Literature DB >> 27015721

Development of an Objective Autism Risk Index Using Remote Eye Tracking.

Thomas W Frazier1, Eric W Klingemier2, Mary Beukemann2, Leslie Speer2, Leslie Markowitz2, Sumit Parikh3, Steven Wexberg4, Kimberly Giuliano4, Elaine Schulte4, Carol Delahunty4, Veena Ahuja5, Charis Eng6, Michael J Manos7, Antonio Y Hardan8, Eric A Youngstrom9, Mark S Strauss10.   

Abstract

OBJECTIVE: Abnormal eye gaze is a hallmark characteristic of autism spectrum disorder (ASD), and numerous studies have identified abnormal attention patterns in ASD. The primary aim of the present study was to create an objective, eye tracking-based autism risk index.
METHOD: In initial and replication studies, children were recruited after referral for comprehensive multidisciplinary evaluation of ASD and subsequently grouped by clinical consensus diagnosis (ASD n = 25/15, non-ASD n = 20/19 for initial/replication samples). Remote eye tracking was blinded to diagnosis and included multiple stimuli. Dwell times were recorded to each a priori-defined region of interest (ROI) and averaged across ROIs to create an autism risk index. Receiver operating characteristic curve analyses examined classification accuracy. Correlations with clinical measures evaluated whether the autism risk index was associated with autism symptom severity independent of language ability.
RESULTS: In both samples, the autism risk index had high diagnostic accuracy (area under the curve [AUC] = 0.91 and 0.85, 95% CIs = 0.81-0.98 and 0.71-0.96), was strongly associated with Autism Diagnostic Observation Schedule-Second Edition (ADOS-2) severity scores (r = 0.58 and 0.59, p < .001), and not significantly correlated with language ability (r ≤| -0.28|, p > .095).
CONCLUSION: The autism risk index may be a useful quantitative and objective measure of risk for autism in at-risk settings. Future research in larger samples is needed to cross-validate these findings. If validated and scaled for clinical use, this measure could inform clinical judgment regarding ASD diagnosis and track symptom improvements.
Copyright © 2016 American Academy of Child and Adolescent Psychiatry. Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  autism spectrum disorder; autism symptoms; objective measure; remote eye tracking; risk

Mesh:

Year:  2016        PMID: 27015721      PMCID: PMC4808563          DOI: 10.1016/j.jaac.2016.01.011

Source DB:  PubMed          Journal:  J Am Acad Child Adolesc Psychiatry        ISSN: 0890-8567            Impact factor:   8.829


  35 in total

1.  Gaze-fixation, brain activation, and amygdala volume in unaffected siblings of individuals with autism.

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2.  Self-reported autism symptoms in adults with autism spectrum disorders.

Authors:  Somer L Bishop; Marsha Mailick Seltzer
Journal:  J Autism Dev Disord       Date:  2012-11

Review 3.  Measuring the accuracy of diagnostic systems.

Authors:  J A Swets
Journal:  Science       Date:  1988-06-03       Impact factor: 47.728

4.  ppcor: An R Package for a Fast Calculation to Semi-partial Correlation Coefficients.

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Journal:  Commun Stat Appl Methods       Date:  2015-11-30

5.  Between a ROC and a hard place: decision making and making decisions about using the SCQ.

Authors:  Christina Corsello; Vanessa Hus; Andrew Pickles; Susan Risi; Edwin H Cook; Bennett L Leventhal; Catherine Lord
Journal:  J Child Psychol Psychiatry       Date:  2007-09       Impact factor: 8.982

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.  Validation of the social communication questionnaire in a population cohort of children with autism spectrum disorders.

Authors:  Susie Chandler; Tony Charman; Gillian Baird; Emily Simonoff; Tom Loucas; David Meldrum; Mimi Scott; Andrew Pickles
Journal:  J Am Acad Child Adolesc Psychiatry       Date:  2007-10       Impact factor: 8.829

8.  Demographic and clinical correlates of autism symptom domains and autism spectrum diagnosis.

Authors:  Thomas W Frazier; Eric A Youngstrom; Rebecca Embacher; Antonio Y Hardan; John N Constantino; Paul Law; Robert L Findling; Charis Eng
Journal:  Autism       Date:  2013-10-08

9.  Children with autism demonstrate circumscribed attention during passive viewing of complex social and nonsocial picture arrays.

Authors:  Noah J Sasson; Lauren M Turner-Brown; Tia N Holtzclaw; Kristen S L Lam; James W Bodfish
Journal:  Autism Res       Date:  2008-02       Impact factor: 5.216

Review 10.  Visual social attention in autism spectrum disorder: insights from eye tracking studies.

Authors:  Quentin Guillon; Nouchine Hadjikhani; Sophie Baduel; Bernadette Rogé
Journal:  Neurosci Biobehav Rev       Date:  2014-03-30       Impact factor: 8.989

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  10 in total

1.  Development and Validation of Objective and Quantitative Eye Tracking-Based Measures of Autism Risk and Symptom Levels.

Authors:  Thomas W Frazier; Eric W Klingemier; Sumit Parikh; Leslie Speer; Mark S Strauss; Charis Eng; Antonio Y Hardan; Eric A Youngstrom
Journal:  J Am Acad Child Adolesc Psychiatry       Date:  2018-09-13       Impact factor: 8.829

Review 2.  A Meta-Analysis of Gaze Differences to Social and Nonsocial Information Between Individuals With and Without Autism.

Authors:  Thomas W Frazier; Mark Strauss; Eric W Klingemier; Emily E Zetzer; Antonio Y Hardan; Charis Eng; Eric A Youngstrom
Journal:  J Am Acad Child Adolesc Psychiatry       Date:  2017-05-11       Impact factor: 8.829

3.  Saliva MicroRNA Differentiates Children With Autism From Peers With Typical and Atypical Development.

Authors:  Steven D Hicks; Randall L Carpenter; Kayla E Wagner; Rachel Pauley; Mark Barros; Cheryl Tierney-Aves; Sarah Barns; Cindy Dowd Greene; Frank A Middleton
Journal:  J Am Acad Child Adolesc Psychiatry       Date:  2019-03-27       Impact factor: 8.829

4.  Detection of Stereotypical Motor Movements in Autism using a Smartwatch-based System.

Authors:  Hillol Sarker; Allison Tam; Morgan Foreman; Nicholas Fay; Murtaza Dhuliawala; Amar Das
Journal:  AMIA Annu Symp Proc       Date:  2018-12-05

Review 5.  Gaze and social functioning associations in autism spectrum disorder: A systematic review and meta-analysis.

Authors:  Jacqueline A Riddiford; Peter G Enticott; Alex Lavale; Caroline Gurvich
Journal:  Autism Res       Date:  2022-05-20       Impact factor: 4.633

6.  Attend Less, Fear More: Elevated Distress to Social Threat in Toddlers With Autism Spectrum Disorder.

Authors:  Suzanne L Macari; Angelina Vernetti; Katarzyna Chawarska
Journal:  Autism Res       Date:  2020-12-07       Impact factor: 4.633

7.  Sensing Technologies for Autism Spectrum Disorder Screening and Intervention.

Authors:  John-John Cabibihan; Hifza Javed; Mohammed Aldosari; Thomas W Frazier; Haitham Elbashir
Journal:  Sensors (Basel)       Date:  2016-12-27       Impact factor: 3.576

8.  A Unique Visual Attention Profile Associated With the FMR1 Premutation.

Authors:  Molly Winston; Kritika Nayar; Emily Landau; Nell Maltman; John Sideris; Lili Zhou; Kevin Sharp; Elizabeth Berry-Kravis; Molly Losh
Journal:  Front Genet       Date:  2021-02-09       Impact factor: 4.772

Review 9.  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

10.  Computer-Aided Screening of Autism Spectrum Disorder: Eye-Tracking Study Using Data Visualization and Deep Learning.

Authors:  Federica Cilia; Romuald Carette; Mahmoud Elbattah; Gilles Dequen; Jean-Luc Guérin; Jérôme Bosche; Luc Vandromme; Barbara Le Driant
Journal:  JMIR Hum Factors       Date:  2021-10-25
  10 in total

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