Ok, but regardless of the bokeh it produces, the depth of field is different with a different focal distance.
Changing the focal point of a lens while maintaining the same object will result in a different depth of field. A wider aperture (smaller f-number, like f/2.8) will produce a shallower depth of field, meaning only a narrow range of distances will be in focus, while a narrower aperture (larger f-number, like f/16) will produce a deeper depth of field, where a larger range of distances appear sharp.
In essence, changing the focal point (by adjusting focus) will change the distance that is perfectly sharp, and therefore the depth of field will shift as well. The depth of field will be narrower or wider depending on the chosen aperture setting and the distance to the subject.