Lyme disease normally creates a signature "bull's-eye" rash. But not everyone with Lyme disease has this rash. When the rash is not present, it's very easy to mistake Lyme disease for other conditions. It shares many symptoms with other infections. A medical exam can help confirm a diagnosis.