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The link between attention deficit hyperactivity disorder (ADHD) symptoms and obesity-related traits: genetic and prenatal explanations

Ville Karhunen, Tom A. Bond, Verena Zuber, Tuula M. Hurtig, Irma K. Moilanen, Marjo‐Riitta Järvelin et al. · 2021 · 43 citationsRead the paper

Attention-deficit/hyperactivity disorder (ADHD) often co-occurs with obesity, however, the potential causality between the traits remains unclear. We examined both genetic and prenatal evidence for causality using Mendelian Randomisation (MR) and polygenic risk scores (PRS). We conducted bi-directional MR on ADHD liability and six obesity-related traits using summary statistics from the largest available meta-analyses of genome-wide association studies. We also examined the shared genetic aetiology between ADHD symptoms (inattention and hyperactivity) and body mass index (BMI) by PRS association analysis using longitudinal data from Northern Finland Birth Cohort 1986 (NFBC1986, n = 2984). Lastly, we examined the impact of the prenatal environment by association analysis of maternal pre-pregnancy BMI and offspring ADHD symptoms, adjusted for PRS of both traits, in NFBC1986 dataset. Through MR analyses, we found evidence for bidirectional causality between ADHD liability and obesity-related traits. PRS association analyses showed evidence for genetic overlap between ADHD symptoms and BMI. We found no evidence for a difference between inattention and hyperactivity symptoms, suggesting that neither symptom subtype is driving the association. We found evidence for association between maternal pre-pregnancy BMI and offspring ADHD symptoms after adjusting for both BMI and ADHD PRS (association p-value = 0.027 for inattention, p = 0.008 for hyperactivity). These results are consistent with the hypothesis that the co-occurrence between ADHD and obesity has both genetic and prenatal environmental origins.

What the full text shows

Shown in the lab
  • Bidirectional causal association between ADHD liability and obesity-related traits. — p = 0.025 (harmonic p-value for ADHD liability to obesity traits) (Two-sample Mendelian Randomisation using GWAS summary statistics)
  • Genetically determined ADHD liability is associated with higher BMI, waist circumference (WC), waist-hip-ratio (WHR), and BMI-adjusted WHR. — BMI p=0.04, WC p=0.03, WHR p=0.03, BMI-adjusted WHR p=0.006 (IVW MR analysis)
  • Genetic liability to BMI is associated with both inattention and hyperactivity symptoms. — OR = 1.17 per 1-SD increase in BMI PRS (NFBC1986 cohort (n=2984))
  • ADHD polygenic risk score (PRS) is associated with clinically measured BMI. — 0.07 SD-change per 1-SD increase in ADHD PRS (NFBC1986 cohort (n=2984))
  • Maternal pre-pregnancy BMI is associated with offspring ADHD symptoms after adjusting for genetic risk (PRS). — p = 0.027 for inattention, p = 0.008 for hyperactivity (NFBC1986 cohort, adjusted for BMI and ADHD PRS)
Setup
GWAS summary statistics (ADHD: 55,374 individuals; BMI: ~700,000 individuals) and NFBC1986 longitudinal data (n=2,984 for PRS analysis).
How
The study used bidirectional two-sample Mendelian Randomisation (MR) with IVW, weighted median, and MR-PRESSO methods on GWAS summary statistics. It also employed Polygenic Risk Scores (PRS) and ordinal regression on longitudinal data from the Northern Finland Birth Cohort 1986.
Limitations
Relatively weak power of ADHD PRS due to GWAS sample size · Reliance on self-reported maternal pre-pregnancy height and weight

Summarized by Gemma 4 from the open-access full text · 12 Oct 2026. Read it