Individual differences v. the average patient: Mapping the heterogeneity in ADHD using normative models

114Citations
Citations of this article
170Readers
Mendeley users who have this article in their library.

Abstract

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.

References Powered by Scopus

Voxel-based morphometry - The methods

7435Citations
N/AReaders
Get full text

A fast diffeomorphic image registration algorithm

6618Citations
N/AReaders
Get full text

Unified segmentation

6614Citations
N/AReaders
Get full text

Cited by Powered by Scopus

Conceptualizing mental disorders as deviations from normative functioning

196Citations
N/AReaders
Get full text

Systematic Review and Meta-analysis: Resting-State Functional Magnetic Resonance Imaging Studies of Attention-Deficit/Hyperactivity Disorder

102Citations
N/AReaders
Get full text

From pattern classification to stratification: towards conceptualizing the heterogeneity of Autism Spectrum Disorder

97Citations
N/AReaders
Get full text

Register to see more suggestions

Mendeley helps you to discover research relevant for your work.

Already have an account?

Cite

CITATION STYLE

APA

Wolfers, T., Beckmann, C. F., Hoogman, M., Buitelaar, J. K., Franke, B., & Marquand, A. F. (2019). Individual differences v. the average patient: Mapping the heterogeneity in ADHD using normative models. Psychological Medicine, 50(2), 314–323. https://doi.org/10.1017/S0033291719000084

Readers' Seniority

Tooltip

PhD / Post grad / Masters / Doc 61

69%

Researcher 19

22%

Professor / Associate Prof. 4

5%

Lecturer / Post doc 4

5%

Readers' Discipline

Tooltip

Psychology 28

37%

Neuroscience 27

36%

Medicine and Dentistry 11

15%

Computer Science 9

12%

Save time finding and organizing research with Mendeley

Sign up for free