Interactive Patient Designer & Test Integration
Source:vignettes/shiny-integration.Rmd
shiny-integration.RmdIntroduction
The PatientGenerator package provides an interactive
Shiny application, patientDesigner(), to visually construct
and edit synthetic patient datasets for the OMOP Common Data Model
(CDM). This vignette demonstrates how to utilize the application to
generate test data and integrate these datasets into a
testthat suite.
Operating the Patient Designer
To launch the interactive designer, execute the following command in the R console:
The application features:
- Person Table: Manage individual patient records (e.g., gender, birth year).
-
CDM Tables: Add and edit clinical events such as
Observation Period,Condition Occurrence,Drug Exposure,Measurement, andProcedure Occurrence. - D3 Timeline: A visual, drag-and-drop timeline for adjusting event dates.
- Persistence: Export constructed datasets as JSON files.
Saving Test Sets for testthat Integration
By default, patientDesigner() searches for a
tests/testthat/testCases directory within the current
project. Clicking “Save Test Set” in the sidebar saves
the JSON file directly to this location.
This facilitates a seamless development workflow: 1. Launch the
application from the package root. 2. Visually design the test case. 3.
Save the file (e.g., my_test_case.json). 4. The dataset is
immediately available for unit testing.
Integrating with testthat
Saved test sets can be integrated into unit tests by loading them using the CDM constructor.
test_that("Custom test case behavior is correct", {
# Locate the test case file relative to the tests/testthat directory
test_file <- testthat::test_path("testCases", "my_test_case.json")
# Instantiate the CDM constructor and load the JSON test set
# Note: cdmConstructor is internal to PatientGenerator
cdm <- PatientGenerator:::cdmConstructor$new()
cdm$loadJsonTestSet(test_file)
# Execute package logic using the synthetic data
person_data <- cdm$person$data()
expect_gt(nrow(person_data), 0)
expect_equal(person_data$gender_concept_id[1], 8532) # Female
})