1 Heat and Ice Packs. 2  Heat and/or cold therapy helps relieve most types of low back pain by reducing inflammation. 3  Often patients use ice, but some prefer heat. 4  Both may be used alternately. 5  Medications. 6  A wide variety of over-the-counter and prescription medications is available to help reduce lower back pain.