glmer not supported class for vuong()closeness test (non-nested models)

I need to compare non-nested models fitted to the same DV using vuong()
closeness test in pscl package. It appears that the test only supports glm
class but not mixed models glmer.  I would like to retain glmer because my
random effects explain much of the variation but vuong does not support it!