What's the difference between the depressed and average brain?

-As seen here, there is a clear, significant difference in the average brain and the depressed brain.

-The brain functions are much different overall.

-According to a study, depressed brains have hyper-connectivity and cannot turn the connections off unlike the non-depressed brain.