Over-the-counter painkiller, such as acetaminophen and nonsteroidal anti-inflammatory drugs (NSAIDs) like aspirin and ibuprofen, don’t slow or reverse osteoarthritis. But they can help ease pain. Some medications come in creams, rubs, or sprays that can be applied over the affected area. Your doctor may also prescribe drugs or give you shots in the joints for pain.