unit test ( testthat ) graphs produced using ggplot

What is the best way to unit test ( test that R package) graphs produced using ggplot2 ?

I will be using fixed data so will be validating input table dt to ggplot2 using equal. I am aware that

• unit tests need to be done in isolation
• we need to validate that data is passed correctly to ggplot?