Analysis of upstream pathway activity revealed that estrogen, TNF-α, MAPK/ERK, and PI3K/Akt are pertinent to the hormonal and immunological responses associated with menstrual illnesses such as endometriosis, polycystic ovarian syndrome (PCOS), and menorrhagia. The gene discussed is TNF; the disease is endometriosis.