Exploring causal associations between plasma metabolites and attention-deficit/hyperactivity disorder

Shangyun Shi, Ancha Baranova, Hongbao Cao, Fuquan Zhang

Research output: Contribution to journalArticlepeer-review

Abstract

Background: Observational studies reported altered levels of plasma metabolites in attention-deficit/hyperactivity disorder (ADHD). We aim to explore the causal link between plasma metabolites and ADHD. Methods: We utilized Mendelian randomization (MR) analysis to assess the causal relationship between plasma metabolites and ADHD and the Genome-wide association study (GWAS) summary datasets were sourced from public databases. GWAS summary datasets were used in the study, including ADHD (n = 292,548) and 871 plasma metabolites (n = 8,299). Moreover, we used DrugBank and ChEMBL to evaluate whether the identified metabolites are potential therapeutic targets, and in addition, Bayesian colocalization analyses were conducted to assess the shared genetic signals between these metabolites and ADHD. Results: Our MR analysis identified 20 plasma metabolites that conferred protective effects against the risk of ADHD, including dimethylglycine, 3-methoxytyramine sulfate, and adenosine 3’,5’-cyclic monophosphate (OR: 0.97–0.98). Additionally, 22 metabolites were associated with an increased risk of ADHD, including N-acetylneuraminate and 3-indoleglyoxylic acid (OR:1.01–1.03). Druggability evaluation showed that 12 of the ADHD-related metabolites have been targeted by pharmacological interventions. For example, doconexent has been used to increase the levels of docosahexaenoic acid. Our reverse MR analysis showed that genetic liability to ADHD may affect the abundance of 91 metabolites. Notably, several plasma metabolites had bidirectional causal associations with ADHD, including docosahexaenoate (DHA; 22:6n3), docosatrienoate (22:3n3), N1-methyladenosine, S-adenosylhomocysteine, and 4-allylcatechol sulfate. Conclusions: Our study supported a causal role of plasma metabolites in the susceptibility to ADHD, and the identified metabolites may provide a new avenue for the prevention and treatment of ADHD. Clinical trial number: Not applicable.

Original languageEnglish
Article number498
JournalBMC Psychiatry
Volume25
Issue number1
DOIs
StatePublished - Dec 2025

Keywords

  • Attention-deficit/hyperactivity disorder
  • Causal association
  • Mendelian randomization
  • Plasma metabolites

Fingerprint

Dive into the research topics of 'Exploring causal associations between plasma metabolites and attention-deficit/hyperactivity disorder'. Together they form a unique fingerprint.

Cite this