The memory molecule

Are memories made of this molecule? According to NewScientist.com:

The leading candidate is a process called long-term potentiation (LTP),in which the connections between individual brain cells get stronger the more often they are used, such as during learning. But while LTP has often been observed in slices of brain in the lab, it has been difficult to record in a living brain as learning was taking place.

Wayne