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Individual differences v. the average patient: mapping the heterogeneity in ADHD using normative models
BACKGROUND: The present paper presents a fundamentally novel approach to model individual differences of persons with the same biologically heterogeneous mental disorder. Unlike prevalent case-control analyses, that assume a clear distinction between patient and control groups and thereby introducin...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cambridge University Press
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7083555/ https://www.ncbi.nlm.nih.gov/pubmed/30782224 http://dx.doi.org/10.1017/S0033291719000084 |
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author | Wolfers, Thomas Beckmann, Christian F. Hoogman, Martine Buitelaar, Jan K. Franke, Barbara Marquand, Andre F. |
author_facet | Wolfers, Thomas Beckmann, Christian F. Hoogman, Martine Buitelaar, Jan K. Franke, Barbara Marquand, Andre F. |
author_sort | Wolfers, Thomas |
collection | PubMed |
description | BACKGROUND: The present paper presents a fundamentally novel approach to model individual differences of persons with the same biologically heterogeneous mental disorder. Unlike prevalent case-control analyses, that assume a clear distinction between patient and control groups and thereby introducing the concept of an ‘average patient’, we describe each patient's biology individually, gaining insights into the different facets that characterize persistent attention-deficit/hyperactivity disorder (ADHD). METHODS: Using a normative modeling approach, we mapped inter-individual differences in reference to normative structural brain changes across the lifespan to examine the degree to which case-control analyses disguise differences between individuals. RESULTS: At the level of the individual, deviations from the normative model were frequent in persistent ADHD. However, the overlap of more than 2% between participants with ADHD was only observed in few brain loci. On average, participants with ADHD showed significantly reduced gray matter in the cerebellum and hippocampus compared to healthy individuals. While the case-control differences were in line with the literature on ADHD, individuals with ADHD only marginally reflected these group differences. CONCLUSIONS: Case-control comparisons, disguise inter-individual differences in brain biology in individuals with persistent ADHD. The present results show that the ‘average ADHD patient’ has limited informative value, providing the first evidence for the necessity to explore different biological facets of ADHD at the level of the individual and practical means to achieve this end. |
format | Online Article Text |
id | pubmed-7083555 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Cambridge University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-70835552020-03-25 Individual differences v. the average patient: mapping the heterogeneity in ADHD using normative models Wolfers, Thomas Beckmann, Christian F. Hoogman, Martine Buitelaar, Jan K. Franke, Barbara Marquand, Andre F. Psychol Med Original Articles BACKGROUND: The present paper presents a fundamentally novel approach to model individual differences of persons with the same biologically heterogeneous mental disorder. Unlike prevalent case-control analyses, that assume a clear distinction between patient and control groups and thereby introducing the concept of an ‘average patient’, we describe each patient's biology individually, gaining insights into the different facets that characterize persistent attention-deficit/hyperactivity disorder (ADHD). METHODS: Using a normative modeling approach, we mapped inter-individual differences in reference to normative structural brain changes across the lifespan to examine the degree to which case-control analyses disguise differences between individuals. RESULTS: At the level of the individual, deviations from the normative model were frequent in persistent ADHD. However, the overlap of more than 2% between participants with ADHD was only observed in few brain loci. On average, participants with ADHD showed significantly reduced gray matter in the cerebellum and hippocampus compared to healthy individuals. While the case-control differences were in line with the literature on ADHD, individuals with ADHD only marginally reflected these group differences. CONCLUSIONS: Case-control comparisons, disguise inter-individual differences in brain biology in individuals with persistent ADHD. The present results show that the ‘average ADHD patient’ has limited informative value, providing the first evidence for the necessity to explore different biological facets of ADHD at the level of the individual and practical means to achieve this end. Cambridge University Press 2019-02-14 /pmc/articles/PMC7083555/ /pubmed/30782224 http://dx.doi.org/10.1017/S0033291719000084 Text en © Cambridge University Press 2019 http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Articles Wolfers, Thomas Beckmann, Christian F. Hoogman, Martine Buitelaar, Jan K. Franke, Barbara Marquand, Andre F. Individual differences v. the average patient: mapping the heterogeneity in ADHD using normative models |
title | Individual differences v. the average patient: mapping the heterogeneity in ADHD using normative models |
title_full | Individual differences v. the average patient: mapping the heterogeneity in ADHD using normative models |
title_fullStr | Individual differences v. the average patient: mapping the heterogeneity in ADHD using normative models |
title_full_unstemmed | Individual differences v. the average patient: mapping the heterogeneity in ADHD using normative models |
title_short | Individual differences v. the average patient: mapping the heterogeneity in ADHD using normative models |
title_sort | individual differences v. the average patient: mapping the heterogeneity in adhd using normative models |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7083555/ https://www.ncbi.nlm.nih.gov/pubmed/30782224 http://dx.doi.org/10.1017/S0033291719000084 |
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