Shalaby et al. (105) found that rosmarinic acid can increase progesterone levels in letrozole-induced PCOS rats, and this effect may be related to its inhibition of the gene expression of IL-1β, TNF-α, and VEGF in their ovarian tissue. This evidence concerns the gene TNF and polycystic ovary syndrome.