In the US, the Gun Violence Archive has said less than 0.1% of mass shootings between 2013 and 2025 were carried out by transgender people.

There probably is too few cases to build reliable, multi factor, studies about these.

On the other hand, there is large number of crazy people in the world and they should not have guns.