For example, genetically predicted plasma levels of ALDH2, BCL2L15, WASL, POLR2F, and ADPGK were positively associated with hypothyroidism risk, while H2BC21 and H2BC26 showed negative associations. Here, ADPGK is linked to hypothyroidism.