Some shortcuts are protected by system administrator settings.
However, if you have pinned a "Shelf" item (the bar at the bottom of the screen) or created a web shortcut: how to delete shortcut from desktop
Drag the alias icon from the desktop into the Trash bin in your Dock. how to delete shortcut from desktop