IIRC - she underwent some hormonal treatments to enable her to conceive. I could have this all mixed up, though, the discussion about this took place several years ago during the last elections. They had lost a son and she wanted to give her husband another one.
But after learning more about what Liz knew and when she knew it, I'm beginning to wonder if those kids were conceived to be political props for their parents.