It wouldn't effect powers directly but it cannot be healed via the use of powers. Psychoradiation poisoning involves increasing hallucinations, thinking strange thoughts (being convinced of things with no evidence, paranoia, etc.), wounds appearing on the body, an increasingly severe headache, bleeding from the ears, and then death, so it's possible they would have realized.