Right in the first ten minutes of episode 1 female protagonist arrives home and goes to the bathroom to inject herself with what appears to be medicine for an illness.
There are a few occasions of putting bags over people's heads, cut scene, and they find themselves in a different place. It is not classic kidnapping but close enough.