# Mapping phenotypic and genetic relationships among irritability, depression and ADHD in adolescence using network analysis

**Authors:** Amy Shakeshaft, Luis C. Farhat, Charlotte A. Dennison, Olga Eyre, Olakunle Oginni, Michael C. O'Donovan, Argyris Stringaris, Ellen Leibenluft, Guilherme V. Polanczyk, Lucy Riglin, Anita Thapar

PMC · DOI: 10.1111/jcpp.70040 · Journal of Child Psychology and Psychiatry, and Allied Disciplines · 2025-09-20

## TL;DR

This study explores how irritability connects to depression, ADHD, and behavioral problems in adolescents using network analysis.

## Contribution

The study introduces a network analysis approach to map phenotypic and genetic relationships among irritability, depression, and ADHD.

## Key findings

- Irritability was most strongly linked to headstrong/hurtful ODD items, followed by ADHD and depression.
- Irritability acted as a key connector between ADHD and depression, as well as between ODD items and depression.
- Results were consistent across different assessments and confirmed in an independent cohort.

## Abstract

Irritability is a common reason for referral to child and adolescent mental health services. However, debate exists as to whether irritability is best conceptualised and treated as a feature of mood disorder, oppositional defiant disorder or a core symptom of ADHD.

We use network analyses to examine the relationships between adolescent irritability, headstrong/hurtful ODD items, depression and ADHD phenotypes, and polygenic scores (PGS) for depression and ADHD using the Avon Longitudinal Study of Parents and Children (ALSPAC). In primary analysis, irritability, depression, headstrong/hurtful ODD items and ADHD were defined using the Development and Well‐Being Assessment (DAWBA) at age 15. In secondary analysis, phenotypes were defined using the Short Mood and Feelings Questionnaire (SMFQ) and the Strengths and Difficulties Questionnaire (SDQ) ADHD and behavioural subscales at age 13. Finally, we tested for network replicability using confirmatory network analysis in the Millennium Cohort Study (MCS).

Results of network analyses using the DAWBA in ALSPAC indicated irritability was most strongly associated with headstrong/hurtful ODD items, followed by ADHD and depression. When including PGS, we observed an edge between irritability and depression PGS but not between irritability and ADHD PGS. Irritability appeared to be the primary pathway between ADHD and depression as well as between headstrong/hurtful ODD items and depression. Results were similar using SMFQ/SDQ in ALSPAC and confirmatory network analysis indicated excellent model fit in MCS.

Although irritability appears to be transdiagnostic, phenotypically, it was most strongly associated with headstrong/hurtful ODD items and broader behavioural problems, which favours the ICD‐11 approach of including irritability as a specifier of ODD. However, irritability appeared to be a key connector between both ADHD and behavioural problems to depression; thus, is important to monitor and treat in affected youth with ADHD or behavioural problems.

## Linked entities

- **Diseases:** depression (MONDO:0002050), ADHD (MONDO:0007743)

## Full-text entities

- **Diseases:** ADHD (MESH:D001289), Irritability (MESH:D001523), depression (MESH:D003866), ODD (MESH:C563160), mood disorder (MESH:D019964), oppositional defiant disorder (MESH:D019958)

## Full text

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## Figures

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## References

52 references — full list in the complete paper: https://tomesphere.com/paper/PMC12883585/full.md

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Source: https://tomesphere.com/paper/PMC12883585