## ----setup, include = FALSE--------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>" ) library(admiraldev) ## ----warning=FALSE, message=FALSE--------------------------------------------- library(admiral) library(admiralonco) library(pharmaverseadam) library(dplyr) library(lubridate) ## ----------------------------------------------------------------------------- data("adsl") data("adrs_onco") adrs <- adrs_onco ## ----echo=FALSE--------------------------------------------------------------- knitr::kable(list_tte_source_objects(package = "admiralonco")) ## ----eval=FALSE--------------------------------------------------------------- # adsl_death_event <- event_source( # dataset_name = "adsl", # date = DTHDT, # set_values_to = exprs( # EVNTDESC = "STUDY DEATH", # SRCDOM = "ADSL", # SRCVAR = "DTHDT" # ) # ) ## ----------------------------------------------------------------------------- adsl <- adsl %>% derive_vars_merged( dataset_add = adrs, filter_add = PARAMCD == "RSP" & AVALC == "Y" & ANL01FL == "Y", by_vars = get_admiral_option("subject_keys"), new_vars = exprs(TEMP_RESPDT = ADT) ) ## ----------------------------------------------------------------------------- adtte <- derive_param_tte( dataset_adsl = adsl, start_date = RANDDT, event_conditions = list(death_event), censor_conditions = list(lastalive_censor, rand_censor), source_datasets = list(adsl = adsl, adrs = adrs), set_values_to = exprs(PARAMCD = "OS", PARAM = "Overall Survival") ) %>% derive_param_tte( dataset_adsl = adsl, start_date = RANDDT, event_conditions = list(pd_event, death_event), censor_conditions = list(lasta_censor, rand_censor), source_datasets = list(adsl = adsl, adrs = adrs), set_values_to = exprs(PARAMCD = "PFS", PARAM = "Progression Free Survival") ) %>% derive_param_tte( dataset_adsl = filter(adsl, !is.na(TEMP_RESPDT)), start_date = TEMP_RESPDT, event_conditions = list(pd_event, death_event), censor_conditions = list(lasta_censor), source_datasets = list(adsl = adsl, adrs = adrs), set_values_to = exprs(PARAMCD = "RSD", PARAM = "Duration of Response") ) ## ----echo=FALSE--------------------------------------------------------------- dataset_vignette( adtte, display_vars = exprs(USUBJID, PARAMCD, PARAM, STARTDT, ADT, CNSR) ) ## ----eval=FALSE--------------------------------------------------------------- # pd_nact_event <- event_source( # dataset_name = "adsl", # filter = PDDT < NACTDT | is.na(NACTDT), # date = PDDT, # set_values_to = exprs( # EVNTDESC = "Disease Progression prior to NACT", # SRCDOM = "ADSL", # SRCVAR = "PDDT" # ) # ) # # death_nact_event <- event_source( # dataset_name = "adsl", # filter = DTHDT < NACTDT | is.na(NACTDT), # date = DTHDT, # set_values_to = exprs( # EVNTDESC = "Death prior to NACT", # SRCDOM = "ADSL", # SRCVAR = "DTHDT" # ) # ) # # lasta_nact_censor <- censor_source( # dataset_name = "adsl", # date = LASTANDT, # set_values_to = exprs( # EVNTDESC = "Last Tumor Assessment prior to NACT", # CNSDTDSC = "Last Tumor Assessment prior to NACT", # SRCDOM = "ADSL", # SRCVAR = "LASTANDT" # ) # ) # # adtte <- derive_param_tte( # dataset_adsl = adsl, # start_date = RANDDT, # event_conditions = list(pd_nact_event, death_nact_event), # censor_conditions = list(lasta_nact_censor, rand_censor), # source_datasets = list(adsl = adsl), # set_values_to = exprs(PARAMCD = "PFSNACT", PARAM = "Progression Free Survival prior to NACT") # ) ## ----eval=TRUE---------------------------------------------------------------- adtte <- adtte %>% derive_vars_duration( new_var = AVAL, start_date = STARTDT, end_date = ADT ) ## ----echo=FALSE--------------------------------------------------------------- dataset_vignette( adtte ) ## ----eval=FALSE--------------------------------------------------------------- # adtte_months <- adtte %>% # derive_vars_duration( # new_var = AVAL, # start_date = STARTDT, # end_date = ADT, # out_unit = "months" # ) ## ----eval=TRUE---------------------------------------------------------------- adtte <- adtte %>% derive_var_obs_number( by_vars = get_admiral_option("subject_keys"), order = exprs(PARAMCD), check_type = "error" ) ## ----echo=FALSE--------------------------------------------------------------- dataset_vignette(adtte) ## ----eval=TRUE---------------------------------------------------------------- adtte <- adtte %>% derive_vars_merged( dataset_add = adsl, new_vars = exprs(ARMCD, ARM, ACTARMCD, ACTARM, AGE, SEX), by_vars = get_admiral_option("subject_keys") ) ## ----echo=FALSE--------------------------------------------------------------- dataset_vignette( adtte, display_vars = exprs(USUBJID, PARAMCD, CNSR, AVAL, ARMCD, AGE, SEX) )