It has been reported that some patients have been misdiagnosed with Chronic Fatigue Syndrome, when in fact the correct diagnosis in their specific case was Lyme Disease.
Lyme disease is diagnosed by insecting the rash as well as checking the medical history for incidents of tick bites or living in an area with high disease prevelance. Blood tests are mostly accurate a few weeks post infection as antibodies will have formed by then.