Identification of attention-deficit hyperactivity disorder based on the complexity and symmetricity of pupil diameter

Abstract Adult attention-deficit/hyperactivity disorder (ADHD) frequently leads to psychological/social dysfunction if unaddressed. Identifying a reliable biomarker would assist the diagnosis of adult ADHD and ensure that adults with ADHD receive treatment. Pupil diameter can reflect inherent neural...

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Main Authors: Sou Nobukawa, Aya Shirama, Tetsuya Takahashi, Toshinobu Takeda, Haruhisa Ohta, Mitsuru Kikuchi, Akira Iwanami, Nobumasa Kato, Shigenobu Toda
Format: Article
Language:English
Published: Nature Publishing Group 2021-04-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-88191-x
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spelling doaj-113917d62b7046f2b8225d76206d489f2021-04-25T11:34:42ZengNature Publishing GroupScientific Reports2045-23222021-04-0111111410.1038/s41598-021-88191-xIdentification of attention-deficit hyperactivity disorder based on the complexity and symmetricity of pupil diameterSou Nobukawa0Aya Shirama1Tetsuya Takahashi2Toshinobu Takeda3Haruhisa Ohta4Mitsuru Kikuchi5Akira Iwanami6Nobumasa Kato7Shigenobu Toda8Department of Computer Science, Chiba Institute of TechnologyDepartment of Preventive Intervention for Psychiatric Disorders, National Institute of Mental Health, National Center of Neurology and PsychiatryResearch Center for Child Mental Development, Kanazawa UniversityFaculty of Letters, Ryukoku UniversityMedical Institute of Developmental Disabilities Research, Showa UniversityResearch Center for Child Mental Development, Kanazawa UniversityDepartment of Psychiatry School of Medicine, Showa UniversityMedical Institute of Developmental Disabilities Research, Showa UniversityDepartment of Psychiatry and Behavioral Science, Kanazawa UniversityAbstract Adult attention-deficit/hyperactivity disorder (ADHD) frequently leads to psychological/social dysfunction if unaddressed. Identifying a reliable biomarker would assist the diagnosis of adult ADHD and ensure that adults with ADHD receive treatment. Pupil diameter can reflect inherent neural activity and deficits of attention or arousal characteristic of ADHD. Furthermore, distinct profiles of the complexity and symmetricity of neural activity are associated with some psychiatric disorders. We hypothesized that analysing the relationship between the size, complexity of temporal patterns, and asymmetricity of pupil diameters will help characterize the nervous systems of adults with ADHD and that an identification method combining these features would ease the diagnosis of adult ADHD. To validate this hypothesis, we evaluated the resting state hippus in adult participants with or without ADHD by examining the pupil diameter and its temporal complexity using sample entropy and the asymmetricity of the left and right pupils using transfer entropy. We found that large pupil diameters and low temporal complexity and symmetry were associated with ADHD. Moreover, the combination of these factors by the classifier enhanced the accuracy of ADHD identification. These findings may contribute to the development of tools to diagnose adult ADHD.https://doi.org/10.1038/s41598-021-88191-x
collection DOAJ
language English
format Article
sources DOAJ
author Sou Nobukawa
Aya Shirama
Tetsuya Takahashi
Toshinobu Takeda
Haruhisa Ohta
Mitsuru Kikuchi
Akira Iwanami
Nobumasa Kato
Shigenobu Toda
spellingShingle Sou Nobukawa
Aya Shirama
Tetsuya Takahashi
Toshinobu Takeda
Haruhisa Ohta
Mitsuru Kikuchi
Akira Iwanami
Nobumasa Kato
Shigenobu Toda
Identification of attention-deficit hyperactivity disorder based on the complexity and symmetricity of pupil diameter
Scientific Reports
author_facet Sou Nobukawa
Aya Shirama
Tetsuya Takahashi
Toshinobu Takeda
Haruhisa Ohta
Mitsuru Kikuchi
Akira Iwanami
Nobumasa Kato
Shigenobu Toda
author_sort Sou Nobukawa
title Identification of attention-deficit hyperactivity disorder based on the complexity and symmetricity of pupil diameter
title_short Identification of attention-deficit hyperactivity disorder based on the complexity and symmetricity of pupil diameter
title_full Identification of attention-deficit hyperactivity disorder based on the complexity and symmetricity of pupil diameter
title_fullStr Identification of attention-deficit hyperactivity disorder based on the complexity and symmetricity of pupil diameter
title_full_unstemmed Identification of attention-deficit hyperactivity disorder based on the complexity and symmetricity of pupil diameter
title_sort identification of attention-deficit hyperactivity disorder based on the complexity and symmetricity of pupil diameter
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-04-01
description Abstract Adult attention-deficit/hyperactivity disorder (ADHD) frequently leads to psychological/social dysfunction if unaddressed. Identifying a reliable biomarker would assist the diagnosis of adult ADHD and ensure that adults with ADHD receive treatment. Pupil diameter can reflect inherent neural activity and deficits of attention or arousal characteristic of ADHD. Furthermore, distinct profiles of the complexity and symmetricity of neural activity are associated with some psychiatric disorders. We hypothesized that analysing the relationship between the size, complexity of temporal patterns, and asymmetricity of pupil diameters will help characterize the nervous systems of adults with ADHD and that an identification method combining these features would ease the diagnosis of adult ADHD. To validate this hypothesis, we evaluated the resting state hippus in adult participants with or without ADHD by examining the pupil diameter and its temporal complexity using sample entropy and the asymmetricity of the left and right pupils using transfer entropy. We found that large pupil diameters and low temporal complexity and symmetry were associated with ADHD. Moreover, the combination of these factors by the classifier enhanced the accuracy of ADHD identification. These findings may contribute to the development of tools to diagnose adult ADHD.
url https://doi.org/10.1038/s41598-021-88191-x
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