IDEAS home Printed from https://ideas.repec.org/a/eee/socmed/v345y2024ics0277953624001242.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0277953624001242
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.socscimed.2024.116680?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    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. 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.
    3. 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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Akgündüz, Yusuf Emre & Akyol, Pelin & Aydemir, Abdurrahman B. & Demirci, Murat & Kirdar, Murat Güray, 2023. "Maternal Education and Early Child Development: The Roles of Parental Support for Learning, Learning Materials, and Father Characteristics," IZA Discussion Papers 16328, Institute of Labor Economics (IZA).
    2. Mattia Marchi & Anne Alkema & Charley Xia & Chris H. L. Thio & Li-Yu Chen & Winni Schalkwijk & Gian M. Galeazzi & Silvia Ferrari & Luca Pingani & Hyeokmoon Kweon & Sara Evans-Lacko & W. David Hill & M, 2024. "Investigating the impact of poverty on mental illness in the UK Biobank using Mendelian randomization," Nature Human Behaviour, Nature, vol. 8(9), pages 1771-1783, September.
    3. Nicholas James Spencer & Johnny Ludvigsson & Guannan Bai & Lise Gauvin & Susan A Clifford & Yara Abu Awad & Jeremy D Goldhaber-Fiebert & Wolfgang Markham & Åshild Faresjö & Pär Andersson White & Hein , 2022. "Social gradients in ADHD by household income and maternal education exposure during early childhood: Findings from birth cohort studies across six countries," PLOS ONE, Public Library of Science, vol. 17(3), pages 1-13, March.
    4. Hazewinkel, Audinga-Dea & Richmond, Rebecca C. & Wade, Kaitlin H. & Dixon, Padraig, 2022. "Mendelian randomization analysis of the causal impact of body mass index and waist-hip ratio on rates of hospital admission," Economics & Human Biology, Elsevier, vol. 44(C).
    5. Hope Bodenschatz & Gerald Eric Daniels Jr. & Jeffrey P. Thompson, 2023. "Decomposing Lifetime-Earnings Differences between White, Black, and Hispanic Families," Working Papers 23-14, Federal Reserve Bank of Boston.
    6. Marks, Gary N., 2022. "Cognitive ability has powerful, widespread and robust effects on social stratification: Evidence from the 1979 and 1997 US National Longitudinal Surveys of Youth," Intelligence, Elsevier, vol. 94(C).
    7. Fartein Ask Torvik & Espen Moen Eilertsen & Laurie J. Hannigan & Rosa Cheesman & Laurence J. Howe & Per Magnus & Ted Reichborn-Kjennerud & Ole A. Andreassen & Pål R. Njølstad & Alexandra Havdahl & Eiv, 2022. "Modeling assortative mating and genetic similarities between partners, siblings, and in-laws," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    8. Paul Minard, 2022. "Molecular genetics and mid-career economic mobility," Papers 2209.00057, arXiv.org.
    9. Liza Darrous & Gibran Hemani & George Davey Smith & Zoltán Kutalik, 2024. "PheWAS-based clustering of Mendelian Randomisation instruments reveals distinct mechanism-specific causal effects between obesity and educational attainment," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    10. Giannelis, Alexandros & Willoughby, Emily A. & Corley, Robin & Hopfer, Christian & Hewitt, John K. & Iacono, William G. & Anderson, Jacob & Rustichini, Aldo & Vrieze, Scott I. & McGue, Matt & Lee, Jam, 2023. "The association between saving disposition and financial distress: A genetically informed approach," Journal of Economic Psychology, Elsevier, vol. 96(C).
    11. Sharanpreet Kaur & Paula Morales-Hidalgo & Victoria Arija & Josefa Canals, 2023. "Prenatal Exposure to Air Pollutants and Attentional Deficit Hyperactivity Disorder Development in Children: A Systematic Review," IJERPH, MDPI, vol. 20(8), pages 1-21, April.
    12. Fletcher, Jason & Jajtner, Katie M., 2023. "Multidimensional intergenerational mobility," Social Science & Medicine, Elsevier, vol. 328(C).
    13. Thomas Battram & Tom R. Gaunt & Caroline L. Relton & Nicholas J. Timpson & Gibran Hemani, 2022. "A comparison of the genes and genesets identified by GWAS and EWAS of fifteen complex traits," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    14. Hyeokmoon Kweon & Casper A.P. Burik & Richard Karlsson Linner & Ronald de Vlaming & Aysu Okbay & Daphne Martschenko & Kathryn Paige Harden & Thomas A. DiPrete & Philipp D. Koellinger, 2020. "Genetic Fortune: Winning or Losing Education, Income, and Health," Tinbergen Institute Discussion Papers 20-053/V, Tinbergen Institute, revised 01 Dec 2020.
    15. Leire Leache & Olast Arrizibita & Marta Gutiérrez-Valencia & Luis Carlos Saiz & Juan Erviti & Julián Librero, 2021. "Incidence of Attention Deficit Hyperactivity Disorder (ADHD) Diagnoses in Navarre (Spain) from 2003 to 2019," IJERPH, MDPI, vol. 18(17), pages 1-12, August.
    16. Evelyn Law & Georgios Sideridis & Ghadah Alkhadim & Jenna Snyder & Margaret Sheridan, 2022. "Classifying Young Children with Attention-Deficit/Hyperactivity Disorder Based on Child, Parent, and Family Characteristics: A Cross-Validation Study," IJERPH, MDPI, vol. 19(15), pages 1-13, July.
    17. Daniel J. Benjamin & David Cesarini & Patrick Turley & Alexander Strudwick Young, 2024. "Social-Science Genomics: Progress, Challenges, and Future Directions," NBER Working Papers 32404, National Bureau of Economic Research, Inc.
    18. Robinette, Jennifer W. & Boardman, Jason D., 2021. "Cognition in context: Pathways and compound risk in a sample of US non-Hispanic whites," Social Science & Medicine, Elsevier, vol. 283(C).
    19. Jaakko Pehkonen & Jutta Viinikainen & Jaana T. Kari & Petri Böckerman & Terho Lehtimäki & Olli Raitakari, 2021. "Birth weight and adult income: An examination of mediation through adult height and body mass," Health Economics, John Wiley & Sons, Ltd., vol. 30(10), pages 2383-2398, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:socmed:v:345:y:2024:i:c:s0277953624001242. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/315/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.