I can't see any reason why it would not work in your case or anybody's case. All you need is a free 3.5" drive bay and a hole in the back of your case to snake the cables to the usb connectors on the back of the machine.
AT/ATX has nothing to do with it. Looks like you found what you need.
Have Fun