A group of 24 transgender (and/or family members of transgender) scientists describe what it's like to be a transgender person in STEMM. In a commentary published on March 14 in the journal Cell, they discuss the historical origins of trans marginalization, explain how this affects trans people's careers in science and medicine, and lay out actions that cisgender individuals and institutions can take to support trans people in STEMM.