Our study found lower progesterone levels in premenopausal women with class II/III obesity compared to healthy controls, which aligns with previous findings and may result from impaired LH pulse amplitude with a shorter luteal phase in women with obesity [36, 37]. Here, PLOD1 is linked to obesity disorder.