You can, but choose wisely. Avoid nonsteroidal anti-inflammatory drugs (NSAIDs), such as aspirin, Motrin or Advil (ibuprofen), or Aleve (naproxen). These can irritate your stomach lining and cause ulcers. Tylenol (acetaminophen) tends to be easier on the stomach.