Analgesics frequently referred to as painkillers, are drugs that treat a variety of pains, such as headaches, injuries, and arthritis. Both opioid analgesics and anti-inflammatory analgesics alter how the brain interprets pain. While certain analgesics can be purchased without a prescription, others need one.