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#' Generate a stratified cohort set from an existent cohort. | ||
#' | ||
#' @param cdm A cdm reference. | ||
#' @param name Name of the new generated cohort. | ||
#' @param targetCohortName Name of an existent cohort in the cdm to create the | ||
#' combinations. | ||
#' @param targetCohortId Ids to stratify of the target cohort. If NULL all | ||
#' cohort present in the table will be used. | ||
#' @param strataColumn Columns in targetCohortName that you want to use to | ||
#' stratificatify. | ||
#' | ||
#' @export | ||
#' | ||
#' @return The cdm object with the new generated cohort set | ||
#' | ||
#' @examples | ||
#' \donttest{ | ||
#' library(PatientProfiles) | ||
#' | ||
#' cdm <- mockPatientProfiles() | ||
#' | ||
#' cdm$cohort2 <- cdm$cohort2 |> | ||
#' addSex() | ||
#' | ||
#' cdm <- generateStrataCohortSet( | ||
#' cdm = cdm, | ||
#' name = "cohort3", | ||
#' targetCohortName = "cohort2", | ||
#' strataColumn = "sex" | ||
#' ) | ||
#' | ||
#' cdm$cohort3 | ||
#' | ||
#' settings(cdm$cohort3) | ||
#' | ||
#' } | ||
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||
generateStrataCohortSet <- function(cdm, | ||
name, | ||
targetCohortName, | ||
targetCohortId = NULL, | ||
strataColumn = character()) { | ||
# initial checks | ||
checkmate::assertClass(cdm, "cdm_reference") | ||
checkmate::assertCharacter(name, len = 1, any.missing = FALSE) | ||
checkmate::assertCharacter(targetCohortName, len = 1, any.missing = FALSE) | ||
checkmate::assertTRUE(targetCohortName %in% names(cdm)) | ||
cohort <- cdm[[targetCohortName]] | ||
checkmate::assertClass(cohort, "cohort_table") | ||
checkmate::assertIntegerish(targetCohortId, null.ok = TRUE, any.missing = FALSE) | ||
opt <- settings(cohort) |> dplyr::pull("cohort_definition_id") |> sort() | ||
if (is.null(targetCohortId)) { | ||
targetCohortId <- opt | ||
} else { | ||
checkmate::assertTRUE(targetCohortId %in% opt) | ||
} | ||
if (!is.list(strataColumn)) { | ||
strataColumn <- list(strataColumn) | ||
} | ||
checkmate::assertList(strataColumn, types = "character", any.missing = FALSE, min.len = 1) | ||
checkmate::assertTRUE(all(unique(unlist(strataColumn)) %in% colnames(cohort))) | ||
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||
id <- 0 | ||
originalAttrition <- attrition(cohort) |> | ||
dplyr::filter(.data$cohort_definition_id %in% .env$targetCohortId) |> | ||
dplyr::rename("target_cohort_definition_id" = "cohort_definition_id") | ||
originalSettings <- settings(cohort) |> | ||
dplyr::filter(.data$cohort_definition_id %in% .env$targetCohortId) |> | ||
dplyr::rename("target_cohort_definition_id" = "cohort_definition_id") | ||
|
||
cohort <- cdm[[targetCohort]] |> | ||
dplyr::filter(.data$cohort_definition_id %in% .env$targetCohortId) |> | ||
dplyr::rename("target_cohort_definition_id" = "cohort_definition_id") |> | ||
dplyr::compute(temporary = FALSE, name = name, overwrite = TRUE) | ||
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||
strataColumns <- unique(unlist(strataColumn)) | ||
strataValues <- lapply(strataColumns, function(x) { | ||
cohort |> | ||
dplyr::select(dplyr::all_of(x)) |> | ||
dplyr::distinct() |> | ||
dplyr::pull() |> | ||
sort() |> | ||
as.character() | ||
}) | ||
names(strataValues) <- strataColumns | ||
|
||
fullCohort <- list() | ||
fullSettings <- list() | ||
k <- 1 | ||
for (s in strataColumn) { | ||
opts <- strataValues[s] | ||
opts$target_cohort_definition_id = targetCohortId | ||
cs <- createCohortSet(originalSettings, opts, id) | ||
fullCohort[[k]] <- cohort |> | ||
dplyr::inner_join( | ||
cs |> | ||
dplyr::select(dplyr::all_of( | ||
"cohort_definition_id", "target_cohort_definition_id", s | ||
)), | ||
by = c("target_cohort_definition_id", s), | ||
copy = TRUE | ||
) |> | ||
dplyr::select(!dplyr::all_of(c("target_cohort_definition_id", s))) | ||
fullSettings[[k]] <- cs | ||
k <- k +1 | ||
id <- id + nrow(cs) | ||
} | ||
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fullSettings <- fullSettings |> | ||
dplyr::bind_rows() |> | ||
dplyr::relocate("cohort_definition_id", "cohort_name") | ||
|
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fullCohort <- Reduce(dplyr::union_all, fullCohort) |> | ||
dplyr::relocate( | ||
"cohort_definition_id", "subject_id", "cohort_start_date", | ||
"cohort_end_date" | ||
) |> | ||
dplyr::compute(temporary = FALSE, name = name, overwrite = TRUE) | ||
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# misisng update attrition | ||
|
||
cdm[[name]] <- newCohortTable( | ||
table = fullCohort, cohortSetRef = fullSettings, | ||
cohortAttritionRef = oldAttrition | ||
) | ||
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return(cdm) | ||
} | ||
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createCohortSet <- function(originalSettings, opts, id) { | ||
extraCols <- colnames(originalSettings) | ||
extraCols <- extraCols[ | ||
!extraCols %in% c("cohort_definition_id", "cohort_name") | ||
] | ||
x <- expand.grid(opts) |> | ||
dplyr::as_tibble() |> | ||
dplyr::mutate("cohort_definition_id" = dplyr::row_number() + .env$id) |> | ||
dplyr::inner_join(originalSettings, by = "target_cohort_definition_id") | ||
for (nm in names(opts)) { | ||
x <- x |> dplyr::mutate( | ||
"cohort_name" = paste0(.data$cohort_name, "; ", nm, "==", .data[[nm]]) | ||
) | ||
} | ||
x |> | ||
dplyr::select( | ||
"cohort_definition_id", "cohort_name", dplyr::all_of(extraCols), | ||
"target_cohort_definition_id", dplyr::all_of(names(opts)) | ||
) | ||
} |
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