The autism biomarkers consortium for clinical trials: evaluation of a battery of candidate eye-tracking biomarkers for use in autism clinical trials

被引:32
|
作者
Shic, Frederick [1 ,2 ]
Naples, Adam J. [3 ]
Barney, Erin C. [1 ,3 ]
Chang, Shou An [17 ]
Li, Beibin [1 ,4 ]
McAllister, Takumi [3 ]
Kim, Minah [18 ]
Dommer, Kelsey J. [1 ]
Hasselmo, Simone [3 ]
Atyabi, Adham [1 ,2 ,5 ]
Wang, Quan [3 ]
Helleman, Gerhard [19 ]
Levin, April R. [7 ,8 ]
Seow, Helen [3 ]
Bernier, Raphael [9 ]
Charwaska, Katarzyna [3 ]
Dawson, Geraldine [10 ]
Dziura, James [11 ]
Faja, Susan [8 ,12 ]
Jeste, Shafali Spurling [13 ]
Johnson, Scott P. [14 ]
Murias, Michael [15 ]
Nelson, Charles A. [8 ,12 ,16 ]
Sabatos-DeVito, Maura [10 ]
Senturk, Damla [6 ]
Sugar, Catherine A. [1 ,13 ]
Webb, Sara J. [1 ,9 ]
McPartland, James C. [3 ]
机构
[1] Seattle Childrens Res Inst, Ctr Child Hlth Behav & Dev, 1920 Terry Ave, Seattle, WA 98101 USA
[2] Univ Washington, Sch Med, Dept Gen Pediat, Seattle, WA 98195 USA
[3] Yale Univ, Sch Med, Yale Child Study Ctr, 230 South Frontage Rd, New Haven, CT 06520 USA
[4] Univ Washington, Paul G Allen Sch Comp Sci & Engn, Seattle, WA 98195 USA
[5] Univ Colorado, Dept Comp Sci, Colorado Springs, CO 80907 USA
[6] Univ Calif Los Angeles, Dept Biostat, Los Angeles, CA USA
[7] Boston Childrens Hosp, Dept Neurol, Boston, MA USA
[8] Harvard Med Sch, Boston, MA 02115 USA
[9] Univ Washington, Sch Med, Dept Psychiat & Behav Sci, Seattle, WA USA
[10] Duke Univ, Duke Ctr Autism & Brain Dev, Durham, NC USA
[11] Yale Univ, Sch Med, Emergency Med, New Haven, CT USA
[12] Boston Childrens Hosp, Dept Pediat, Boston, MA USA
[13] Childrens Hosp Los Angeles, Dept Pediat, Div Neurol, Los Angeles, CA 90027 USA
[14] Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA USA
[15] Northwestern Univ, Inst Innovat Dev Sci, Chicago, IL 60611 USA
[16] Harvard Univ, Grad Sch Educ, Boston, MA 02115 USA
[17] Yale Univ, Dept Psychol, 2 Hillhouse Ave, New Haven, CT 06520 USA
[18] Univ Virginia, Dept Psychol, 102 Gilmer Hall,POB 400400, Charlottesville, VA 22904 USA
[19] Univ Alabama Birmingham, Sch Publ Hlth, Dept Biostat, Birmingham, AL USA
关键词
Autism spectrum disorder; Biomarkers; Eye tracking; Visual attention; Face processing; Biological motion; Gaze pattern; SOCIAL ATTENTION; BIOLOGICAL MOTION; VALIDATION; PERCEPTION; MODEL; ASD;
D O I
10.1186/s13229-021-00482-2
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background Eye tracking (ET) is a powerful methodology for studying attentional processes through quantification of eye movements. The precision, usability, and cost-effectiveness of ET render it a promising platform for developing biomarkers for use in clinical trials for autism spectrum disorder (ASD). Methods The autism biomarkers consortium for clinical trials conducted a multisite, observational study of 6-11-year-old children with ASD (n = 280) and typical development (TD, n = 119). The ET battery included: Activity Monitoring, Social Interactive, Static Social Scenes, Biological Motion Preference, and Pupillary Light Reflex tasks. A priori, gaze to faces in Activity Monitoring, Social Interactive, and Static Social Scenes tasks were aggregated into an Oculomotor Index of Gaze to Human Faces (OMI) as the primary outcome measure. This work reports on fundamental biomarker properties (data acquisition rates, construct validity, six-week stability, group discrimination, and clinical relationships) derived from these assays that serve as a base for subsequent development of clinical trial biomarker applications. Results All tasks exhibited excellent acquisition rates, met expectations for construct validity, had moderate or high six-week stabilities, and highlighted subsets of the ASD group with distinct biomarker performance. Within ASD, higher OMI was associated with increased memory for faces, decreased autism symptom severity, and higher verbal IQ and pragmatic communication skills. Limitations No specific interventions were administered in this study, limiting information about how ET biomarkers track or predict outcomes in response to treatment. This study did not consider co-occurrence of psychiatric conditions nor specificity in comparison with non-ASD special populations, therefore limiting our understanding of the applicability of outcomes to specific clinical contexts-of-use. Research-grade protocols and equipment were used; further studies are needed to explore deployment in less standardized contexts. Conclusions All ET tasks met expectations regarding biomarker properties, with strongest performance for tasks associated with attention to human faces and weakest performance associated with biological motion preference. Based on these data, the OMI has been accepted to the FDA's Biomarker Qualification program, providing a path for advancing efforts to develop biomarkers for use in clinical trials.
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页数:17
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