Common and rare variant analyses implicate late-infancy cerebellar development and immune genes in ADHD

  • Yuanxin Zhong
  • , L. Baum
  • , Justin D. Tubbs
  • , Rui Ye
  • , Lu Hua Chen
  • , Tian Wu
  • , Se Fong Hung
  • , Chun Pan Tang
  • , Ting Pong Ho
  • , Robert Moyzis
  • , James Swanson
  • , Chi Chiu Lee*
  • , Pak C. Sham*
  • , Patrick W.L. Leung*
  • *Corresponding author for this work

Research output: Contribution to journalJournal articlepeer-review

Abstract

Objective: Attention-deficit hyperactivity disorder (ADHD) is a common neuropsychiatric disorder with a significant genetic component. The latest genome-wide association study (GWAS) meta-analysis of ADHD identified 27 whole-genome significant risk loci in the European population. However, genetic risk factors for ADHD are less well-characterized in the Asian population, especially for low-frequency / rare variants. 

Methods: In this study, we aimed to investigate the contributions of both common and low-frequency / rare variants to ADHD in a Hong Kong sample. Our sample comprised 279 cases and 432 controls who underwent genotyping using the Illumina Infinium Global Screening Array. We employed various analytical methods at different levels, while also leveraging multi-omics data and large-scale summary statistics to comprehensively analyze the genetic basis of ADHD. 

Results: We identified 41 potential genomic risk loci with a suggestive association (p < 1e−4), pointing to 111 candidate risk genes, which were enriched for genes differentially expressed during late infancy brain development. Furthermore, tissue enrichment analysis implicated the involvement of the cerebellum. At the polygenic level, we also discovered a strong genetic correlation with resting-state functional MRI connectivity of the cerebellum involved in the attention/central executive and subcortical-cerebellum networks. In addition, an accumulation of ADHD common-variant risks found in European ancestry samples was found to be significantly associated with ADHD in the current study. In low-frequency / rare variant analyses, we discovered the correlations between ADHD and collapsing effects of rare damaging variants in TEP1, MTMR10, DBH, TBCC, and ANO1. Based on biological and functional profiles of the potential risk genes and gene sets, both common and low-frequency / rare variant analyses demonstrated that ADHD genetic risk was associated with immune processes. 

Conclusions: These findings re-validate the abnormal development of the neural system in ADHD and extend the existing neuro-dysfunction hypothesis to a multi-system perspective. The current study identified convergent risk factors from common and low-frequency / rare variants, which implicates vulnerability in late-infancy brain development, affecting especially the cerebellum, and the involvement of immune processes.

Original languageEnglish
Article number34
Number of pages14
JournalJournal of Neurodevelopmental Disorders
Volume17
Issue number1
DOIs
Publication statusPublished - 20 Jun 2025

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

User-Defined Keywords

  • ADHD
  • Cerebellum
  • Common variant
  • Immune response
  • Late-infancy
  • Low-frequency / rare variant

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