## ----include = FALSE---------------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>" ) library(admiraldev) ## ----warning=FALSE, message=FALSE--------------------------------------------- library(admiral) library(pharmaverseadam) library(dplyr) data("adsl") adsl_onco <- adsl data("adrs_onco") cm <- tribble( ~STUDYID, ~USUBJID, ~CMCAT, ~CMSCAT, ~CMTRT, ~CMSTDTC, "CDISCPILOT01", "01-701-1015", "PRIOR TREATMENT", "CHEMOTHERAPY", "DEXRAZOXANE", NA, "CDISCPILOT01", "01-701-1015", "ON TREATMENT", "CHEMOTHERAPY", "DEXROZOXANE", "2014-07-02", "CDISCPILOT01", "01-701-1015", "ON TREATMENT", "CHEMOTHERAPY", "DEXROZOXANE", "2014-06-19", "CDISCPILOT01", "01-701-1028", "PRIOR TREATMENT", "CHEMOTHERAPY", "METHOTREXATE", NA, "CDISCPILOT01", "01-701-1028", "ON TREATMENT", "CHEMOTHERAPY", "METHOTREXATE", "2014-01-14", "CDISCPILOT01", "01-701-1034", "PRIOR TREATMENT", "CHEMOTHERAPY", "OLAPARIB", NA, "CDISCPILOT01", "01-701-1034", "ON TREATMENT", "CHEMOTHERAPY", "OLAPARIB", "2014-12-30", "CDISCPILOT01", "01-701-1097", "PRIOR TREATMENT", "CHEMOTHERAPY", "TEMODAL", NA, "CDISCPILOT01", "01-701-1097", "ON TREATMENT", "CHEMOTHERAPY", "TEMODAL", "2013-12-31", ) pr <- tribble( ~STUDYID, ~USUBJID, ~PRCAT, ~PRSCAT, ~PRTRT, ~PRSTDTC, "CDISCPILOT01", "01-701-1015", "CANCER RELATED", "ON TREATMENT", "SURGERY", "2014-06-18", "CDISCPILOT01", "01-701-1034", "CANCER RELATED", "ON TREATMENT", "SURGERY", "2014-12-16", "CDISCPILOT01", "01-701-1028", "CANCER RELATED", "PRIOR TREATMENT", "SURGERY", NA, ) ## ----message=FALSE------------------------------------------------------------ adsl <- derive_vars_merged( adsl_onco, dataset_add = cm, by_vars = get_admiral_option("subject_keys"), order = exprs(NACTDT), mode = "first", new_vars = exprs(NACTDT = convert_dtc_to_dt(CMSTDTC)), filter_add = CMSCAT == "CHEMOTHERAPY" & CMCAT == "ON TREATMENT" ) ## ----eval=TRUE, echo=FALSE---------------------------------------------------- dataset_vignette( adsl, display_vars = exprs(USUBJID, NACTDT), filter = !is.na(NACTDT) ) ## ----message=FALSE------------------------------------------------------------ cm_date <- event( dataset_name = "cm", condition = CMSCAT == "CHEMOTHERAPY" & CMCAT == "ON TREATMENT" & !is.na(CMSTDTC), set_values_to = exprs(NACTDT = convert_dtc_to_dt(CMSTDTC)) ) pr_date <- event( dataset_name = "pr", condition = PRCAT == "CANCER RELATED" & PRSCAT == "ON TREATMENT" & !is.na(PRSTDTC), set_values_to = exprs(NACTDT = convert_dtc_to_dt(PRSTDTC)) ) ## ----message=FALSE------------------------------------------------------------ adsl <- adsl_onco %>% derive_vars_extreme_event( by_vars = get_admiral_option("subject_keys"), order = exprs(NACTDT), new_vars = exprs(NACTDT), events = list(cm_date, pr_date), source_datasets = list( cm = cm, pr = pr ), mode = "first" ) ## ----eval=TRUE, echo=FALSE---------------------------------------------------- dataset_vignette( adsl, display_vars = exprs(USUBJID, NACTDT), filter = !is.na(NACTDT) ) ## ----eval=TRUE, echo=TRUE----------------------------------------------------- adrs <- derive_extreme_event( dataset = adrs_onco, events = list( event( dataset_name = "cm", condition = CMSCAT == "CHEMOTHERAPY" & CMCAT == "ON TREATMENT" & !is.na(CMSTDTC), set_values_to = exprs( ADT = convert_dtc_to_dt(CMSTDTC), AVALC = CMTRT ) ), event( dataset_name = "pr", condition = PRCAT == "CANCER RELATED" & PRSCAT == "ON TREATMENT" & !is.na(PRSTDTC), set_values_to = exprs( ADT = convert_dtc_to_dt(PRSTDTC), AVALC = PRTRT ) ) ), source_datasets = list(cm = cm, pr = pr), by_vars = get_admiral_option("subject_keys"), order = exprs(ADT), mode = "first", set_values_to = exprs( PARAMCD = "NACTDT", PARAM = "New Anti-Cancer Therapy Start Date" ) ) ## ----eval=TRUE, echo=FALSE---------------------------------------------------- dataset_vignette( adrs, display_vars = exprs(USUBJID, PARAMCD, PARAM, ADT, AVALC), filter = !is.na(ADT) & PARAMCD == "NACTDT" )