Skip to main content
Top
Published in: Molecular Autism 1/2018

Open Access 01-12-2018 | Research

The geometric preference subtype in ASD: identifying a consistent, early-emerging phenomenon through eye tracking

Authors: Adrienne Moore, Madeline Wozniak, Andrew Yousef, Cindy Carter Barnes, Debra Cha, Eric Courchesne, Karen Pierce

Published in: Molecular Autism | Issue 1/2018

Login to get access

Abstract

Background

The wide range of ability and disability in ASD creates a need for tools that parse the phenotypic heterogeneity into meaningful subtypes. Using eye tracking, our past studies revealed that when presented with social and geometric images, a subset of ASD toddlers preferred viewing geometric images, and these toddlers also had greater symptom severity than ASD toddlers with greater social attention. This study tests whether this “GeoPref test” effect would generalize across different social stimuli.

Methods

Two hundred and twenty-seven toddlers (76 ASD) watched a 90-s video, the Complex Social GeoPref test, of dynamic geometric images paired with social images of children interacting and moving. Proportion of visual fixation time and number of saccades per second to both images were calculated. To allow for cross-paradigm comparisons, a subset of 126 toddlers also participated in the original GeoPref test. Measures of cognitive and social functioning (MSEL, ADOS, VABS) were collected and related to eye tracking data. To examine utility as a diagnostic indicator to detect ASD toddlers, validation statistics (e.g., sensitivity, specificity, ROC, AUC) were calculated for the Complex Social GeoPref test alone and when combined with the original GeoPref test.

Results

ASD toddlers spent a significantly greater amount of time viewing geometric images than any other diagnostic group. Fixation patterns from ASD toddlers who participated in both tests revealed a significant correlation, supporting the idea that these tests identify a phenotypically meaningful ASD subgroup. Combined use of both original and Complex Social GeoPref tests identified a subgroup of about 1 in 3 ASD toddlers from the “GeoPref” subtype (sensitivity 35%, specificity 94%, AUC 0.75.) Replicating our previous studies, more time looking at geometric images was associated with significantly greater ADOS symptom severity.

Conclusions

Regardless of the complexity of the social images used (low in the original GeoPref test vs high in the new Complex Social GeoPref test), eye tracking of toddlers can accurately identify a specific ASD “GeoPref” subtype with elevated symptom severity. The GeoPref tests are predictive of ASD at the individual subject level and thus potentially useful for various clinical applications (e.g., early identification, prognosis, or development of subtype-specific treatments).
Appendix
Available only for authorised users
Literature
1.
go back to reference Walsh P, et al. In search of biomarkers for autism: scientific, social and ethical challenges. Nat Rev Neurosci. 2011;12(10):603–12.CrossRefPubMed Walsh P, et al. In search of biomarkers for autism: scientific, social and ethical challenges. Nat Rev Neurosci. 2011;12(10):603–12.CrossRefPubMed
2.
go back to reference Tager-Flusberg H, Kasari C. Minimally verbal school-aged children with autism spectrum disorder: the neglected end of the spectrum. Autism Res. 2013;6(6):468–78.CrossRefPubMed Tager-Flusberg H, Kasari C. Minimally verbal school-aged children with autism spectrum disorder: the neglected end of the spectrum. Autism Res. 2013;6(6):468–78.CrossRefPubMed
3.
go back to reference Bal VH, et al. Daily living skills in individuals with autism spectrum disorder from 2 to 21 years of age. Autism. 2015;19(7):774–84.CrossRefPubMed Bal VH, et al. Daily living skills in individuals with autism spectrum disorder from 2 to 21 years of age. Autism. 2015;19(7):774–84.CrossRefPubMed
5.
go back to reference Dawson G, et al. Early behavioral intervention is associated with normalized brain activity in young children with autism. J Am Acad Child Adolesc Psychiatry. 2012;51(11):1150–9.CrossRefPubMedPubMedCentral Dawson G, et al. Early behavioral intervention is associated with normalized brain activity in young children with autism. J Am Acad Child Adolesc Psychiatry. 2012;51(11):1150–9.CrossRefPubMedPubMedCentral
6.
go back to reference Dawson G, et al. Randomized, controlled trial of an intervention for toddlers with autism: the early start Denver model. Pediatrics. 2010;125(1):e17–23.CrossRefPubMed Dawson G, et al. Randomized, controlled trial of an intervention for toddlers with autism: the early start Denver model. Pediatrics. 2010;125(1):e17–23.CrossRefPubMed
7.
go back to reference Anderson DK, Liang JW, Lord C. Predicting young adult outcome among more and less cognitively able individuals with autism spectrum disorders. J Child Psychol Psychiatry. 2014;55(5):485–94.CrossRefPubMed Anderson DK, Liang JW, Lord C. Predicting young adult outcome among more and less cognitively able individuals with autism spectrum disorders. J Child Psychol Psychiatry. 2014;55(5):485–94.CrossRefPubMed
8.
go back to reference Bauman ML, Kemper TL. Neuroanatomic observations of the brain in autism: a review and future directions. Int J Dev Neurosci. 2005;23(2–3):183–7.CrossRefPubMed Bauman ML, Kemper TL. Neuroanatomic observations of the brain in autism: a review and future directions. Int J Dev Neurosci. 2005;23(2–3):183–7.CrossRefPubMed
9.
go back to reference Anderson GM. Autism biomarkers: challenges, pitfalls and possibilities. J Autism Dev Disord. 2015;45(4):1103–13.CrossRefPubMed Anderson GM. Autism biomarkers: challenges, pitfalls and possibilities. J Autism Dev Disord. 2015;45(4):1103–13.CrossRefPubMed
11.
go back to reference Shic F, Macari S, Chawarska K. Speech disturbs face scanning in 6-month-old infants who develop autism spectrum disorder. Biol Psychiatry. 2014;75(3):231–7.CrossRefPubMed Shic F, Macari S, Chawarska K. Speech disturbs face scanning in 6-month-old infants who develop autism spectrum disorder. Biol Psychiatry. 2014;75(3):231–7.CrossRefPubMed
12.
13.
go back to reference Chawarska K, Macari S, Shic F. Decreased spontaneous attention to social scenes in 6-month-old infants later diagnosed with autism spectrum disorders. Biol Psychiatry. 2013;74(3):195–203.CrossRefPubMedPubMedCentral Chawarska K, Macari S, Shic F. Decreased spontaneous attention to social scenes in 6-month-old infants later diagnosed with autism spectrum disorders. Biol Psychiatry. 2013;74(3):195–203.CrossRefPubMedPubMedCentral
14.
go back to reference Christensen DL, Baio J, Van Naarden Braun K, Bilder D, Charles J, Constantino JN, Daniels J, Durkin MS, Fitzgerald RT, Kurzius-Spencer M, Lee LC, Pettygrove S, Robinson C, Schulz E, Wells C, Wingate MS, Zahorodny W, Yeargin-Allsopp M. Prevalence and characteristics of autism spectrum disorder among children aged 8 years--autism and developmental disabilities monitoring network, 11 sites, United States, 2012. Centers for Disease Control and Prevention (CDC): MMWR. Surveillance Summaries; 2016. Christensen DL, Baio J, Van Naarden Braun K, Bilder D, Charles J, Constantino JN, Daniels J, Durkin MS, Fitzgerald RT, Kurzius-Spencer M, Lee LC, Pettygrove S, Robinson C, Schulz E, Wells C, Wingate MS, Zahorodny W, Yeargin-Allsopp M. Prevalence and characteristics of autism spectrum disorder among children aged 8 years--autism and developmental disabilities monitoring network, 11 sites, United States, 2012. Centers for Disease Control and Prevention (CDC): MMWR. Surveillance Summaries; 2016.
15.
go back to reference Kapur S, Phillips AG, Insel TR. Why has it taken so long for biological psychiatry to develop clinical tests and what to do about it? Mol Psychiatry. 2012;17(12):1174–9.CrossRefPubMed Kapur S, Phillips AG, Insel TR. Why has it taken so long for biological psychiatry to develop clinical tests and what to do about it? Mol Psychiatry. 2012;17(12):1174–9.CrossRefPubMed
16.
go back to reference Insel TR. The NIMH Research Domain Criteria (RDoC) project: precision medicine for psychiatry. Am J Psychiatry. 2014;171(4):395–7.CrossRefPubMed Insel TR. The NIMH Research Domain Criteria (RDoC) project: precision medicine for psychiatry. Am J Psychiatry. 2014;171(4):395–7.CrossRefPubMed
17.
go back to reference Bolte S, et al. How can clinicians detect and treat autism early? Methodological trends of technology use in research. Acta Paediatr. 2016;105(2):137–44.CrossRefPubMed Bolte S, et al. How can clinicians detect and treat autism early? Methodological trends of technology use in research. Acta Paediatr. 2016;105(2):137–44.CrossRefPubMed
18.
go back to reference Gredebäck G, Johnson S, von Hofsten C. Eye tracking in infancy research. Dev Neuropsychol. 2010;35(1):1–19.CrossRefPubMed Gredebäck G, Johnson S, von Hofsten C. Eye tracking in infancy research. Dev Neuropsychol. 2010;35(1):1–19.CrossRefPubMed
19.
go back to reference Rommelse NN, Van der Stigchel S, Sergeant JA. A review on eye movement studies in childhood and adolescent psychiatry. Brain Cogn. 2008;68(3):391–414.CrossRefPubMed Rommelse NN, Van der Stigchel S, Sergeant JA. A review on eye movement studies in childhood and adolescent psychiatry. Brain Cogn. 2008;68(3):391–414.CrossRefPubMed
21.
go back to reference Sacrey LA, et al. Impairments to visual disengagement in autism spectrum disorder: a review of experimental studies from infancy to adulthood. Neurosci Biobehav Rev. 2014;47:559–77.CrossRefPubMed Sacrey LA, et al. Impairments to visual disengagement in autism spectrum disorder: a review of experimental studies from infancy to adulthood. Neurosci Biobehav Rev. 2014;47:559–77.CrossRefPubMed
23.
go back to reference Insel TR. Translating scientific opportunity into public health impact: a strategic plan for research on mental illness. Arch Gen Psychiatry. 2009;66(2):128–33.CrossRefPubMed Insel TR. Translating scientific opportunity into public health impact: a strategic plan for research on mental illness. Arch Gen Psychiatry. 2009;66(2):128–33.CrossRefPubMed
24.
25.
go back to reference Shic F, et al. Limited activity monitoring in toddlers with autism spectrum disorder. Brain Res. 2011;1380:246–54.CrossRefPubMed Shic F, et al. Limited activity monitoring in toddlers with autism spectrum disorder. Brain Res. 2011;1380:246–54.CrossRefPubMed
26.
go back to reference Chawarska K, Shic F. Looking but not seeing: atypical visual scanning and recognition of faces in 2 and 4-year-old children with autism spectrum disorder. J Autism Dev Disord. 2009;39(12):1663–72.CrossRefPubMedPubMedCentral Chawarska K, Shic F. Looking but not seeing: atypical visual scanning and recognition of faces in 2 and 4-year-old children with autism spectrum disorder. J Autism Dev Disord. 2009;39(12):1663–72.CrossRefPubMedPubMedCentral
27.
28.
go back to reference Bedford R, et al. Precursors to social and communication difficulties in infants at-risk for autism: gaze following and attentional engagement. J Autism Dev Disord. 2012;42(10):2208–18.CrossRefPubMed Bedford R, et al. Precursors to social and communication difficulties in infants at-risk for autism: gaze following and attentional engagement. J Autism Dev Disord. 2012;42(10):2208–18.CrossRefPubMed
29.
go back to reference Carpenter M, Nagell K, Tomasello M. Social cognition, joint attention, and communicative competence from 9 to 15 months of age. Monogr Soc Res Child Dev. 1998;63(4):i–vi. 1-143CrossRefPubMed Carpenter M, Nagell K, Tomasello M. Social cognition, joint attention, and communicative competence from 9 to 15 months of age. Monogr Soc Res Child Dev. 1998;63(4):i–vi. 1-143CrossRefPubMed
30.
go back to reference Charman T. Why is joint attention a pivotal skill in autism? Philos Trans R Soc Lond Ser B Biol Sci. 2003;358(1430):315–24.CrossRef Charman T. Why is joint attention a pivotal skill in autism? Philos Trans R Soc Lond Ser B Biol Sci. 2003;358(1430):315–24.CrossRef
31.
go back to reference Jones W, Carr K, Klin A. Absence of preferential looking to the eyes of approaching adults predicts level of social disability in 2-year-old toddlers with autism spectrum disorder. Arch Gen Psychiatry. 2008;65(8):946–54.CrossRefPubMed Jones W, Carr K, Klin A. Absence of preferential looking to the eyes of approaching adults predicts level of social disability in 2-year-old toddlers with autism spectrum disorder. Arch Gen Psychiatry. 2008;65(8):946–54.CrossRefPubMed
32.
go back to reference Keehn B, Muller RA, Townsend J. Atypical attentional networks and the emergence of autism. Neurosci Biobehav Rev. 2013;37(2):164–83.CrossRefPubMed Keehn B, Muller RA, Townsend J. Atypical attentional networks and the emergence of autism. Neurosci Biobehav Rev. 2013;37(2):164–83.CrossRefPubMed
33.
go back to reference Elsabbagh M, et al. Social and attention factors during infancy and the later emergence of autism characteristics. Prog Brain Res. 2011;189:195–207.CrossRefPubMed Elsabbagh M, et al. Social and attention factors during infancy and the later emergence of autism characteristics. Prog Brain Res. 2011;189:195–207.CrossRefPubMed
34.
go back to reference Bedford R, et al. Additive effects of social and non-social attention during infancy relate to later autism spectrum disorder. Dev Sci. 2014;17(4):612–20.CrossRefPubMedPubMedCentral Bedford R, et al. Additive effects of social and non-social attention during infancy relate to later autism spectrum disorder. Dev Sci. 2014;17(4):612–20.CrossRefPubMedPubMedCentral
35.
go back to reference Murza KA, et al. Joint attention interventions for children with autism spectrum disorder: a systematic review and meta-analysis. Int J Lang Commun Disord. 2016;51(3):236–51.CrossRefPubMed Murza KA, et al. Joint attention interventions for children with autism spectrum disorder: a systematic review and meta-analysis. Int J Lang Commun Disord. 2016;51(3):236–51.CrossRefPubMed
36.
go back to reference Chawarska K, Macari S, Shic F. Context modulates attention to social scenes in toddlers with autism. J Child Psychol Psychiatry. 2012;53(8):903–13.CrossRefPubMed Chawarska K, Macari S, Shic F. Context modulates attention to social scenes in toddlers with autism. J Child Psychol Psychiatry. 2012;53(8):903–13.CrossRefPubMed
37.
go back to reference Guillon Q, et al. Visual social attention in autism spectrum disorder: insights from eye tracking studies. Neurosci Biobehav Rev. 2014;42:279–97.CrossRefPubMed Guillon Q, et al. Visual social attention in autism spectrum disorder: insights from eye tracking studies. Neurosci Biobehav Rev. 2014;42:279–97.CrossRefPubMed
38.
go back to reference Pierce K, et al. Preference for geometric patterns early in life as a risk factor for autism. Arch Gen Psychiatry. 2011;68(1):101–9.CrossRefPubMed Pierce K, et al. Preference for geometric patterns early in life as a risk factor for autism. Arch Gen Psychiatry. 2011;68(1):101–9.CrossRefPubMed
39.
go back to reference Pierce K, et al. Eye tracking reveals abnormal visual preference for geometric images as an early biomarker of an autism spectrum disorder subtype associated with increased symptom severity. Biol Psychiatry. 2016;79(8):657–66.CrossRefPubMed Pierce K, et al. Eye tracking reveals abnormal visual preference for geometric images as an early biomarker of an autism spectrum disorder subtype associated with increased symptom severity. Biol Psychiatry. 2016;79(8):657–66.CrossRefPubMed
40.
go back to reference Hadjikhani N, et al. Abnormal activation of the social brain during face perception in autism. Hum Brain Mapp. 2007;28(5):441–9.CrossRefPubMed Hadjikhani N, et al. Abnormal activation of the social brain during face perception in autism. Hum Brain Mapp. 2007;28(5):441–9.CrossRefPubMed
41.
go back to reference Grossman ED, Blake R. Brain areas active during visual perception of biological motion. Neuron. 2002;35(6):1167–75.CrossRefPubMed Grossman ED, Blake R. Brain areas active during visual perception of biological motion. Neuron. 2002;35(6):1167–75.CrossRefPubMed
42.
go back to reference Lloyd-Fox S, et al. Selective cortical mapping of biological motion processing in young infants. J Cogn Neurosci. 2011;23(9):2521–32.CrossRefPubMed Lloyd-Fox S, et al. Selective cortical mapping of biological motion processing in young infants. J Cogn Neurosci. 2011;23(9):2521–32.CrossRefPubMed
43.
go back to reference Chita-Tegmark M. Social attention in ASD: a review and meta-analysis of eye-tracking studies. Res Dev Disabil. 2016;48:79–93.CrossRefPubMed Chita-Tegmark M. Social attention in ASD: a review and meta-analysis of eye-tracking studies. Res Dev Disabil. 2016;48:79–93.CrossRefPubMed
44.
45.
go back to reference Wetherby AM, et al. Validation of the Infant-Toddler Checklist as a broadband screener for autism spectrum disorders from 9 to 24 months of age. Autism. 2008;12(5):487–511.CrossRefPubMedPubMedCentral Wetherby AM, et al. Validation of the Infant-Toddler Checklist as a broadband screener for autism spectrum disorders from 9 to 24 months of age. Autism. 2008;12(5):487–511.CrossRefPubMedPubMedCentral
46.
go back to reference Luyster R, et al. The Autism Diagnostic Observation Schedule-Toddler Module: a new module of a standardized diagnostic measure for autism spectrum disorders. J Autism Dev Disord. 2009;39(9):1305–20.CrossRefPubMedPubMedCentral Luyster R, et al. The Autism Diagnostic Observation Schedule-Toddler Module: a new module of a standardized diagnostic measure for autism spectrum disorders. J Autism Dev Disord. 2009;39(9):1305–20.CrossRefPubMedPubMedCentral
47.
go back to reference Mullen E. Mullen Scales of Early Learning. Circle Pines: American Guidance Service; 1995. Mullen E. Mullen Scales of Early Learning. Circle Pines: American Guidance Service; 1995.
48.
go back to reference Sparrow S. Vineland Adaptive Behavior Scales: Survey Form Manual, D. Balla, Editor. Circle Pines, MN: American Guidance Service; 1984. Sparrow S. Vineland Adaptive Behavior Scales: Survey Form Manual, D. Balla, Editor. Circle Pines, MN: American Guidance Service; 1984.
49.
go back to reference Accuracy and precision test method for remote eye trackers. 2011 [cited Accessed 18 Feb 2017. Accuracy and precision test method for remote eye trackers. 2011 [cited Accessed 18 Feb 2017.
50.
go back to reference Wass SV, Smith TJ, Johnson MH. Parsing eye-tracking data of variable quality to provide accurate fixation duration estimates in infants and adults. Behav Res Methods. 2013;45(1):229–50.CrossRefPubMed Wass SV, Smith TJ, Johnson MH. Parsing eye-tracking data of variable quality to provide accurate fixation duration estimates in infants and adults. Behav Res Methods. 2013;45(1):229–50.CrossRefPubMed
51.
go back to reference Pashler H, Wagenmakers EJ. Editors’ introduction to the special section on replicability in psychological science: a crisis of confidence? Perspect Psychol Sci. 2012;7(6):528–30.CrossRefPubMed Pashler H, Wagenmakers EJ. Editors’ introduction to the special section on replicability in psychological science: a crisis of confidence? Perspect Psychol Sci. 2012;7(6):528–30.CrossRefPubMed
52.
go back to reference Begley CG, Ellis LM. Drug development: raise standards for preclinical cancer research. Nature. 2012;483(7391):531–3.CrossRefPubMed Begley CG, Ellis LM. Drug development: raise standards for preclinical cancer research. Nature. 2012;483(7391):531–3.CrossRefPubMed
53.
go back to reference Franchini M, et al. Brief report: a preference for biological motion predicts a reduction in symptom severity 1 year later in preschoolers with autism spectrum disorders. Front Psychiatry. 2016;7:143.PubMedPubMedCentral Franchini M, et al. Brief report: a preference for biological motion predicts a reduction in symptom severity 1 year later in preschoolers with autism spectrum disorders. Front Psychiatry. 2016;7:143.PubMedPubMedCentral
56.
go back to reference Rossi J, Newschaffer C, Yudell M. Autism spectrum disorders, risk communication, and the problem of inadvertent harm. Kennedy Inst Ethics J. 2013;23(2):105–38.CrossRefPubMed Rossi J, Newschaffer C, Yudell M. Autism spectrum disorders, risk communication, and the problem of inadvertent harm. Kennedy Inst Ethics J. 2013;23(2):105–38.CrossRefPubMed
57.
go back to reference Sheldrick RC, et al. Thresholds and accuracy in screening tools for early detection of psychopathology. J Child Psychol Psychiatry. 2015;56(9):936–48.CrossRefPubMedPubMedCentral Sheldrick RC, et al. Thresholds and accuracy in screening tools for early detection of psychopathology. J Child Psychol Psychiatry. 2015;56(9):936–48.CrossRefPubMedPubMedCentral
58.
go back to reference Wissow LS, et al. Universal mental health screening in pediatric primary care: a systematic review. J Am Acad Child Adolesc Psychiatry. 2013;52(11):1134–47. e23CrossRefPubMedPubMedCentral Wissow LS, et al. Universal mental health screening in pediatric primary care: a systematic review. J Am Acad Child Adolesc Psychiatry. 2013;52(11):1134–47. e23CrossRefPubMedPubMedCentral
59.
go back to reference Jack A, Pelphrey KA. Annual research review: understudied populations within the autism spectrum—current trends and future directions in neuroimaging research. J Child Psychol Psychiatry. 2017;58(4):411–35.CrossRefPubMed Jack A, Pelphrey KA. Annual research review: understudied populations within the autism spectrum—current trends and future directions in neuroimaging research. J Child Psychol Psychiatry. 2017;58(4):411–35.CrossRefPubMed
61.
62.
go back to reference Amodio DM, Frith CD. Meeting of minds: the medial frontal cortex and social cognition. Nat Rev Neurosci. 2006;7(4):268–77.CrossRefPubMed Amodio DM, Frith CD. Meeting of minds: the medial frontal cortex and social cognition. Nat Rev Neurosci. 2006;7(4):268–77.CrossRefPubMed
63.
go back to reference Courchesne E, Pierce K. Why the frontal cortex in autism might be talking only to itself: local over-connectivity but long-distance disconnection. Curr Opin Neurobiol. 2005;15(2):225–30.CrossRefPubMed Courchesne E, Pierce K. Why the frontal cortex in autism might be talking only to itself: local over-connectivity but long-distance disconnection. Curr Opin Neurobiol. 2005;15(2):225–30.CrossRefPubMed
65.
66.
go back to reference Bertone A, et al. Enhanced and diminished visuo-spatial information processing in autism depends on stimulus complexity. Brain. 2005;128(Pt 10):2430–41.CrossRefPubMed Bertone A, et al. Enhanced and diminished visuo-spatial information processing in autism depends on stimulus complexity. Brain. 2005;128(Pt 10):2430–41.CrossRefPubMed
67.
go back to reference Perreault A, et al. Behavioral evidence for a functional link between low- and mid-level visual perception in the autism spectrum. Neuropsychologia. 2015;77:380–6.CrossRefPubMed Perreault A, et al. Behavioral evidence for a functional link between low- and mid-level visual perception in the autism spectrum. Neuropsychologia. 2015;77:380–6.CrossRefPubMed
68.
go back to reference Moriuchi JM, Klin A, Jones W. Mechanisms of diminished attention to eyes in autism. Am J Psychiatry. 2017;174(1):26–35.CrossRefPubMed Moriuchi JM, Klin A, Jones W. Mechanisms of diminished attention to eyes in autism. Am J Psychiatry. 2017;174(1):26–35.CrossRefPubMed
69.
go back to reference Shen MD, et al. Functional connectivity of the amygdala is disrupted in preschool-aged children with autism spectrum disorder. J Am Acad Child Adolesc Psychiatry. 2016;55(9):817–24.CrossRefPubMedPubMedCentral Shen MD, et al. Functional connectivity of the amygdala is disrupted in preschool-aged children with autism spectrum disorder. J Am Acad Child Adolesc Psychiatry. 2016;55(9):817–24.CrossRefPubMedPubMedCentral
70.
go back to reference Kleinhans NM, et al. Association between amygdala response to emotional faces and social anxiety in autism spectrum disorders. Neuropsychologia. 2010;48(12):3665–70.CrossRefPubMedPubMedCentral Kleinhans NM, et al. Association between amygdala response to emotional faces and social anxiety in autism spectrum disorders. Neuropsychologia. 2010;48(12):3665–70.CrossRefPubMedPubMedCentral
71.
72.
go back to reference Fischer J, et al. Unimpaired attentional disengagement in toddlers with autism spectrum disorder. Dev Sci. 2016;19(6):1095–103.CrossRefPubMed Fischer J, et al. Unimpaired attentional disengagement in toddlers with autism spectrum disorder. Dev Sci. 2016;19(6):1095–103.CrossRefPubMed
Metadata
Title
The geometric preference subtype in ASD: identifying a consistent, early-emerging phenomenon through eye tracking
Authors
Adrienne Moore
Madeline Wozniak
Andrew Yousef
Cindy Carter Barnes
Debra Cha
Eric Courchesne
Karen Pierce
Publication date
01-12-2018
Publisher
BioMed Central
Published in
Molecular Autism / Issue 1/2018
Electronic ISSN: 2040-2392
DOI
https://doi.org/10.1186/s13229-018-0202-z

Other articles of this Issue 1/2018

Molecular Autism 1/2018 Go to the issue