When Alexei Romanov was diagnosed with hemophilia why didn't Nicholas and Alexandra try again (so to speak)?

They all knew he wasn't going to live long and they (especially Alexandra) longed so much for a son to be heir but it wasn't certain (unlikely) that Alexei would live long enough to take the throne and if he did he would die soon and probably wouldn't leave any children.