I seem to remember reading many years ago that all thoroughbred race horses today descend from Nashua (IIRC). Morgan horses also have a specific progenitor. But I wouldn’t think this applies to all breeds.
Origins of Horse Domestication: Botai, Yamnaya, Sintashta
https://www.youtube.com/watch?v=50o0KSWB42Y