Salicylic acid, aspirin, and other nonsteroidal anti-inflammatory drugs like ibuprofen and naproxen (and possibly the chamazulene from chamomile) suppress the production of hormones called prostaglandins. Prostaglandins play a key role in turning on the inflammatory response in our bodies, causing inflammation and pain.
