The document discusses that depression is caused by complex biological factors rather than a simple chemical imbalance. It involves interactions between genetics, brain chemistry, stress, and life experiences. While neurotransmitters play a role in mood regulation, depression does not result from just having too much or too little of certain brain chemicals. The brain regions like the amygdala, hippocampus, and thalamus are also involved.