data.frame( - subjid = c("Pt1", "Pt2"), - strategy = c("MAR", "JR") + PATIENT = as.factor(c('1503', '1507')), + strategy = c("MAR", "JR") ) impute( draws = drawobj, - references = c("Trt" = "Placebo", "Placebo" = "Placebo"), + references = c("DRUG" = "PLACEBO", "PLACEBO" = "PLACEBO"), update_strategy = new_strategy ) -} } \references{ diff --git a/man/rbmi_example.Rd b/man/rbmi_example.Rd new file mode 100644 index 000000000..380777ca8 --- /dev/null +++ b/man/rbmi_example.Rd @@ -0,0 +1,14 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/utilities.R +\name{rbmi_example} +\alias{rbmi_example} +\title{Get example files path} +\usage{ +rbmi_example(name = NULL) +} +\arguments{ +\item{path}{Character variable of example file name. Default NULL list all example files} +} +\description{ +Get example files path +} From 2cfd03cf8287ad77fb9cbb178b1c2348d5d3a09e Mon Sep 17 00:00:00 2001 From: Guanya Peng Date: Fri, 18 Nov 2022 14:07:08 +0100 Subject: [PATCH 4/9] function to take rbmi example --- NAMESPACE | 1 - R/utilities.R | 20 ++++++++++++++++---- 2 files changed, 16 insertions(+), 5 deletions(-) diff --git a/NAMESPACE b/NAMESPACE index 0c4cd4201..07747472b 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -49,7 +49,6 @@ export(fill_locf) export(getStrategies) export(get_example_data) export(has_class) -export(impute) export(locf) export(longDataConstructor) export(method_approxbayes) diff --git a/R/utilities.R b/R/utilities.R index cd4fa8cb0..842327398 100644 --- a/R/utilities.R +++ b/R/utilities.R @@ -513,7 +513,19 @@ as_dataframe <- function(x) { return(x2) } - - - - +#' Get example files path +#' +#'@param path Character variable of example file name. Default NULL list all example files +rbmi_example <- function(name = NULL) { + noext = function(filename, ext = 'rds') gsub(paste0('\\.', ext, '$'), '', filename) + + if (is.null(name)) { + fullpaths = dir(system.file("extdata", package = "rbmi"), pattern="rds", full.names = TRUE, ignore.case = TRUE) + filenames = noext(basename(fullpaths)) + out <- lapply(fullpaths, readRDS) + names(out) <- filenames + out + } else { + readRDS(system.file("extdata", paste0(name, '.rds'), package = "rbmi", mustWork = TRUE)) + } +} From d833028efea53a5ccbb8064b7a17d661aa03c1a1 Mon Sep 17 00:00:00 2001 From: Guanya Peng Date: Fri, 18 Nov 2022 14:11:53 +0100 Subject: [PATCH 5/9] use a better assignment --- R/utilities.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/utilities.R b/R/utilities.R index 842327398..4056aebbf 100644 --- a/R/utilities.R +++ b/R/utilities.R @@ -517,7 +517,7 @@ as_dataframe <- function(x) { #' #'@param path Character variable of example file name. Default NULL list all example files rbmi_example <- function(name = NULL) { - noext = function(filename, ext = 'rds') gsub(paste0('\\.', ext, '$'), '', filename) + noext <- function(filename, ext = 'rds') gsub(paste0('\\.', ext, '$'), '', filename) if (is.null(name)) { fullpaths = dir(system.file("extdata", package = "rbmi"), pattern="rds", full.names = TRUE, ignore.case = TRUE) From 2588c018f8b78f8fe5f0800cd6e8d3e4fe8b7120 Mon Sep 17 00:00:00 2001 From: Guanya Peng Date: Fri, 18 Nov 2022 14:12:24 +0100 Subject: [PATCH 6/9] use a better assignment --- R/utilities.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/R/utilities.R b/R/utilities.R index 4056aebbf..db8b8e319 100644 --- a/R/utilities.R +++ b/R/utilities.R @@ -520,8 +520,8 @@ rbmi_example <- function(name = NULL) { noext <- function(filename, ext = 'rds') gsub(paste0('\\.', ext, '$'), '', filename) if (is.null(name)) { - fullpaths = dir(system.file("extdata", package = "rbmi"), pattern="rds", full.names = TRUE, ignore.case = TRUE) - filenames = noext(basename(fullpaths)) + fullpaths <- dir(system.file("extdata", package = "rbmi"), pattern="rds", full.names = TRUE, ignore.case = TRUE) + filenames <- noext(basename(fullpaths)) out <- lapply(fullpaths, readRDS) names(out) <- filenames out From 98d7687a672f6ff8e29d48a40f18ff65b7735cb7 Mon Sep 17 00:00:00 2001 From: Guanya Peng Date: Fri, 18 Nov 2022 14:17:11 +0100 Subject: [PATCH 7/9] update rbmi_example --- R/utilities.R | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/R/utilities.R b/R/utilities.R index db8b8e319..cd61dec99 100644 --- a/R/utilities.R +++ b/R/utilities.R @@ -516,11 +516,13 @@ as_dataframe <- function(x) { #' Get example files path #' #'@param path Character variable of example file name. Default NULL list all example files -rbmi_example <- function(name = NULL) { - noext <- function(filename, ext = 'rds') gsub(paste0('\\.', ext, '$'), '', filename) +rbmi_example <- function(name = NULL, ext = 'rds') { + make_pattern <- function(s) paste0('\\.', s, '$') + extpat <- make_pattern(ext) + noext <- function(filename, ext = 'rds') gsub(extpat, '', filename) if (is.null(name)) { - fullpaths <- dir(system.file("extdata", package = "rbmi"), pattern="rds", full.names = TRUE, ignore.case = TRUE) + fullpaths <- dir(system.file("extdata", package = "rbmi"), pattern=extpat, full.names = TRUE, ignore.case = TRUE) filenames <- noext(basename(fullpaths)) out <- lapply(fullpaths, readRDS) names(out) <- filenames From 8febb4e38c627e9781e7910594ffcd474509476b Mon Sep 17 00:00:00 2001 From: Guanya Peng Date: Fri, 25 Nov 2022 16:19:25 +0100 Subject: [PATCH 8/9] update examples --- R/analyse.R | 7 +++---- R/delta.R | 7 +++---- R/expand.R | 9 +++------ R/utilities.R | 7 ------- 4 files changed, 9 insertions(+), 21 deletions(-) diff --git a/R/analyse.R b/R/analyse.R index 8b8afc9ff..59210eb7d 100644 --- a/R/analyse.R +++ b/R/analyse.R @@ -194,10 +194,9 @@ analyse <- function(imputations, fun = ancova, delta = NULL, ...) { #' that will provide a map from the new subject IDs to the old subject IDs. #' #' @examples -#' \dontrun{ -#' extract_imputed_dfs(imputeObj) -#' extract_imputed_dfs(imputeObj, c(1:3)) -#' } +#' imputeobj <- rbmi_example('imputeobj') +#' extract_imputed_dfs(imputeobj) +#' extract_imputed_dfs(imputeobj, c(1:3)) #' @returns #' A list of data.frames equal in length to the `index` argument. #' diff --git a/R/delta.R b/R/delta.R index d43bab840..5e87b6e9f 100644 --- a/R/delta.R +++ b/R/delta.R @@ -127,10 +127,9 @@ #' post-ICE visits will stay the same regardless of this option). #' #' @examples -#' \dontrun{ -#' delta_template(imputeObj) -#' delta_template(imputeObj, delta = c(5,6,7,8), dlag = c(1,2,3,4)) -#' } +#' imputeobj <- rbmi_example('imputeobj') +#' delta_template(imputeobj) +#' delta_template(imputeobj, delta = c(5,6,7,8), dlag = c(1,2,3,4)) #' @seealso [analyse()] #' @export delta_template <- function( diff --git a/R/expand.R b/R/expand.R index 915ef753f..9785b840a 100644 --- a/R/expand.R +++ b/R/expand.R @@ -7,9 +7,7 @@ #' @param x a vector. #' #' @examples -#' \dontrun{ #' locf(c(NA, 1, 2, 3, NA, 4)) # Returns c(NA, 1, 2, 3, 3, 4) -#' } #' @export locf <- function(x) { inds <- cumsum(!is.na(x)) @@ -69,7 +67,7 @@ locf <- function(x) { #' #' ``` #' library(dplyr) -#' +#' #' dat_expanded <- expand( #' data = dat, #' subject = c("pt1", "pt2", "pt3", "pt4"), @@ -81,14 +79,14 @@ locf <- function(x) { #' ``` #' #' @examples -#' \dontrun{ +#' dat <- rbmi_example('simpledat') #' dat_expanded <- expand( #' data = dat, #' subject = c("pt1", "pt2", "pt3", "pt4"), #' visit = c("vis1", "vis2", "vis3") #' ) #' -#' dat_filled <- fill_loc( +#' dat_filled <- fill_locf( #' data = dat_expanded, #' vars = c("Sex", "Age"), #' group = "subject", @@ -105,7 +103,6 @@ locf <- function(x) { #' group = "subject", #' order = "visit" #' ) -#' } #' @export expand <- function(data, ...) { vars <- list(...) diff --git a/R/utilities.R b/R/utilities.R index cd61dec99..0e076fcee 100644 --- a/R/utilities.R +++ b/R/utilities.R @@ -190,7 +190,6 @@ sample_mvnorm <- function(mu, sigma) { #' - **messages** - NULL or a character vector if messages were produced #' #' @examples -#' \dontrun{ #' record({ #' x <- 1 #' y <- 2 @@ -198,7 +197,6 @@ sample_mvnorm <- function(mu, sigma) { #' message("O nearly done") #' x + y #' }) -#' } record <- function(expr) { env <- new.env() result <- withCallingHandlers( @@ -315,9 +313,7 @@ str_contains <- function(x, subs) { #' Can be either a single logical value (in which case it is applied to #' all variables) or a vector which is the same length as `vars` #' @examples -#' \dontrun{ #' sort_by(iris, c("Sepal.Length", "Sepal.Width"), decreasing = c(TRUE, FALSE)) -#' } sort_by <- function(df, vars = NULL, decreasing = FALSE) { if (is.null(vars)) { return(df) @@ -382,7 +378,6 @@ sort_by <- function(df, vars = NULL, decreasing = FALSE) { #' @seealso [ancova()] #' #' @examples -#' \dontrun{ #' #' # Using CDISC variable names as an example #' set_vars( @@ -394,8 +389,6 @@ sort_by <- function(df, vars = NULL, decreasing = FALSE) { #' strategy = "strat" #' ) #' -#' } -#' #' @export set_vars <- function( subjid = "subjid", From 4cfce919021560c81464588635ff1a5d44d2d396 Mon Sep 17 00:00:00 2001 From: Guanya Peng Date: Fri, 25 Nov 2022 17:04:57 +0100 Subject: [PATCH 9/9] update example objects --- data-raw/create_example_objects.R | 3 +++ inst/extdata/drawobj.rds | Bin 414510 -> 411766 bytes inst/extdata/imputeobj.rds | Bin 249144 -> 249157 bytes inst/extdata/simpledat.rds | Bin 0 -> 187 bytes 4 files changed, 3 insertions(+) create mode 100644 inst/extdata/simpledat.rds diff --git a/data-raw/create_example_objects.R b/data-raw/create_example_objects.R index 95454f48b..cfa511985 100644 --- a/data-raw/create_example_objects.R +++ b/data-raw/create_example_objects.R @@ -75,7 +75,10 @@ delta_df <- delta_template(imputeobj) %>% mutate(delta = if_else(THERAPY == "DRUG" & is_missing , 5, 0)) %>% select(PATIENT, VISIT, delta) +simpledat <- data.frame(subject = c("pt1", "pt2", "pt3", "pt4"), visit = rep('a', 4), Sex = c("M", "F", "F", "M"), "Age" = c(50,40,30,20)) + saveRDS(drawobj, 'inst/extdata/drawobj.rds') saveRDS(imputeobj, 'inst/extdata/imputeobj.rds') saveRDS(delta_df, 'inst/extdata/delta_df.rds') +saveRDS(simpledat, 'inst/extdata/simpledat.rds') diff --git a/inst/extdata/drawobj.rds b/inst/extdata/drawobj.rds index f374d64d7fba9e9e5386344a93c96c227c7266c9..b4ef399daebda3406e6e5f58d0e507ede0e72415 100644 GIT binary patch delta 361099 zcmbrlWl$Vl)HNC-SQ6YJxVt+9*Wm6>aEG9s;1XMl;ZE}0d#m2> z=llKHRZ~5^&)KrpUZ;Deq5$tI2Cph+5O7o%SbcsTQwje@M1oDSOv#_OoDujfCq8g_ zIedB92xrRxtF@}N6&WLbb=jNy?NNJ=@6h&8*7ND9)^&YIv!$hlrAL;xh5L+vW|&us 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