Memory formation involves changes in gene expression and protein synthesis. Immediate early genes like c-fos and Arc are rapidly activated during learning and are essential for synaptic changes. Additionally, growth factors like BDNF (Brain-Derived Neurotrophic Factor) are crucial for synaptic plasticity.