We generally believe it would be inappropriate to draw conclusions from after the-fact hypotheses. We recommend that changes in study protocols be carefully documented and explained. FDA encourages sponsors to contact the appropriate review division to discuss studies before they are initiated and to consult FDA before changes in protocols are made mid-study.