PER2 and depressive symptom measurement: Unlike prior studies that analyzed psychological or genetic factors in isolation, we confirmed via GMDR modeling and logistic regression that the interaction between rs934945 (PER2) and anxiety/depression significantly elevates sleep disorder risk (OR = 10.461, 95% CI: 3.695–29.621), highlighting a “gene-psychology” synergistic effect.