The results of this MR study suggest that NPC1L1 inhibition is causally associated with a reduction in primary hemorrhagic thrombocythemia, whereas PCSK9 inhibition was positively correlated with the occurrence of the disease, which provided a new clue for the future treatment of essential hemorrhagic thrombocythemia. The gene discussed is PCSK9; the disease is essential thrombocythemia.