This meta-analysis, which included 10 observational studies, encompassing 38,785 participants with 3,973 cases of depression, demonstrated a significant positive association between higher AIP values and an increased risk of depression (MD = 0.07, 95% CI: 0.03–0.11, P = 0.0006). This evidence concerns the gene AIP and depressive symptom measurement.