Using a lower ISO reduces digital noise and makes a cleaner image (makes a larger difference in darker scenes). This is mainly the reason why you want to aim for lower ISOs.
Lower ISO doesn't change depth of field though. Aperture changes depth of field. Lowering your ISO means you need more light to get a properly exposed image and doing that means lowering your shutter speed or increasing aperture size (lowering aperture number).