They can be mistaken for deadly nightshade, and both plants are often called "black nightshade". The key difference is the color of the flowers. Wonderberry has white flowers, deadly nightshade has purple flowers.
OK — what the heck is a “wonderberry?”
It sounds like something packed in with Capt Crunch... :)