There isn't a keyboard shortcut assigned to Shut Down, unless you've set one. Some older models responded to Control+Power Button, but I don't believe that applies to TouchID buttons.
The TouchID sensor does not support those keyboard shortcut, unfortunately. It's a shame. I've been using the shutdown/reboot keyboard shortcuts for ages and it's taking some time to unlearn the habit of using them.