Are we allowed to ask questions about an applicant’s family medical history?

Q. We make offers to applicants contingent on passing a physical examination. As a part of the examination the doctor asks for a medical history, including questions about the applicant’s family medical history. We have heard that we should not ask about the applicant’s family medical history, but we aren’t sure if that’s true. Should we not ask for this information?