test_that("execute default checks, default ingredient, verbose", { cdm <- getEunomiaCdm() result <- executeChecks(cdm, verbose = TRUE) # checks expect_equal(length(result), 7) expect_equal(nrow(result$conceptSummary), 2) expect_true(any(grepl("Acetaminophen", result$conceptSummary$drug))) # check that all colnames don't have any uppercase characters (this might not be supported on some databases) allColnames <- unlist(lapply(names(result), FUN = function(name) { lapply(colnames(result[[name]]), FUN = function(colname) {colname} ) })) expect_true(all(unlist(lapply(allColnames, FUN = function(colName) { unlist(gregexpr("[A-Z]", colName)) })) == -1)) DBI::dbDisconnect(attr(cdm, "dbcon"), shutdown = TRUE) }) test_that("execute all checks, given ingredient", { cdm <- getEunomiaCdm(1125315) result <- executeChecks(cdm = cdm, ingredients = 1125315, #acetaminophen checks = c("missing", "exposureDuration", "type", "route", "sourceConcept", "daysSupply", "verbatimEndDate", "dose", "sig", "quantity", "histogram", "diagnosticsSummary")) # checks expect_equal(length(result), 25) expect_equal(nrow(result$conceptSummary), 2) expect_true(any(grepl("Acetaminophen", result$conceptSummary$drug))) DBI::dbDisconnect(attr(cdm, "dbcon"), shutdown = TRUE) }) test_that("execute some checks, given ingredient", { cdm <- getEunomiaCdm(1125315) result <- executeChecks(cdm = cdm, ingredients = 1125315, checks = c("missing", "verbatimEndDate")) #acetaminophen # checks expect_equal(length(result), 5) expect_equal(names(result), c("conceptSummary", "missingValuesOverall", "missingValuesByConcept", "drugVerbatimEndDate", "drugVerbatimEndDateByConcept")) expect_equal(nrow(result$conceptSummary), 2) expect_true(any(grepl("Acetaminophen", result$conceptSummary$drug))) DBI::dbDisconnect(attr(cdm, "dbcon"), shutdown = TRUE) }) test_that("execute all checks: expected errors", { cdm <- getEunomiaCdm(1125315) expect_error(executeChecks(cdm="a", 1125315)) expect_error(executeChecks(cdm, "a")) expect_error(executeChecks(cdm, 33)) # not an ingredient DBI::dbDisconnect(attr(cdm, "dbcon"), shutdown = TRUE) }) test_that("each check", { cdm <- getEunomiaCdm(1125315) concepts_db<-ingredientDescendantsInDb(cdm, 1125315) #acetaminophen expect_true(nrow(concepts_db %>% dplyr::collect())>0) # add to ref cdm[["ingredient_concepts"]]<-concepts_db # get the relevant drug records cdm[["ingredient_drug_records"]] <- getDrugRecords(cdm, 1125315, "ingredient_concepts") # summarise missing getDrugMissings(cdm, "ingredient_drug_records", byConcept=TRUE) getDrugMissings(cdm, "ingredient_drug_records", byConcept=FALSE) # summarise concept related info getDrugTypes(cdm, "ingredient_drug_records", byConcept=TRUE) getDrugTypes(cdm, "ingredient_drug_records", byConcept=FALSE) getDrugRoutes(cdm, "ingredient_drug_records", byConcept=TRUE) getDrugRoutes(cdm, "ingredient_drug_records", byConcept=FALSE) getDrugSourceConcepts(cdm, "ingredient_drug_records", byConcept=TRUE) getDrugSourceConcepts(cdm, "ingredient_drug_records", byConcept=FALSE) # summarise dates summariseDrugExposureDuration(cdm, "ingredient_drug_records", byConcept=TRUE) summariseDrugExposureDuration(cdm, "ingredient_drug_records", byConcept=FALSE) # need to add checks for the above summaries ..... DBI::dbDisconnect(attr(cdm, "dbcon"), shutdown = TRUE) }) test_that("each check: expected errors", { cdm <- getEunomiaCdm(1125315) expect_error(ingredientDescendantsInDb(cdm, "a")) expect_error(ingredientDescendantsInDb(cdm, 33)) concepts_db<-ingredientDescendantsInDb(cdm, 1125315) #acetaminophen # add to ref cdm[["ingredient_concepts"]]<-concepts_db # get the relevant drug records expect_error(getDrugRecords(cdm, "does_not_exist")) cdm[["ingredient_drug_records"]] <- getDrugRecords(cdm, 1125315, "ingredient_concepts") expect_error(getDrugMissings(cdm, "does_not_exist")) expect_error(getDrugTypes(cdm, "does_not_exist")) expect_error(getDrugRoutes(cdm, "does_not_exist")) expect_error(getDrugSourceConcepts(cdm, "does_not_exist")) expect_error(summariseDrugExposureDuration(cdm, "does_not_exist")) DBI::dbDisconnect(attr(cdm, "dbcon"), shutdown = TRUE) }) test_that("get number of Days_supply that are incorrect", { cdm <- getEunomiaCdm(1125315) cdm[["ingredient_concepts"]] <- ingredientDescendantsInDb(cdm, 1125315) #acetaminophen cdm[["ingredient_drug_records"]] <- getDrugRecords(cdm, 1125315, "ingredient_concepts") result <- checkDaysSupply(cdm, drugRecordsTable = "ingredient_drug_records") data <- cdm[["ingredient_drug_records"]] %>% dplyr::pull("drug_concept_id") expect_equal(nrow(result), length(unique(data))) DBI::dbDisconnect(attr(cdm, "dbcon"), shutdown = TRUE) }) test_that("sampling", { cdm <- getEunomiaCdm(1125315) result <- executeChecks(cdm = cdm, ingredients = 1125315, #acetaminophen sample = 50) # sampling shouldn't affect ingredient concepts expect_true(sum(result$conceptSummary$n_records) > 50) # checks where sampling should have been implemented expect_true(max(result$missingValuesOverall$n_records_missing_value, na.rm = TRUE) <= 50) expect_message(executeChecks(cdm = cdm, ingredients = 1125315, #acetaminophen sample = 50, earliestStartDate = Sys.Date())) expect_error(executeChecks(cdm = cdm, ingredients = 1125315, #acetaminophen sample = 50, earliestStartDate = -1)) DBI::dbDisconnect(attr(cdm, "dbcon"), shutdown = TRUE) }) test_that("summary", { cdm <- getEunomiaCdm(1125315) result <- executeChecks(cdm = cdm, ingredients = 1125315, checks = c("missing", "exposureDuration", "dose", "quantity", "diagnosticsSummary")) expect_equal( names(result$diagnosticsSummary), c("ingredient", "ingredient_concept_id", "n_records", "n_patients", "proportion_of_records_with_dose_form", "proportion_of_records_missing_denominator_unit_concept_id", "median_amount_value_q05_q95", "median_quantity_q05_q95", "median_drug_exposure_days_q05_q95", "proportion_of_records_with_negative_drug_exposure_days", "result_obscured")) DBI::dbDisconnect(attr(cdm, "dbcon"), shutdown = TRUE) }) test_that("subset on specific concepts", { cdm <- getEunomiaCdm(1125315) result_all <- executeChecks(cdm = cdm, ingredients = 1125315, subsetToConceptId = NULL) expect_true(all(result_all$conceptSummary$drug_concept_id %in% c(40162522, 1127078))) result_subset <- executeChecks(cdm = cdm, ingredients = 1125315, subsetToConceptId = 40162522) expect_true(all(result_subset$conceptSummary$drug_concept_id %in% c(40162522))) result_subset2 <- executeChecks(cdm = cdm, ingredients = 1125315, subsetToConceptId = c(40162522, 1127078)) expect_true(all(result_subset2$conceptSummary$drug_concept_id %in% c(40162522, 1127078))) # check exclude result_subset3 <- executeChecks(cdm = cdm, ingredients = 1125315, subsetToConceptId = -40162522) expect_true(all(result_subset3$conceptSummary$drug_concept_id == 1127078)) # combine exclude and include result_subset4 <- executeChecks(cdm = cdm, ingredients = 1125315, subsetToConceptId = c(-40162522, 1127078)) expect_true(identical(result_subset3, result_subset4)) # exclude and include same ID -> error expect_error(executeChecks(cdm = cdm, ingredients = 1125315, subsetToConceptId = c(-40162522, 40162522))) DBI::dbDisconnect(attr(cdm, "dbcon"), shutdown = TRUE) }) test_that("obscuring results by minCellCount", { cdm <- getEunomiaCdm(1125315) result_all <- executeChecks(cdm = cdm, ingredients = 1125315, minCellCount = 1000) summary <- result_all$conceptSummary %>% dplyr::arrange(ingredient_concept_id, drug_concept_id) expect_equal(summary$n_records, c(2158, NA)) expect_equal(summary$n_patients, c(1428, NA)) DBI::dbDisconnect(attr(cdm, "dbcon"), shutdown = TRUE) })