gender dysphoria is not what I'm talking about, since not all transgender people have dysphoria.
To be clear -- "transgender" the noun is not referring to a person ("that person is a transgender"* -- proscribed) but rather as a substitute for "transgenderism"* (proscribed). Personally, using "transgender" seems linguistically strange to me and it just reminds me of Trump saying "transgender for everybody" but if it's what people prefer then who am I to judge.
Anyway -- yes, I agree that it seems very probable that there are strong genetic components to transgender, but it's also clearly not purely genetic, given there are identical twins where one is cis and the other not.