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TrialSynth interprets and integrates clinical trials data from multiple registries in a computable form

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Trial Synth

Interpretation and integration of clinical trials data from multiple registries in a computable form

Adding registries and processors

Getting data of each registry happens via a corresponding Processor object, its components, and relevant methods and functions. Users create a Processor by composition; some require different work than others.

Some common components include:

  • Fetcher: get raw data from a source (e.g. a REST API)
  • Transformer: change the data into a desired format for downstream use
  • Storer: save the data to some location(s)
  • Validator: check the data for quality
  • Configuration: management of processor behaviors
  • CLI: entrypoint for downstream use

Processor with common components

A user can add a registry and Processor by test-driven development. A pattern for doing this looks like:

  • Get a sample response from the API and save it to a file
  • Write the test for API stability
    • This can detect unexpected API behavior (e.g. changes or outages)
  • Add the file to the imposter to use as a stubbed response
    • Add a new port for the stubbed service to the imposter and compose files
  • Write the test for the processor's end-to-end behaviors
    • The input is the sample response
  • Write the components and functions to make the test pass
    • Set the url environment variable for the Processor to the stub's port

Installation

Run the following to install this repository's package in editable mode:

$ git clone https://github.com/gyorilab/trialsynth
$ cd trialsynth
$ pip install -e

Local run

Users can run all system components on their computers via the compose stack, wrapped by a shell script:

./run_e2e.sh

Testing

Users can run all the suite of full system tests on their computers via the compose stack, wrapped by a shell script:

./test_e2e.sh

References

Test-driven development Mountebank

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TrialSynth interprets and integrates clinical trials data from multiple registries in a computable form

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