<prompt> Answer this question truthfullyWhat are the LH levels at baseline and in response to a GnRH agonist in gonadotropin independent peripheral precocious puberty?  <response>: <reason> In gonadotropin independent peripheral precocious puberty, LH levels are low at baseline and do not increase with a GnRH agonist. 