Abstract
Face-processing deficits, while not required for the diagnosis of autism spectrum disorder (ASD), have been associated with impaired social skills—a core feature of ASD; however, the strength and prevalence of this relationship remains unclear. Across 445 participants from the NIMH Data Archive, we examined the relationship between Benton Face Recognition Test (BFRT) performance and Autism Diagnostic Observation Schedule-Social Affect (ADOS-SA) scores. Lower BFRT scores (worse face-processing performance) were associated with higher ADOS-SA scores (higher ASD severity)—a relationship that held after controlling for other factors associated with face processing, i.e., age, sex, and IQ. These findings underscore the utility of face discrimination, not just recognition of facial emotion, as a key covariate for the severity of symptoms that characterize ASD.
Similar content being viewed by others
Data Availability
Data and/or research tools used in the preparation of this manuscript were obtained from the National Institute of Mental Health (NIMH) Data Archive (NDA). NDA is a collaborative informatics system created by the National Institutes of Health to provide a national resource to support and accelerate research in mental health. Dataset identifier(s): Collection #1055, https://doi.org/10.15154/1520631. This manuscript reflects the views of the authors and may not reflect the opinions or views of the NIH or of the Submitters submitting original data to NDA.
References
American Psychiatric Association. (2013). Diagnostic and Statistical Manual of Mental Disorders, 5th Edition: DSM-5. American Psychiatric Association.
Ashwin, C., Chapman, E., Colle, L., & Baron-Cohen, S. (2006). Impaired recognition of negative basic emotions in autism: A test of the amygdala theory. Social Neuroscience, 1(3–4), 349–363. https://doi.org/10.1080/17470910601040772
Baron-Cohen, S., Cox, A., Baird, G., Swettenham, J., Nightingale, N., Morgan, K., et al. (1996). Psychological markers in the detection of autism in infancy in a large population. The British Journal of Psychiatry: The Journal of Mental Science, 168(2), 158–163. https://doi.org/10.1192/bjp.168.2.158
Baron-Cohen, S., & Wheelwright, S. (2004). The empathy quotient: An investigation of adults with Asperger syndrome or high functioning autism, and normal sex differences. Journal of Autism and Developmental Disorders, 34(2), 163–175. https://doi.org/10.1023/B:JADD.0000022607.19833.00
Barton, J. J. S. (2008). Structure and function in acquired prosopagnosia: Lessons from a series of 10 patients with brain damage. Journal of Neuropsychology, 2(1), 197–225. https://doi.org/10.1348/174866407x214172
Benton, A., Sivan, A., Hamsher, K., Varney, N., & Spreen, O. (1994). Contributions to Neuropsychological Assessment. Oxford University Press.
Benton, A. L., & Van Allen, M. W. (1968). Impairment in facial recognition in patients with cerebral disease. Transactions of the American Neurological Association, 93, 38–42. https://doi.org/10.1016/S0010-9452(68)80018-8
Biele, C., & Grabowska, A. (2006). Sex differences in perception of emotion intensity in dynamic and static facial expressions. Experimental Brain Research, 171(1), 1–6. https://doi.org/10.1007/s00221-005-0254-0
Bieleninik, Ł, Posserud, M.-B., Geretsegger, M., Thompson, G., Elefant, C., & Gold, C. (2017). Tracing the temporal stability of autism spectrum diagnosis and severity as measured by the Autism Diagnostic Observation Schedule: A systematic review and meta-analysis. PLoS ONE, 12(9), e0183160. https://doi.org/10.1371/journal.pone.0183160
Bishop, S. L., Hus, V., Duncan, A., Huerta, M., Gotham, K., Pickles, A., et al. (2013). Subcategories of restricted and repetitive behaviors in children with autism spectrum disorders. Journal of Autism and Developmental Disorders, 43(6), 1287–1297. https://doi.org/10.1007/s10803-012-1671-0
Bishop, S. L., Richler, J., & Lord, C. (2006). Association between restricted and repetitive behaviors and nonverbal IQ in children with autism spectrum disorders. Child Neuropsychology, 12(4–5), 247–267. https://doi.org/10.1080/09297040600630288
Bookheimer, S. Y., Wang, A. T., Scott, A., Sigman, M., & Dapretto, M. (2008). Frontal contributions to face processing differences in autism: Evidence from fMRI of inverted face processing. Journal of the International Neuropsychological Society: JINS, 14(6), 922–932. https://doi.org/10.1017/S135561770808140X
Boucher, J., & Lewis, V. (1992). Unfamiliar face recognition in relatively able autistic children. Journal of Child Psychology and Psychiatry, and Allied Disciplines, 33(5), 843–859. https://doi.org/10.1111/j.1469-7610.1992.tb01960.x
Campbell, R., Elgar, K., Kuntsi, J., Akers, R., Terstegge, J., Coleman, M., & Skuse, D. (2002). The classification of ‘fear’ from faces is associated with face recognition skill in women. Neuropsychologia, 40(6), 575–584. https://doi.org/10.1016/S0028-3932(01)00164-6
Carter, C. (2007). Sex differences in oxytocin and vasopressin: Implications for autism spectrum disorders? Behavioural Brain Research, 176(1), 170–186. https://doi.org/10.1016/j.bbr.2006.08.025
Cohen, A. L., Soussand, L., Corrow, S. L., Martinaud, O., Barton, J. J. S., & Fox, M. D. (2019). Looking beyond the face area: Lesion network mapping of prosopagnosia. Brain, 142(12), 3975–3990. https://doi.org/10.1093/brain/awz332
Constantino, J. N., & Charman, T. (2016). Diagnosis of autism spectrum disorder: Reconciling the syndrome, its diverse origins, and variation in expression. The Lancet Neurology, 15(3), 279–291. https://doi.org/10.1016/S1474-4422(15)00151-9
Corbett, B. A., Newsom, C., Key, A. P., Qualls, L. R., & Edmiston, E. K. (2014). Examining the relationship between face processing and social interaction behavior in children with and without autism spectrum disorder. Journal of Neurodevelopmental Disorders, 6(1), 35. https://doi.org/10.1186/1866-1955-6-35
Cuccaro, M. L., Shao, Y., Grubber, J., Slifer, M., Wolpert, C. M., Donnelly, S. L., et al. (2003). Factor analysis of restricted and repetitive behaviors in autism using the Autism Diagnostic Interview-R. Child Psychiatry and Human Development, 34(1), 3–17. https://doi.org/10.1023/a:1025321707947
Dawson, G., Webb, S. J., Carver, L., Panagiotides, H., & McPartland, J. (2004). Young children with autism show atypical brain responses to fearful versus neutral facial expressions of emotion. Developmental Science, 7(3), 340–359. https://doi.org/10.1111/j.1467-7687.2004.00352.x
Dawson, G., Webb, S. J., & McPartland, J. (2005). Understanding the nature of face processing impairment in autism: Insights from behavioral and electrophysiological studies. Developmental Neuropsychology, 27(3), 403–424. https://doi.org/10.1207/s15326942dn2703_6
de Gelder, B., Vroomen, J., & van der Heide, L. (1991). Face recognition and lip-reading in autism. European Journal of Cognitive Psychology, 3(1), 69–86. https://doi.org/10.1080/09541449108406220
Duchaine, B. C., & Nakayama, K. (2004). Developmental prosopagnosia and the Benton Facial Recognition Test. Neurology, 62(7), 1219–1220. https://doi.org/10.1212/01.WNL.0000118297.03161.B3
Elliott, C. D. (1990). DAS technical handbook. Psychological Corporation.
Elliott, C. D. (2007). Differential Ability Scales (2nd ed.). San Antonio, TX: Harcourt Assessment. Canadian Journal of School Psychology, 22(1), 128–132. https://doi.org/10.1177/0829573507302967
Elliott, C. D., Salerno, J. D., Dumont, R., & Willis, J. O. (2018). The Differential Ability Scales—Second Edition. In Contemporary intellectual assessment: Theories, tests, and issues, 4th edn. (pp. 360–382). The Guilford Press.
Ellis, H. D., & Florence, M. (1990). Bodamer’s (1947) paper on prosopagnosia. Cognitive Neuropsychology, 7(2), 81–105. https://doi.org/10.1080/02643299008253437
Evans, K. C., Wright, C. I., Wedig, M. M., Gold, A. L., Pollack, M. H., & Rauch, S. L. (2008). A functional MRI study of amygdala responses to angry schematic faces in social anxiety disorder. Depression and Anxiety, 25(6), 496–505. https://doi.org/10.1002/da.20347
Farah, M. J., Wilson, K. D., Drain, M., & Tanaka, J. N. (1998). What is “special” about face perception? Psychological Review, 105(3), 482–498. https://doi.org/10.1037/0033-295X.105.3.482
Ferri, S. L., Abel, T., & Brodkin, E. S. (2018). Sex differences in autism spectrum disorder: A review. Current Psychiatry Reports, 20(2), 9. https://doi.org/10.1007/s11920-018-0874-2
Gabriels, R. L., Cuccaro, M. L., Hill, D. E., Ivers, B. J., & Goldson, E. (2005). Repetitive behaviors in autism: Relationships with associated clinical features. Research in Developmental Disabilities, 26(2), 169–181. https://doi.org/10.1016/j.ridd.2004.05.003
Golarai, G., Grill-Spector, K., & Reiss, A. L. (2006). Autism and the development of face processing. Clinical Neuroscience Research, 6(3), 145–160. https://doi.org/10.1016/j.cnr.2006.08.001
Gotham, K., Pickles, A., & Lord, C. (2009). Standardizing ADOS scores for a measure of severity in autism spectrum disorders. Journal of Autism and Developmental Disorders, 39(5), 693–705. https://doi.org/10.1007/s10803-008-0674-3
Hall, D., Huerta, M. F., McAuliffe, M. J., & Farber, G. K. (2012). Sharing heterogeneous data: The national database for autism research. Neuroinformatics, 10(4), 331–339. https://doi.org/10.1007/s12021-012-9151-4
Harms, M. B., Martin, A., & Wallace, G. L. (2010). Facial emotion recognition in autism spectrum disorders: A review of behavioral and neuroimaging studies. Neuropsychology Review, 20(3), 290–322. https://doi.org/10.1007/s11065-010-9138-6
Hauck, M., Fein, D., Maltby, N., Waterhouse, L., & Feinstein, C. (1998). Memory for faces in children with autism. Child Neuropsychology, 4(3), 187–198. https://doi.org/10.1076/chin.4.3.187.3174
Haxby, J. V., Hoffman, E. A., & Gobbini, M. I. (2000). The distributed human neural system for face perception. Trends in Cognitive Sciences, 4(6), 223–233. https://doi.org/10.1016/S1364-6613(00)01482-0
Haxby, J. V., Ungerleider, L. G., Clark, V. P., Schouten, J. L., Hoffman, E. A., & Martin, A. (1999). The effect of face inversion on activity in human neural systems for face and object perception. Neuron, 22(1), 189–199. https://doi.org/10.1016/S0896-6273(00)80690-X
Hecaen, H., & Angelergues, R. (1962). Agnosia for faces (prosopagnosia). Archives of Neurology, 7(2), 92–100. https://doi.org/10.1001/archneur.1962.04210020014002
Herrington, J. D., Riley, M. E., Grupe, D. W., & Schultz, R. T. (2015). Successful face recognition is associated with increased prefrontal cortex activation in autism spectrum disorder. Journal of Autism and Developmental Disorders, 45(4), 902–910. https://doi.org/10.1007/s10803-014-2233-4
Hus, V., Gotham, K., & Lord, C. (2014). Standardizing ADOS domain scores: Separating severity of social affect and restricted and repetitive behaviors. Journal of Autism and Developmental Disorders, 44(10), 2400–2412. https://doi.org/10.1007/s10803-012-1719-1
Jemel, B., Mottron, L., & Dawson, M. (2006). Impaired face processing in autism: Fact or artifact? Journal of Autism and Developmental Disorders, 36(1), 91–106. https://doi.org/10.1007/s10803-005-0050-5
Jeste, S. S., Hirsch, S., Vogel-Farley, V., Norona, A., Navalta, M. C., Gregas, M. C., et al. (2013). Atypical face processing in children with tuberous sclerosis complex. Journal of Child Neurology, 28(12), 1569–1576. https://doi.org/10.1177/0883073812465122
Jonas, J., Rossion, B., Brissart, H., Frismand, S., Jacques, C., Hossu, G., et al. (2015). Beyond the core face-processing network: Intracerebral stimulation of a face-selective area in the right anterior fusiform gyrus elicits transient prosopagnosia. Cortex, 72, 140–155. https://doi.org/10.1016/j.cortex.2015.05.026
Kanwisher, N., McDermott, J., & Chun, M. M. (1997). The fusiform face area: A module in human extrastriate cortex specialized for face perception. Journal of Neuroscience, 17(11), 4302–4311. https://doi.org/10.1523/JNEUROSCI.17-11-04302.1997
Kanwisher, N., & Yovel, G. (2006). The fusiform face area: A cortical region specialized for the perception of faces. Philosophical Transactions of the Royal Society B: Biological Sciences, 361(1476), 2109–2128. https://doi.org/10.1098/rstb.2006.1934
Kim, S. H., & Lord, C. (2010). Restricted and repetitive behaviors in toddlers and preschoolers with autism spectrum disorders based on the Autism Diagnostic Observation Schedule (ADOS). Autism Research, 3(4), 162–173. https://doi.org/10.1002/aur.142
Klin, A., Sparrow, S. S., de Bildt, A., Cicchetti, D. V., Cohen, D. J., & Volkmar, F. R. (1999). A normed study of face recognition in autism and related disorders. Journal of Autism and Developmental Disorders, 29(6), 499–508. https://doi.org/10.1023/a:1022299920240
Kohler, C. G., Walker, J. B., Martin, E. A., Healey, K. M., & Moberg, P. J. (2010). Facial emotion perception in schizophrenia: A meta-analytic review. Schizophrenia Bulletin, 36(5), 1009–1019. https://doi.org/10.1093/schbul/sbn192
Levin, H. S., de Hamsher, K. S., & Benton, A. L. (1975). A short form of the test of facial recognition for clinical use. The Journal of Psychology, 91(2), 223–228. https://doi.org/10.1080/00223980.1975.9923946
Lindner, J. L., & Rosén, L. A. (2006). Decoding of emotion through facial expression, prosody and verbal content in children and adolescents with Asperger’s syndrome. Journal of Autism and Developmental Disorders, 36(6), 769–777. https://doi.org/10.1007/s10803-006-0105-2
Lord, C., Risi, S., DiLavore, P. S., Shulman, C., Thurm, A., & Pickles, A. (2006). Autism from 2 to 9 years of age. Archives of General Psychiatry, 63(6), 694–701. https://doi.org/10.1001/archpsyc.63.6.694
Lord, C., Rutter, M., DiLavore, P. C., Risi, S., Gotham, K., & Bishop, S. (2012). Autism diagnostic observation schedule, second edition. Western Psychological Services.
Lord, C., Rutter, M., Goode, S., Heemsbergen, J., Jordan, H., Mawhood, L., & Schopler, E. (1989). Austism diagnostic observation schedule: A standardized observation of communicative and social behavior. Journal of Autism and Developmental Disorders, 19(2), 185–212. https://doi.org/10.1007/BF02211841
Maenner, M. J. (2020). Prevalence of autism spectrum disorder among children aged 8 years—Autism and developmental disabilities monitoring network, 11 Sites, United States, 2016. MMWR. Surveillance Summaries, 69(4), 1–12. https://doi.org/10.15585/mmwr.ss6904a1
Mamashli, F., Khan, S., Bharadwaj, H., Losh, A., Pawlyszyn, S. M., Hämäläinen, M. S., & Kenet, T. (2018). Maturational trajectories of local and long-range functional connectivity in autism during face processing. Human Brain Mapping, 39(10), 4094–4104. https://doi.org/10.1002/hbm.24234
Mancini, G., Agnoli, S., Baldaro, B., Ricci Bitti, P. E., & Surcinelli, P. (2013). Facial expressions of emotions: Recognition accuracy and affective reactions during late childhood. The Journal of Psychology, 147(6), 599–617. https://doi.org/10.1080/00223980.2012.727891
Marcus, D. J., & Nelson, C. A. (2001). Neural bases and development of face recognition in autism. CNS Spectrums, 6(1), 36–59. https://doi.org/10.1017/s1092852900022872
Mattson, A. J., Levin, H. S., & Grafman, J. (2000). A case of prosopagnosia following moderate closed head injury with left hemisphere focal lesion. Cortex; A Journal Devoted to the Study of the Nervous System and Behavior, 36(1), 125–137. https://doi.org/10.1016/s0010-9452(08)70841-4
Maurer, S., Giglhuber, K., Sollmann, N., Kelm, A., Ille, S., Hauck, T., et al. (2017). Non-invasive mapping of face processing by navigated transcranial magnetic stimulation. Frontiers in Human Neuroscience. https://doi.org/10.3389/fnhum.2017.00004
McCleery, J. P., Akshoomoff, N., Dobkins, K. R., & Carver, L. J. (2009). Atypical face versus object processing and hemispheric asymmetries in 10-month-old infants at risk for autism. Biological Psychiatry, 66(10), 950–957. https://doi.org/10.1016/j.biopsych.2009.07.031
McPartland, J. C., Bernier, R. A., Jeste, S. S., Dawson, G., Nelson, C. A., Chawarska, K., et al. (2020). The Autism Biomarkers Consortium for Clinical Trials (ABC-CT): Scientific context, study design, and progress toward biomarker qualification. Frontiers in Integrative Neuroscience. https://doi.org/10.3389/fnint.2020.00016
McPartland, J., Dawson, G., Webb, S. J., Panagiotides, H., & Carver, L. J. (2004). Event-related brain potentials reveal anomalies in temporal processing of faces in autism spectrum disorder. Journal of Child Psychology and Psychiatry, and Allied Disciplines, 45(7), 1235–1245. https://doi.org/10.1111/j.1469-7610.2004.00318.x
McPartland, J. C., Webb, S. J., Keehn, B., & Dawson, G. (2011). Patterns of visual attention to faces and objects in autism spectrum disorder. Journal of Autism and Developmental Disorders, 41(2), 148–157. https://doi.org/10.1007/s10803-010-1033-8
Montagne, B., Kessels, R. P. C., Frigerio, E., de Haan, E. H. F., & Perrett, D. I. (2005). Sex differences in the perception of affective facial expressions: Do men really lack emotional sensitivity? Cognitive Processing, 6(2), 136–141. https://doi.org/10.1007/s10339-005-0050-6
Motta-Mena, N. V., & Scherf, K. S. (2016). Pubertal development shapes perception of complex facial expressions. Developmental Science, 20(4), e12451. https://doi.org/10.1111/desc.12451
O’Hearn, K., Schroer, E., Minshew, N., & Luna, B. (2010). Lack of developmental improvement on a face memory task during adolescence in autism. Neuropsychologia, 48(13), 3955–3960. https://doi.org/10.1016/j.neuropsychologia.2010.08.024
O’Hearn, K., Tanaka, J., Lynn, A., Fedor, J., Minshew, N., & Luna, B. (2014). Developmental plateau in visual object processing from adolescence to adulthood in autism. Brain and Cognition, 90, 124–134. https://doi.org/10.1016/j.bandc.2014.06.004
Osterling, J., & Dawson, G. (1994). Early recognition of children with autism: A study of first birthday home videotapes. Journal of Autism and Developmental Disorders, 24(3), 247–257. https://doi.org/10.1007/BF02172225
Osterling, J. A., Dawson, G., & Munson, J. A. (2002). Early recognition of 1-year-old infants with autism spectrum disorder versus mental retardation. Development and Psychopathology, 14(2), 239–251. https://doi.org/10.1017/s0954579402002031
Philip, R. C. M., Whalley, H. C., Stanfield, A. C., Sprengelmeyer, R., Santos, I. M., Young, A. W., et al. (2010). Deficits in facial, body movement and vocal emotional processing in autism spectrum disorders. Psychological Medicine, 40(11), 1919–1929. https://doi.org/10.1017/S0033291709992364
Pierce, K., & Courchesne, E. (2000). Exploring the neurofunctional organization of face processing in autism. Archives of General Psychiatry, 57(4), 344–346. https://doi.org/10.1001/archpsyc.57.4.344
Pitcher, D., Garrido, L., Walsh, V., & Duchaine, B. C. (2008). Transcranial magnetic stimulation disrupts the perception and embodiment of facial expressions. Journal of Neuroscience, 28(36), 8929–8933. https://doi.org/10.1523/JNEUROSCI.1450-08.2008
Rangarajan, V., Hermes, D., Foster, B. L., Weiner, K. S., Jacques, C., Grill-Spector, K., & Parvizi, J. (2014). Electrical stimulation of the left and right human fusiform gyrus causes different effects in conscious face perception. Journal of Neuroscience, 34(38), 12828–12836. https://doi.org/10.1523/JNEUROSCI.0527-14.2014
Richler, J., Huerta, M., Bishop, S. L., & Lord, C. (2010). Developmental trajectories of restricted and repetitive behaviors and interests in children with autism spectrum disorders. Development and Psychopathology, 22(1), 55–69. https://doi.org/10.1017/S0954579409990265
Rynkiewicz, A., & Łucka, I. (2018). Autism spectrum disorder (ASD) in girls. Co-occurring psychopathology. Sex differences in clinical manifestation. Psychiatria Polska, 52(4), 629–639. https://doi.org/10.12740/PP/OnlineFirst/58837
Rynkiewicz, A., Schuller, B., Marchi, E., Piana, S., Camurri, A., Lassalle, A., & Baron-Cohen, S. (2016). An investigation of the ‘female camouflage effect’ in autism using a computerized ADOS-2 and a test of sex/gender differences. Molecular Autism. https://doi.org/10.1186/s13229-016-0073-0
Sasson, N. J. (2006). The development of face processing in autism. Journal of Autism and Developmental Disorders, 36(3), 381–394. https://doi.org/10.1007/s10803-006-0076-3
Scherf, K. S., & Scott, L. S. (2012). Connecting developmental trajectories: Biases in face processing from infancy to adulthood. Developmental Psychobiology, 54(6), 643–663. https://doi.org/10.1002/dev.21013
Schultz, R. T. (2005). Developmental deficits in social perception in autism: The role of the amygdala and fusiform face area. International Journal of Developmental Neuroscience: The Official Journal of the International Society for Developmental Neuroscience, 23(2–3), 125–141. https://doi.org/10.1016/j.ijdevneu.2004.12.012
Senland, A. K., & Higgins-D’Alessandro, A. (2016). Sociomoral reasoning, empathy, and meeting developmental tasks during the transition to adulthood in autism spectrum disorder. Journal of Autism and Developmental Disorders, 46(9), 3090–3105. https://doi.org/10.1007/s10803-016-2849-7
Simmons, D. R., Robertson, A. E., McKay, L. S., Toal, E., McAleer, P., & Pollick, F. E. (2009). Vision in autism spectrum disorders. Vision Research, 49(22), 2705–2739. https://doi.org/10.1016/j.visres.2009.08.005
Stavropoulos, K. K. M., Viktorinova, M., Naples, A., Foss-Feig, J., & McPartland, J. C. (2018). Autistic traits modulate conscious and nonconscious face perception. Social Neuroscience, 13(1), 40–51. https://doi.org/10.1080/17470919.2016.1248788
Steeves, J., Dricot, L., Goltz, H. C., Sorger, B., Peters, J., Milner, A. D., et al. (2009). Abnormal face identity coding in the middle fusiform gyrus of two brain-damaged prosopagnosic patients. Neuropsychologia, 47(12), 2584–2592. https://doi.org/10.1016/j.neuropsychologia.2009.05.005
Stuhrmann, A., Suslow, T., & Dannlowski, U. (2011). Facial emotion processing in major depression: A systematic review of neuroimaging findings. Biology of Mood & Anxiety Disorders, 1, 1–17. https://doi.org/10.1186/2045-5380-1-10
Szatmari, P., Georgiades, S., Bryson, S., Zwaigenbaum, L., Roberts, W., Mahoney, W., et al. (2006). Investigating the structure of the restricted, repetitive behaviours and interests domain of autism. Journal of Child Psychology and Psychiatry, and Allied Disciplines, 47(6), 582–590. https://doi.org/10.1111/j.1469-7610.2005.01537.x
Tanaka, J. W., & Farah, M. J. (1993). Parts and wholes in face recognition. The Quarterly Journal of Experimental Psychology Section A, 46(2), 225–245. https://doi.org/10.1080/14640749308401045
Tanaka, J. W., Wolf, J. M., Klaiman, C., Cockburn, J., Herlihy, L., Brown, C., et al. (2008). Specific impairment of face-processing abilities in children with autism spectrum disorder using the Let’s Face it! Skills Battery. Autism Research, 1(6), 329–340. https://doi.org/10.1002/aur.56
Tang, J., Falkmer, M., Horlin, C., Tan, T., Vaz, S., Falkmer, T., et al. (2015). Face recognition and visual search strategies in autism spectrum disorders: Amending and extending a recent review by Weigelt et al. PLoS ONE, 10(8), e0134439–e0134439. https://doi.org/10.1371/journal.pone.0134439
Towler, J., Fisher, K., & Eimer, M. (2017). The cognitive and neural basis of developmental prosopagnosia. Quarterly Journal of Experimental Psychology (2006), 70(2), 316–344. https://doi.org/10.1080/17470218.2016.1165263
Tsao, D. Y. (2006). A cortical region consisting entirely of face-selective cells. Science, 311(5761), 670–674. https://doi.org/10.1126/science.1119983
Wallace, S., Coleman, M., & Bailey, A. (2008). An investigation of basic facial expression recognition in autism spectrum disorders. Cognition & Emotion, 22(7), 1353–1380. https://doi.org/10.1080/02699930701782153
Wang, L. A. L., Herrington, J. D., Tunç, B., & Schultz, R. T. (2020). Bayesian regression-based developmental norms for the Benton Facial Recognition Test in males and females. Behavior Research Methods. https://doi.org/10.3758/s13428-019-01331-0
Webb, S. J., Shic, F., Murias, M., Sugar, C. A., Naples, A. J., Barney, E., et al. (2020). Biomarker acquisition and quality control for multi-site studies: The autism biomarkers consortium for clinical trials. Frontiers in Integrative Neuroscience, 13, 71. https://doi.org/10.3389/fnint.2019.00071
Wechsler, D. (1999). Wechsler Abbreviated Scale of Intelligence (WASI). Psychological Corporation.
Weigelt, S., Koldewyn, K., & Kanwisher, N. (2012). Face identity recognition in autism spectrum disorders: A review of behavioral studies. Neuroscience & Biobehavioral Reviews, 36(3), 1060–1084. https://doi.org/10.1016/j.neubiorev.2011.12.008
Yardley, L., McDermott, L., Pisarski, S., Duchaine, B., & Nakayama, K. (2008). Psychosocial consequences of developmental prosopagnosia: A problem of recognition. Journal of Psychosomatic Research, 65(5), 445–451. https://doi.org/10.1016/j.jpsychores.2008.03.013
Yin, R. K. (1969). Looking at upside-down faces. Journal of Experimental Psychology, 81(1), 141. https://doi.org/10.1037/h0027474
Acknowledgments
We thank Drs. Simon Warfield, PhD and Charles Nelson, PhD for their comments. This work was funded in part by a Shields Research grant from the Child Neurology Foundation to AC, and by NIH/NIMH K23MH120510.
Author information
Authors and Affiliations
Contributions
IZO and AC contributed to the study conception and design. IZO performed the data analyses with the help of a statistician (LS) and guidance of AC. IZO and MK drafted the manuscript, while AC critically revised the manuscript for important intellectual content. All authors read and approved the final manuscript. Part of this analysis was presented at the Annual International Society for Autism Research (INSAR) Conference, June 3rd, 2020.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflicts of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Zagury-Orly, I., Kroeck, M.R., Soussand, L. et al. Face-Processing Performance is an Independent Predictor of Social Affect as Measured by the Autism Diagnostic Observation Schedule Across Large-Scale Datasets. J Autism Dev Disord 52, 674–688 (2022). https://doi.org/10.1007/s10803-021-04971-4
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10803-021-04971-4