Conclusions: This work identified the estrogen/NOTCH3 signaling as a key link between depression and gastric cancer development, offering promising therapeutic strategies to improve outcomes for patients suffering from psychological disorders. The gene discussed is NOTCH3; the disease is major depressive disorder.