I only recall knowing one person who commuted by bike, and who became pregnant. That was a coworker who never stopped commuting to work by bike, I think up until the day before she went into labor. She got some flak from coworkers, but I respect it!
My impression is the worry is that a fall could cause injury. But as my wife put it, "Unless you're planning to live in a pregnancy bunker, live your life!"