Hydromorphone. Hydromorphone is chemically relevant to morphine, but it’s quite a bit more strong. It’s used for moderate to serious pain that doesn’t respond to significantly less powerful opioids. It’s marketed under the brand name Dilaudid.Opioids bind to mu-opioid receptors around the nerve cells inside the brain and overall body to low