You can run them through all manner of tests. Sense tests, logic tests, math, philosophy, reading, every experience can be compared and contrasted.
Now, assuming a large number of tests have been performed and there is a consensus they have no practical difference, why would you conclude that consciousness is not derived from brain structure?