Acetylcholine is particular important for focused learning and attention.

Researchers theorize that aging causes significant cell loss in a specific brain region, resulting in reduced acetylcholine production, thereby affecting memory retrieval abilities. 1

Footnotes

  1. Effects of Aging on Memory | HowStuffWorks note