We provide further evidence that inhibition of HDAC3 in aged neural networks is beneficial in promoting synapses for coding memory through association on a long-term basis, which is of critical importance because associative memories are largely impaired in neurodegenerative diseases such as Alzheimer’s disease (AD). The gene discussed is HDAC3; the disease is neurodegenerative disease.