As LLXX said, you should open regedit, then (very important) export the regkey, then remove only that regkey. You can export it by selecting the key (with a folder icon), then go to menu File and choose Export Registry File. If you want to enable the My Computer icon back later, you should import that regkey again into your registry by doubleclicking the file.