Literature DB >> 30097760

Applying Eye Tracking to Identify Autism Spectrum Disorder in Children.

Guobin Wan1, Xuejun Kong2, Binbin Sun1, Siyi Yu3, Yiheng Tu3, Joel Park3, Courtney Lang3, Madelyn Koh2, Zhen Wei1, Zhe Feng1, Yan Lin4, Jian Kong5.   

Abstract

Eye tracking (ET) holds potential for the early detection of autism spectrum disorder (ASD). To overcome the difficulties of working with young children, developing a short and informative paradigm is crucial for ET. We investigated the fixation times of 37 ASD and 37 typically developing (TD) children ages 4-6 watching a 10-second video of a female speaking. ASD children showed significant reductions in fixation time at six areas of interest. Furthermore, discriminant analysis revealed fixation times at the mouth and body could significantly discriminate ASD from TD with a classification accuracy of 85.1%, sensitivity of 86.5%, and specificity of 83.8%. Our study suggests that a short video clip may provide enough information to distinguish ASD from TD children.

Entities:  

Keywords:  Autism; Eye tracking; Face; Fixation time; Machine learning

Mesh:

Year:  2019        PMID: 30097760     DOI: 10.1007/s10803-018-3690-y

Source DB:  PubMed          Journal:  J Autism Dev Disord        ISSN: 0162-3257


  29 in total

1.  Gaze performance in children with autism spectrum disorder when observing communicative actions.

Authors:  Terje Falck-Ytter; Elisabeth Fernell; Asa Lundholm Hedvall; Claes von Hofsten; Christopher Gillberg
Journal:  J Autism Dev Disord       Date:  2012-10

2.  The role of face familiarity in eye tracking of faces by individuals with autism spectrum disorders.

Authors:  Lindsey Sterling; Geraldine Dawson; Sara Webb; Michael Murias; Jeffrey Munson; Heracles Panagiotides; Elizabeth Aylward
Journal:  J Autism Dev Disord       Date:  2008-02-28

3.  Speech disturbs face scanning in 6-month-old infants who develop autism spectrum disorder.

Authors:  Frederick Shic; Suzanne Macari; Katarzyna Chawarska
Journal:  Biol Psychiatry       Date:  2013-08-13       Impact factor: 13.382

Review 4.  Diagnostic procedures in autism spectrum disorders: a systematic literature review.

Authors:  Torbjörn Falkmer; Katie Anderson; Marita Falkmer; Chiara Horlin
Journal:  Eur Child Adolesc Psychiatry       Date:  2013-01-16       Impact factor: 4.785

5.  Gaze fixation and the neural circuitry of face processing in autism.

Authors:  Kim M Dalton; Brendon M Nacewicz; Tom Johnstone; Hillary S Schaefer; Morton Ann Gernsbacher; H H Goldsmith; Andrew L Alexander; Richard J Davidson
Journal:  Nat Neurosci       Date:  2005-03-06       Impact factor: 24.884

6.  Absence of preferential looking to the eyes of approaching adults predicts level of social disability in 2-year-old toddlers with autism spectrum disorder.

Authors:  Warren Jones; Katelin Carr; Ami Klin
Journal:  Arch Gen Psychiatry       Date:  2008-08

7.  Identification of neural connectivity signatures of autism using machine learning.

Authors:  Gopikrishna Deshpande; Lauren E Libero; Karthik R Sreenivasan; Hrishikesh D Deshpande; Rajesh K Kana
Journal:  Front Hum Neurosci       Date:  2013-10-17       Impact factor: 3.169

8.  Visual attention for social information and salivary oxytocin levels in preschool children with autism spectrum disorders: an eye-tracking study.

Authors:  Takashi X Fujisawa; Shiho Tanaka; Daisuke N Saito; Hirotaka Kosaka; Akemi Tomoda
Journal:  Front Neurosci       Date:  2014-09-17       Impact factor: 4.677

9.  Two-year-olds with autism orient to non-social contingencies rather than biological motion.

Authors:  Ami Klin; David J Lin; Phillip Gorrindo; Gordon Ramsay; Warren Jones
Journal:  Nature       Date:  2009-05-14       Impact factor: 49.962

10.  Eye tracking in early autism research.

Authors:  Terje Falck-Ytter; Sven Bölte; Gustaf Gredebäck
Journal:  J Neurodev Disord       Date:  2013-09-26       Impact factor: 4.025

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  11 in total

Review 1.  Towards a Multivariate Biomarker-Based Diagnosis of Autism Spectrum Disorder: Review and Discussion of Recent Advancements.

Authors:  Troy Vargason; Genevieve Grivas; Kathryn L Hollowood-Jones; Juergen Hahn
Journal:  Semin Pediatr Neurol       Date:  2020-03-05       Impact factor: 1.636

2.  Identifying Autism with Head Movement Features by Implementing Machine Learning Algorithms.

Authors:  Zhong Zhao; Zhipeng Zhu; Xiaobin Zhang; Haiming Tang; Jiayi Xing; Xinyao Hu; Jianping Lu; Xingda Qu
Journal:  J Autism Dev Disord       Date:  2021-07-11

3.  Predicting ASD Diagnosis in Children with Synthetic and Image-based Eye Gaze Data.

Authors:  Sidrah Liaqat; Chongruo Wu; Prashanth Reddy Duggirala; Sen-Ching Samson Cheung; Chen-Nee Chuah; Sally Ozonoff; Gregory Young
Journal:  Signal Process Image Commun       Date:  2021-02-16       Impact factor: 3.256

4.  Computer-aided autism diagnosis based on visual attention models using eye tracking.

Authors:  Jessica S Oliveira; Felipe O Franco; Mirian C Revers; Andréia F Silva; Joana Portolese; Helena Brentani; Ariane Machado-Lima; Fátima L S Nunes
Journal:  Sci Rep       Date:  2021-05-12       Impact factor: 4.379

Review 5.  Paving the Way toward Personalized Medicine: Current Advances and Challenges in Multi-OMICS Approach in Autism Spectrum Disorder for Biomarkers Discovery and Patient Stratification.

Authors:  Areej G Mesleh; Sara A Abdulla; Omar El-Agnaf
Journal:  J Pers Med       Date:  2021-01-13

Review 6.  Information and Communication Technologies to Support Early Screening of Autism Spectrum Disorder: A Systematic Review.

Authors:  Lorenzo Desideri; Patricia Pérez-Fuster; Gerardo Herrera
Journal:  Children (Basel)       Date:  2021-02-01

7.  Assessment of the Autism Spectrum Disorder Based on Machine Learning and Social Visual Attention: A Systematic Review.

Authors:  Maria Eleonora Minissi; Irene Alice Chicchi Giglioli; Fabrizia Mantovani; Mariano Alcañiz Raya
Journal:  J Autism Dev Disord       Date:  2021-06-08

8.  The Impaired Subcortical Pathway From Superior Colliculus to the Amygdala in Boys With Autism Spectrum Disorder.

Authors:  Yiting Huang; Mark Vangel; Helen Chen; Maya Eshel; Ming Cheng; Tao Lu; Jian Kong
Journal:  Front Integr Neurosci       Date:  2022-06-17

9.  Probiotics and oxytocin nasal spray as neuro-social-behavioral interventions for patients with autism spectrum disorders: a pilot randomized controlled trial protocol.

Authors:  Xue-Jun Kong; Jun Liu; Jing Li; Kenneth Kwong; Madelyn Koh; Piyawat Sukijthamapan; Jason J Guo; Zhenyu Jim Sun; Yiqing Song
Journal:  Pilot Feasibility Stud       Date:  2020-02-12

10.  Improving Early Identification and Access to Diagnosis of Autism Spectrum Disorder in Toddlers in a Culturally Diverse Community with the Rapid Interactive screening Test for Autism in Toddlers.

Authors:  Roula Choueiri; Asher Lindenbaum; Manasa Ravi; William Robsky; Julie Flahive; William Garrison
Journal:  J Autism Dev Disord       Date:  2021-01-09
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