No. The train is pressurized, and oxygen is available in the cabins if needed. Therefore it is like traveling at a lower altitude. You will only begin to feel the affect of altitude after you arrive in Lhasa. So we advice all clients to stay in Lhasa city for 2 to 3 days.
More information about the high altitude sickness.