Low brain levels of the inhibitory transmitter GABA and high levels of the excitatory neurotransmitter glutamate seem to be strongly associated with melancholic depression, says a Yale University study in the current issue of the Archives of General Psychiatry.Melancholic depression is a common form of depression. Its symptoms include insomnia, loss of appetite and loss of pleasure.