As most have said, I'm sure the children or child would have been a sucicide like Hitler and the rest.
Years later we get Anaistasia like stories about one of Hitler's children surviving.
Why? As mentioned above many of the top leaders of Nazi Germany had children who survived. Unfortunately they tend to be at least sympathetic to Nazi propaganda.