No, both because there are very few trans athletes in competition, and because trans athletes (except trans women who have not started or are less than a year into hormone therapy) have net athletic disadvantages, when considering all factors relevant to performance in almost any real sport, compared to cisgender people of the same gender identity.
I mean, if you had a sport that isolated grip strength alone, trans women would have an advantage over cis women, but aside from rather contrived cases like that, they don't.
There's a reason the poster woman for the political movement around this in the US is a cisgender woman whose story of "unfair competition" is tying with a trans woman for fifth place behind four other cisgender women (and having to hold a sixth place trophy in photos, since there were not duplicates on hand for the same rank) in an intercollegiate swimming competition.