A new generation of treatments for severe eczema is on the horizon, which doctors say could help millions more patients gain relief from chronic outbreaks of the oozing, itchy and sometimes debilitating rashes that come with the disease.

At least two new eczema medicines could be approved by the U.S. Food and Drug Administration in 2017, and a half-dozen more drugs are being tested in clinical trials.

An...