I would say something other to "touch" as well it may be taken the wrong way.
As a girl I can see peoples point, I'm not the most touchy-feely person In the world. A hug Is nice though. Plus holding hands Is really good, it makes me feel protected? If that makes any sense. So yeah.. Just ask her, I'm sure she will be fine with it