Conceptual framework for data harmonisation in mental health using the International Classification of Functioning, Disability and Health: an example with the R2D2-MH consortium

Black, M. H., Buitelaar, J. K., Charman, T., Ecker, C., Gallagher, L., Hens, K., Jones, E. J., Murphy, D., Sadaka, Y., Schaer, M., Pourcain, B. S., Wolke, D., Bonnot-Briey, S., Bourgeron, T., & Bölte, S. (2024). Conceptual framework for data harmonisation in mental health using the International Classification of Functioning, Disability and Health: an example with the R2D2-MH consortium. BMJ Mental Health, 27(1), e301283. https://doi.org/10.1136/bmjment-2024-301283

Publication date: 1 Nov 2024 Added to AutiHub: 5 Jul 2026 Type: Article Article language: English

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Abstract

INTRODUCTION: Advancing research and support for neurologically diverse populations requires novel data harmonisation methods that are capable of aligning with contemporary approaches to understanding health and disability. OBJECTIVES: We present the International Classification of Functioning, Disability and Health (ICF) as a conceptual framework to support harmonisation of mental health data and present a proof of principle within the Risk and Resilience in Developmental Diversity and Mental Health (R2D2-MH) consortium. METHOD: 138 measures from various mental health datasets were linked to the ICF following the WHO's established linking rules. FINDINGS: Findings support the notion that the ICF can assist in the harmonisation of mental health data. The high level of shared ICF codes provides indications of where items may be readily harmonised to develop datasets that may align more readily with contemporary approaches to understanding health and disability. Although the linking process necessarily entails an element of subjectivity, the application of established rules can increase rigour and transparency of the harmonisation process. CONCLUSIONS: We present the first steps towards data harmonisation in mental health that is compatible with contemporary approaches in psychiatry, being more capable of capturing diversity and aligning with more transdiagnostic and neurodiversity-affirmative ways of understanding data. CLINICAL IMPLICATIONS: Our findings show promise, but future work is needed to address quantitative harmonisation. Similarly, issues related to the traditionally 'pathophysiological' frameworks that existing datasets are often embedded in can hinder the full potential of harmonisation based on the ICF.

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Among linked cited-author occurrences only. Across all cited-author occurrences: 52 / 273 (19.0%). Distinct linked cited authors not identified as autistic: 37 / 39 (94.9%).
  1. Inger van Steenoven , Dag Aarsland , Howard Hurtig , Alice Chen‐Plotkin , John E. Duda , Jacqueline Rick et al. (2014). Conversion between Mini‐Mental State Examination, Montreal Cognitive Assessment, and Dementia Rating Scale‐2 scores in Parkinson's disease . Movement Disorders, 29(14), 1809-1815. Wiley.
    Crossref OpenAlex OpenCitations
  2. Kamala Adhikari , Scott B Patten , Alka B Patel , Shahirose Premji , Suzanne Tough , Nicole Letourneau et al. (2021). Data Harmonization and Data Pooling from Cohort Studies: A Practical Approach for Data Management . International Journal of Population Data Science, 6(1), 1680-1680. Swansea University.
    Crossref OpenAlex
  3. Stephen Joseph , Shifra Sagy (2017). Positive Psychology in the Context of Salutogenesis . In The Handbook of Salutogenesis (pp. 83-88). Springer International Publishing.
    Crossref OpenAlex OpenCitations
  4. Felicia A. Huppert , Timothy T. C. So (2013). Flourishing Across Europe: Application of a New Conceptual Framework for Defining Well-Being . Social Indicators Research, 110(3), 837-861. Springer Science and Business Media LLC.
    Crossref OpenAlex OpenCitations
  5. I. Fortier , D. Doiron , P. Burton , P. Raina (2011). Invited Commentary: Consolidating Data Harmonization--How to Obtain Quality and Applicability? American Journal of Epidemiology, 174(3), 261-264. Oxford University Press (OUP).
    Crossref OpenAlex OpenCitations
  6. Felicia A Huppert (2009). Psychological Well‐being: Evidence Regarding its Causes and Consequences† . Applied Psychology: Health and Well-Being, 1(2), 137-164. Wiley.
    Crossref OpenAlex OpenCitations
  7. Ana Gómez-Carrillo , Vincent Paquin , Guillaume Dumas , Laurence J. Kirmayer (2023). Restoring the missing person to personalized medicine and precision psychiatry . Frontiers in Neuroscience, 17, 1041433-1041433. Frontiers Media SA.
    Crossref OpenAlex OpenCitations
  8. Duncan E. Astle , Joni Holmes , Rogier Kievit , Susan E. Gathercole (2022). Annual Research Review: The transdiagnostic revolution in neurodevelopmental disorders . Journal of Child Psychology and Psychiatry, 63(4), 397-417. Wiley.
    Crossref OpenAlex OpenCitations
  9. Alarcos Cieza , Szilvia Geyh , Somnath Chatterji , Nenad Kostanjsek , Bedirhan Üstün , Gerold Stucki (2005). ICF linking rules: an update based on lessons learned . Journal of Rehabilitation Medicine, 37(4), 212-218. Medical Journals Sweden AB.
    Crossref OpenAlex OpenCitations
  10. Sue Fletcher‐Watson (2022). Transdiagnostic research and the neurodiversity paradigm: commentary on the transdiagnostic revolution in neurodevelopmental disorders by Astle et al. Journal of Child Psychology and Psychiatry, 63(4), 418-420. Wiley.
    Crossref OpenAlex OpenCitations
  11. Mathieu Bastian , Sebastien Heymann , Mathieu Jacomy (2009). Gephi: An Open Source Software for Exploring and Manipulating Networks . Proceedings of the International AAAI Conference on Web and Social Media, 3(1), 361-362. Association for the Advancement of Artificial Intelligence (AAAI).
    Crossref OpenAlex OpenCitations
  12. Bruce N. Cuthbert (2022). Research Domain Criteria (RDoC): Progress and Potential . Current Directions in Psychological Science, 31(2), 107-114. SAGE Publications.
    Crossref OpenAlex OpenCitations
  13. Antonios Makropoulos , Emma C. Robinson , Andreas Schuh , Robert Wright , Sean Fitzgibbon , Jelena Bozek et al. (2018). The developing human connectome project: A minimal processing pipeline for neonatal cortical surface reconstruction . NeuroImage, 173, 88-112. Elsevier BV.
    Crossref OpenAlex OpenCitations
  14. Christine M. Freitag , Katrin Jensen , Leyla Elsuni , Michael Sachse , Beate Herpertz‐Dahlmann , Martin Schulte‐Rüther et al. (2016). Group‐based cognitive behavioural psychotherapy for children and adolescents with ASD: the randomized, multicentre, controlled SOSTA – net trial . Journal of Child Psychology and Psychiatry, 57(5), 596-605. Wiley.
    Crossref OpenAlex OpenCitations
  15. (n.d.). Armstrong T. Neurodiversity: Da Capo Lifelong Books. 2011.
    Type: Other
    Crossref
  16. Alarcos Cieza , Nora Fayed , Jerome Bickenbach , Birgit Prodinger (2019). Refinements of the ICF Linking Rules to strengthen their potential for establishing comparability of health information . Disability and Rehabilitation, 41(5), 574-583. Informa UK Limited.
    Crossref OpenAlex OpenCitations
  17. Corey L. M. Keyes (2002). The Mental Health Continuum: From Languishing to Flourishing in Life . Journal of Health and Social Behavior, 43(2), 207. SAGE Publications.
    Type: Article DOI: 10.2307/3090197 OpenAlex: https://openalex.org/W2332145281
    Crossref OpenAlex OpenCitations
  18. Isabel Fortier , Parminder Raina , Edwin R Van den Heuvel , Lauren E Griffith , Camille Craig , Matilda Saliba et al. (2016). Maelstrom Research guidelines for rigorous retrospective data harmonization . International Journal of Epidemiology, 46(1), dyw075. Oxford University Press (OUP).
    Crossref OpenAlex OpenCitations
  19. Christine Freitag (2014). Neurobiology and treatment of adolescent female conduct disorder: FemNAT-CD consortium: a new European cooperation . European Child & Adolescent Psychiatry, 23(8), 723-724. Springer Science and Business Media LLC.
    Crossref OpenAlex OpenCitations
  20. Sven Bölte (2023). A more holistic approach to autism using the International Classification of Functioning: The why, what, and how of functioning . Autism, 27(1), 3-6. SAGE Publications.
    Crossref OpenAlex OpenCitations
  21. Soheil Mahdi , Nadia Ronzano , Ane Knüppel , José Carlos Dias , Ayman Albdah , Lin Chien-Ho et al. (2018). An international clinical study of ability and disability in ADHD using the WHO-ICF framework . European Child & Adolescent Psychiatry, 27(10), 1305-1319. Springer Science and Business Media LLC.
    OpenAlex
  22. (n.d.). WHO. International classification of functioning, disability and health: ICF. World Health Organization; 2001.
    Type: Other
    Crossref
  23. Eva Loth , Tony Charman , Luke Mason , Julian Tillmann , Emily J.H. Jones , Caroline Wooldridge et al. (2017). The EU-AIMS Longitudinal European Autism Project (LEAP): design and methodologies to identify and validate stratification biomarkers for autism spectrum disorders . Molecular Autism, 8(1), 24. Springer Science and Business Media LLC.
    Crossref OpenAlex OpenCitations
  24. Sabine Grotkamp , Wolfgang Cibis , Silke Brüggemann , Michaela Coenen , Hans Peter Gmünder , Klaus Keller et al. (2020). Personal factors classification revisited: A proposal in the light of the biopsychosocial model of the World Health Organization (WHO) . The Australian Journal of Rehabilitation Counselling, 26(2), 73-91. Cambridge University Press (CUP).
    Crossref OpenAlex OpenCitations
  25. A David Edwards , Maggie E Redshaw , Nigel Kennea , Oliver Rivero-Arias , Nuria Gonzales-Cinca , Phumza Nongena et al. (2018). Effect of MRI on preterm infants and their families: a randomised trial with nested diagnostic and economic evaluation . Archives of Disease in Childhood - Fetal and Neonatal Edition, 103(1), F15-F21. BMJ.
    Crossref OpenAlex OpenCitations
  26. (n.d.). World Health Organization. International classification of functioning, disability and health: children and youth version: ICF-CY. 2007.
    Type: Other
    Crossref
  27. Janina Kitzerow , Matthes Hackbusch , Katrin Jensen , Meinhard Kieser , Michele Noterdaeme , Ulrike Fröhlich et al. (2020). Study protocol of the multi-centre, randomised controlled trial of the Frankfurt Early Intervention Programme A-FFIP versus early intervention as usual for toddlers and preschool children with Autism Spectrum Disorder (A-FFIP study) . Trials, 21(1), 217-217. Springer Science and Business Media LLC.
    Crossref OpenAlex OpenCitations
  28. Soheil Mahdi , Marisa Viljoen , Rafael Massuti , Melissa Selb , Omar Almodayfer , Sunil Karande et al. (2017). An international qualitative study of ability and disability in ADHD using the WHO-ICF framework . European Child & Adolescent Psychiatry, 26(10), 1219-1231. Springer Science and Business Media LLC.
    Crossref OpenAlex OpenCitations
  29. (n.d.). WHO. International Statistical Classification of Diseases and Related Health Problems. 11 Ed. World Health Organization, 2019.
    Type: Other
    Crossref
  30. (n.d.). Scott H. InteractiveVis: updated plugin and future development. 2016.
    Type: Other
    Crossref