There was a study done on how a FtM (female-to-male) transsexual's brain compared to a biological female's brain and a biological male's brain before starting hormone therapy.

They found that the brain of a FtM before hormone therapy is more similar to a biological male's brain than to a biological female's brain.

http://www.ncbi.nlm.nih.gov/pubmed/20562024