DNA Methylation in Neurobiological Genes Associated with Problematic Digital Use in Adolescents and Young Adults: Systematic Review and Exploratory Multilevel Meta-Analysis of Emerging Evidence

Background: Problematic digital use in adolescents and young adults has emerged as a relevant exposure for mental health and neurobiological vulnerability. However, its relationship with peripheral DNA methylation differences in neurobiologically relevant genes remains poorly synthesized. Objective: This systematic review and exploratory multilevel meta-analysis aimed to synthesize available scientific evidence on associations between phenotypes of problematic internet or smartphone use and DNA methylation differences in neurobiologically relevant genes, and to quantitatively explore the average magnitude of these associations from available data. Methods: Primary human studies were identified through a search strategy with no initial publication-year restriction; the eligible studies retrieved and included in the review were published between 2018 and 2024. The review followed PRISMA criteria and a broad, predefined eligibility strategy to capture both direct and indirect evidence. Seven studies were included in the systematic review; four provided quantifiable data for statistical synthesis, from which 41 effect sizes were harmonized. Analyses were performed in R using multilevel meta-analysis and meta-regression models with REML estimation, supplemented by sensitivity analyses with robust variance estimation. Results: The main meta-analysis revealed a significant positive association between problematic digital exposure and DNA methylation differences (Fisher’s z = 0.2957; r = 0.287; 95% CI [0.1146, 0.4769]; p = 0.0020), with high heterogeneity (total I2 = 93.15%). Meta-regression indicated that the type of effect and the biological direction of the finding explained a substantial proportion of the observed heterogeneity (total R2 ≈ 97.4%). Significance: These findings should be interpreted as exploratory evidence of a biologically plausible association between problematic digital exposure and peripheral DNA methylation differences in neurobiologically relevant genes, rather than as causal or clinically validated biomarker evidence. The available evidence remains methodologically heterogeneous, preliminary, and dependent on a small number of independent studies, underscoring the need for larger, longitudinal, and more methodologically rigorous research in this field.