Cranial nerve I, also known as the olfactory nerve, is responsible for the sense of smell and is unique among cranial nerves as it is directly connected to the brain without intermediary synapses in the thalamus. Damage to this nerve can lead to anosmia, a loss of the sense of smell, which can impact taste and quality of life.