I don't know as the Seljurks did it and then Tamur. Plus the Mongols crossed some pretty mountainous terrain in their battle in Iran, Afghanistan etc. Also if the empire is strong its likely to be seeking to defend the very rich and historically important locations in N Syria, such as Antioch...