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Educational attainment, income, and attention deficit hyperactivity disorder: A mediation analysis based on two-step Mendelian randomization

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  • Xie, Tao
  • Zhu, Bin
  • Li, Hao-ran
  • Xu, Jin-feng
  • Mao, Ying

Abstract

Previous studies have reported the relationship between educational attainment and attention deficit hyperactivity disorder (ADHD). However, the mechanism of this relationship remains unknown. It is well known that educational attainment correlates with income. Therefore, based on summary data from a genome-wide association study we used two-step Mendelian randomization (MR) to explore the role of income between education and ADHD. The inverse variance weighted (IVW) method was used in our analysis. The IVW results suggested that educational attainment and income were protective factors against ADHD. Educational attainment affects ADHD through income [ADHD: Beta = −0.68, 95% confidence interval (CI) = −0.87, −0.49; female: Beta = −0.87, 95% CI = −1.28, −0.47; male: Beta = −1.01, 95% CI = −1.34, −0.68; childhood: Beta = −0.52, 95% CI = −0.74, −0.30; late-diagnosed: Beta = −0.78, 95% CI = −1.11, −0.47; persistent: Beta = −0.82, 95% CI = −1.33, −0.31]. Income also affected ADHD through educational attainment [female: Beta = −1.08, 95% CI = −1.35, −0.83; male: Beta = −1.16, 95% CI = −1.57, −0.77; persistent: Beta = −1.48, 95% CI = −2.09, −0.94]. In the final analysis, data with heterogeneity were analyzed using IVW random effects results. The mechanism is that income will mediate the relationship between educational attainment and ADHD.

Suggested Citation

  • Xie, Tao & Zhu, Bin & Li, Hao-ran & Xu, Jin-feng & Mao, Ying, 2024. "Educational attainment, income, and attention deficit hyperactivity disorder: A mediation analysis based on two-step Mendelian randomization," Social Science & Medicine, Elsevier, vol. 345(C).
  • Handle: RePEc:eee:socmed:v:345:y:2024:i:c:s0277953624001242
    DOI: 10.1016/j.socscimed.2024.116680
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    1. Ben Brumpton & Eleanor Sanderson & Karl Heilbron & Fernando Pires Hartwig & Sean Harrison & Gunnhild Åberge Vie & Yoonsu Cho & Laura D. Howe & Amanda Hughes & Dorret I. Boomsma & Alexandra Havdahl & J, 2020. "Avoiding dynastic, assortative mating, and population stratification biases in Mendelian randomization through within-family analyses," Nature Communications, Nature, vol. 11(1), pages 1-13, December.
    2. Abigail Emma Russell & Tamsin Ford & Ginny Russell, 2015. "Socioeconomic Associations with ADHD: Findings from a Mediation Analysis," PLOS ONE, Public Library of Science, vol. 10(6), pages 1-16, June.
    3. Ari Hyytinen & Pekka Ilmakunnas & Edvard Johansson & Otto Toivanen, 2019. "Heritability of lifetime earnings," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 17(3), pages 319-335, September.
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