In Alzheimer's disease, there is a deficiency of acetylcholine, a specific substance that helps to establish connections between neurons in the brain. Interrupting these connections leads to loss of memory, deterioration of cognitive functions, inability to perform elementary actions that previously did not cause any difficulties.