## ----setup, include = FALSE--------------------------------------------------- # Other variables admiral_homepage <- "https://pharmaverse.github.io/admiral" ## ---- eval=TRUE, message=FALSE, warning=FALSE--------------------------------- library(admiraldev) library(admiral) library(dplyr) library(lubridate) library(admiralvaccine) library(pharmaversesdtm) data("ce_vaccine") data("admiralvaccine_adsl") adsl <- admiralvaccine_adsl ce <- ce_vaccine ce <- convert_blanks_to_na(ce) adsl <- convert_blanks_to_na(adsl) ## ---- eval=TRUE, echo=FALSE--------------------------------------------------- dataset_vignette( adsl, display_vars = exprs(USUBJID, TRTSDT, TRTEDT, TRT01A, AP01SDT, AP01EDT, AP02SDT, AP02EDT) ) ## ----eval=TRUE---------------------------------------------------------------- adce <- ce %>% filter(CECAT == "REACTOGENICITY") ## ----eval=TRUE---------------------------------------------------------------- adsl2 <- adsl %>% select(-c(starts_with("AP") & ends_with("DTM"))) adperiods <- create_period_dataset( adsl2, new_vars = exprs(APERSDT = APxxSDT, APEREDT = APxxEDT) ) ## ---- eval=TRUE, echo=FALSE--------------------------------------------------- dataset_vignette( adperiods, display_vars = exprs(USUBJID, APERIOD, APERSDT, APEREDT) ) ## ----eval=TRUE---------------------------------------------------------------- adsl_vars <- exprs(TRTSDT, TRTEDT) adce <- adce %>% # join ADSL to CE derive_vars_merged( dataset_add = adsl, new_vars = adsl_vars, by = get_admiral_option("subject_keys") ) %>% derive_vars_dt( dtc = CESTDTC, new_vars_prefix = "AST", highest_imputation = "n" ) %>% derive_vars_dt( dtc = CEENDTC, new_vars_prefix = "AEN", highest_imputation = "n" ) %>% derive_vars_dy( reference_date = TRTSDT, source_vars = exprs(ASTDT, AENDT) ) ## ---- eval=TRUE, echo=FALSE--------------------------------------------------- dataset_vignette( adce, display_vars = exprs(USUBJID, TRTSDT, CESTDTC, CEENDTC, ASTDT, AENDT, ASTDY, AENDY) ) ## ----eval=TRUE---------------------------------------------------------------- adce <- derive_vars_joined( adce, dataset_add = adperiods, by_vars = get_admiral_option("subject_keys"), filter_join = ASTDT >= APERSDT & ASTDT <= APEREDT, join_type = "all" ) %>% mutate( APERSTDY = as.integer(ASTDT - APERSDT) + 1, AREL = CEREL ) ## ---- eval=TRUE, echo=FALSE--------------------------------------------------- dataset_vignette( adce, display_vars = exprs(USUBJID, TRTSDT, ASTDT, AENDT, ASTDY, AENDY, APERIOD, APERSDT, APERSTDY) ) ## ----eval=TRUE---------------------------------------------------------------- adce <- adce %>% mutate( ASEV = CESEV, ASEVN = as.integer(factor(ASEV, levels = c("MILD", "MODERATE", "SEVERE", "DEATH THREATENING") )) ) %>% restrict_derivation( derivation = derive_var_extreme_flag, args = params( by_vars = exprs(USUBJID, APERIOD), order = exprs(desc(ASEVN), ASTDY, CEDECOD), new_var = AOCC01FL, mode = "first" ), filter = !is.na(APERIOD) & !is.na(ASEV) ) ## ---- eval=TRUE, echo=FALSE--------------------------------------------------- dataset_vignette( adce, display_vars = exprs( USUBJID, TRTSDT, ASTDT, APERIOD, APERSDT, APERSTDY, CEDECOD, ASEVN, AOCC01FL, CESEQ ) ) ## ----eval=TRUE---------------------------------------------------------------- adce <- adce %>% derive_var_obs_number( new_var = ASEQ, by_vars = get_admiral_option("subject_keys"), order = exprs(CEDECOD, CELAT, CETPTREF, APERIOD), check_type = "error" ) %>% derive_vars_duration( new_var = ADURN, new_var_unit = ADURU, start_date = ASTDT, end_date = AENDT, in_unit = "days", out_unit = "days", add_one = TRUE, trunc_out = FALSE ) ## ---- eval=TRUE, echo=FALSE--------------------------------------------------- dataset_vignette( adce, display_vars = exprs( USUBJID, TRTSDT, ASTDT, APERIOD, APERSDT, APERSTDY, CEDECOD, ASEVN, AOCC01FL, CESEQ, ASEQ ) ) ## ----eval=TRUE---------------------------------------------------------------- adsl_list <- adsl %>% select(STUDYID, USUBJID, TRT01A, TRT01P, AGE, AGEU, SEX, RACE, COUNTRY, ETHNIC, SITEID, SUBJID) adce <- adce %>% derive_vars_merged( dataset_add = adsl_list, by_vars = get_admiral_option("subject_keys") ) ## ---- eval=TRUE, echo=FALSE--------------------------------------------------- dataset_vignette( adce, display_vars = exprs( USUBJID, TRTSDT, ASTDT, APERIOD, APERSDT, APERSTDY, CEDECOD, ASEVN, AOCC01FL, CESEQ, ASEQ, AGE, SEX ) )