When you first meet someone, you usually shake them ......... the hand. (*) with (*) on (*) in (*) by
I don’t think shaking people by their hands is a good idea nowadays.
You can shake somebody by the hand or you can shake somebody’s hand, especially when you meet them for the first time, however, I found the following sentence in the Cambridge dictionary online:
The Princess was photographed shaking hands with AIDS victims.