Abstract
Previous studies have demonstrated that individuals with autism spectrum disorder (ASD) are worse at recognizing facial expressions than are typically developing (TD) individuals. The present study investigated the differences in structural neural correlates of emotion recognition between individuals with and without ASD using voxel-based morphometry (VBM). We acquired structural MRI data from 27 high-functioning adults with ASD and 27 age- and sex-matched TD individuals. The ability to recognize facial expressions was measured using a label-matching paradigm featuring six basic emotions (anger, disgust, fear, happiness, sadness, and surprise). The behavioural task did not find deficits of emotion recognition in ASD after controlling for intellectual ability. However, the VBM analysis for the region of interest showed a positive correlation between the averaged percent accuracy across six basic emotions and the grey matter volume of the right inferior frontal gyrus in TD individuals, but not in individuals with ASD. The VBM for the whole brain region under each emotion condition revealed a positive correlation between the percent accuracy for disgusted faces and the grey matter volume of the left dorsomedial prefrontal cortex in individuals with ASD, but not in TD individuals. The different pattern of correlations suggests that individuals with and without ASD use different processing mechanisms for recognizing others’ facial expressions.
Similar content being viewed by others
Data availability
The data that support the findings of this study are available on request from the corresponding author. The data are not publicly available due to information that could compromise research participant privacy/consent.
References
Adolphs, R., Tranel, D., Damasio, H., & Damasio, A. (1994). Impaired recognition of emtion in facial expressions following bilateral damage to the human amygdala. Nature, 372(6507), 669–672.
Allison, T., Puce, A., & McCarthy, A. (2000). Social perception from visual cues: Role of the STS region. Trends in Cognitive Sciences, 4(7), 267–278.
Amodio, D. M., & Frith, C. D. (2006). Meeting of minds: The medial frontal cortex and social cognition. Nature Reviews Neuroscience, 7(4), 268–277. https://doi.org/10.1038/nrn1884
Aoki, Y., Cortese, S., & Tansella, M. (2015). Neural bases of atypical emotional face processing in autism: A meta-analysis of fMRI studies. World Journal of Biological Psychiatry, 16(5), 291–300. https://doi.org/10.3109/15622975.2014.957719
Ashburner, J. (2007). A fast diffeomorphic image registration algorithm. NeuroImage, 38(1), 95–113. https://doi.org/10.1016/j.neuroimage.2007.07.007
American Psychiatric Association. (2000). Diagnostic and statistical manual for mental disorders (DSM-IV-TR). Author.
American Psychiatric Association. (2013). Diagnostic and Statistical Manual of Mental Disorders (5th ed.). Author.
Baron-Cohen, S., Wheelwright, S., Skinner, R., Martin, J., & Clubley, E. (2001). The autism-spectrum quotient (AQ): Evidence from Asperger syndrome/high-functioning autism, males and females, scientists and mathematicians. Journal of Autism and Developmental Disorders, 31(1), 5–17.
Beall, P. M., Moody, E. J., McIntosh, D. N., Hepburn, S. L., & Reed, C. L. (2008). Rapid facial reactions to emotional facial expressions in typically developing children and children with autism spectrum disorder. Journal of Experimental Child Psychology, 101(3), 206–223. https://doi.org/10.1016/j.jecp.2008.04.004
Bölte, S., Ciaramidaro, A., Schlitt, S., Hainz, D., Kliemann, D., Beyer, A., Poustka, F., Freitag, C., & Walter, H. (2018). Training-induced plasticity of the social brain in autism spectrum disorder. The British Journal of Psychiatry, 207(2), 149–157. https://doi.org/10.1192/bjp.bp.113.143784
Calder, A. J., Lawrence, A. D., & Young, A. W. (2003). Neuropsychology of fear and loathing. Nature Reviews Neuroscience, 2(5), 352–363.
Carr, L., Iacoboni, M., Dubeau, M. C., Mazziotta, J. C., & Lenzi, G. L. (2003). Neural mechanisms of empathy in humans: A relay from neural systems for imitation to limbic areas. Proceedings of the National Academy of Sciences of the United States of America, 100(9), 5497–5502. https://doi.org/10.1073/pnas.0935845100
Cauda, F., Geda, E., Sacco, K., D’Agata, F., Duca, S., Geminiani, G., & Keller, R. (2011). Grey matter abnormality in autism spectrum disorder: An activation likelihood estimation meta-analysis study. Journal of Neurology, Neurosurgery and Psychiatry, 82(12), 1304–1313. https://doi.org/10.1136/jnnp.2010.239111
Critchley, H., Daly, E., Bullmore, E. T., Williams, S. C. R., Van Amelsvoort, T., Robertson, D. M., . . . Murphy, D. G. M. (2000). The functional neuroanatomy of social behaviour: Changes in cerebral blood flow when people with autistic disorder process facial expressions. Brain, 123(11), 2203-2212
Dal Monte, O., Krueger, F., Solomon, J. M., Schintu, S., Knutson, K. M., Strenziok, M., . . . Grafman, J. (2013). A voxel-based lesion study on facial emotion recognition after penetrating brain injury. Social Cognitive and Affective Neuroscience, 8(6), 632-639https://doi.org/10.1093/scan/nss041
Dalton, K. M., Nacewicz, B. M., Johnstone, T., Schaefer, H. S., Gernsbacher, M. A., Goldsmith, H. H., . . . Davidson, R. J. (2005). Gaze fixation and the neural circuitry of face processing in autism. Nature Neuroscience, 8(4), 519-526https://doi.org/10.1038/nn1421
Dapretto, M., Davies, M. S., Pfeifer, J. H., Scott, A. A., Sigman, M., Bookheimer, S. Y., & Iacoboni, M. (2006). Understanding emotions in others: Mirror neuron dysfunction in children with autism spectrum disorders. Nature Neuroscience, 9(1), 28–30. https://doi.org/10.1038/nn1611
de Jong, M. C., van Engeland, H., & Kemner, C. (2008). Attentional effects of gaze shifts are influenced by emotion and spatial frequency, but not in autism. Jounal of the American Acadeny of Child and Adolescent Psychiatry, 47(4), 443–454. https://doi.org/10.1097/CHI.0b013e31816429a6
DeRamus, T. P., & Kana, R. K. (2015). Anatomical likelihood estimation meta-analysis of grey and white matter anomalies in autism spectrum disorders. Neuroimage: Clinical, 7, 525–536. https://doi.org/10.1016/j.nicl.2014.11.004
Dricu, M., & Fruhholz, S. (2016). Perceiving emotional expressions in others: Activation likelihood estimation meta-analyses of explicit evaluation, passive perception and incidental perception of emotions. Neuroscience and Biobehavioral Reviews, 71, 810–828. https://doi.org/10.1016/j.neubiorev.2016.10.020
Dziobek, I., Fleck, S., Rogers, K., Wolf, O. T., & Convit, A. (2006). The “amygdala theory of autism” revisited: Linking structure to behavior. Neuropsychologia, 44(10), 1891–1899. https://doi.org/10.1016/j.neuropsychologia.2006.02.005
Eickhoff, S. B., Stephan, K. E., Mohlberg, H., Grefkes, C., Fink, G. R., Amunts, K., & Zilles, K. (2005). A new SPM toolbox for combining probabilistic cytoarchitectonic maps and functional imaging data. NeuroImage, 25(4), 1325–1335. https://doi.org/10.1016/j.neuroimage.2004.12.034
Ekman, P., & Friesen, W. V. (1976). Pictures of facial affect. Consulting Psychologists Press.
Enticott, P. G., Fitzgibbon, B. M., Kennedy, H. A., Arnold, S. L., Elliot, D., Peachey, A., . . . Fitzgerald, P. B. (2014). A double-blind, randomized trial of deep repetitive transcranial magnetic stimulation (rTMS) for autism spectrum disorder. Brain Stimulation, 7(2), 206-211https://doi.org/10.1016/j.brs.2013.10.004
Happé, F., & Frith, U. (2006). The weak coherence account: Detail-focused cognitive style in autism spectrum disorders. Journal of Autism and Developmental Disorders, 36(1), 5–25. https://doi.org/10.1007/s10803-005-0039-0
Fusar-Poli, P., Placentino, A., Carletti, F., Landi, P., Allen, P., Surguladze, S., . . . Politi, P. (2009). Functional atlas of emotional faces processing: a voxel-based meta-analysis of 105 functional magnetic resonance imaging studies. Journal of Psychiatry and Neuroscience, 34(6), 418-432
Gallese, V., Keysers, C., & Rizzolatti, G. (2004). A unifying view of the basis of social cognition. Trends in Cognitive Sciences, 8(9), 396–403. https://doi.org/10.1016/j.tics.2004.07.002
García-Villamisar, D., Rojahn, J., Zaja, R. H., & Jodra, M. (2010). Facial emotion processing and social adaptation in adults with and without autism spectrum disorder. Research in Autism Spectrum Disorders, 4(4), 755–762. https://doi.org/10.1016/j.rasd.2010.01.016
Grecucci, A., Brambilla, P., Siugzdaite, R., Londero, D., Fabbro, F., & Rumiati, R. I. (2013). Emotional resonance deficits in autistic children. Journal of Autism and Developmental Disorders, 43(3), 616–628. https://doi.org/10.1007/s10803-012-1603-z
Grecucci, A., Rubicondo, D., Siugzdaite, R., Surian, L., & Job, R. (2016). Uncovering the social deficits in the autistic brain. a Source-based morphometric study. Frontiers in Neuroscience, 10, 388. https://doi.org/10.3389/fnins.2016.00388
Hamilton, AFd. C. (2013). Reflecting on the mirror neuron system in autism: A systematic review of current theories. Developmental Cognitive Neuroscience, 3(1), 91–105. https://doi.org/10.1016/j.dcn.2012.09.008
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.
Hennenlotter, A., Schroeder, U., Erhard, P., Castrop, F., Haslinger, B., Stoecker, D., . . . Ceballos-Baumann, A. O. (2005). A common neural basis for receptive and expressive communication of pleasant facial affect. Neuroimage, 26(2), 581-591https://doi.org/10.1016/j.neuroimage.2005.01.057
Hirao, K., Miyata, J., Fujiwara, H., Yamada, M., Namiki, C., Shimizu, M., . . . Murai, T. (2008). Theory of mind and frontal lobe pathology in schizophrenia: a voxel-based morphometry study. Schizophrenia Research, 105(1-3), 165-174https://doi.org/10.1016/j.schres.2008.07.021
Hubl, D., Bölte, S., Feineis-Matthews, S., Langermann, H., Federspiel, A., Strick, W., . . . Dierks, T. (2003). Functional imbalance of visual pathways indicates alternative face processing strategies in autism. Neurology, 61(9), 1232-1237
Humphreys, K., Minshew, N., Leonard, G. L., & Behrmann, M. (2007). A fine-grained analysis of facial expression processing in high-functioning adults with autism. Neuropsychologia, 45(4), 685–695.
Hyniewska, S., & Sato, W. (2015). Facial feedback affects valence judgments of dynamic and static emotional expressions. Frontiers in Psychology, 6, 291. https://doi.org/10.3389/fpsyg.2015.00291
Kanai, R., & Rees, G. (2011). The structural basis of inter-individual differences in human behaviour and cognition. Nature Reviews: Neuroscience, 12(4), 231–242. https://doi.org/10.1038/nrn3000
Kim, S. Y., Choi, U. S., Park, S. Y., Oh, S. H., Yoon, H. W., Koh, Y. J., . . . Lee, C. U. (2015). Abnormal activation of the social brain network in children with autism spectrum disorder: an FMRI study. Psychiatry Investigation, 12(1), 37–45. https://doi.org/10.4306/pi.2015.12.1.37
Kleinhans, N. M., Richards, T., Weaver, K., Johnson, L. C., Greenson, J., Dawson, G., & Aylward, E. (2010). Association between amygdala response to emotional faces and social anxiety in autism spectrum disorders. Neuropsychologia, 48(12), 3665–3670. https://doi.org/10.1016/j.neuropsychologia.2010.07.022
Koyama, T., Tachimori, H., Osada, H., Takeda, T., & Kurita, H. (2007). Cognitive and symptom profiles in Asperger’s syndrome and high-functioning autism. Psychiatry and Clinical Neurosciences, 61(1), 99–104. https://doi.org/10.1111/j.1440-1819.2007.01617.x
Kowallik, A. E., Pohl, M., & Schweinberger, S. R. (2021). Facial imitation improves emotion recognition in adults with different levels of sub-clinical autistic traits. Journal of Intelligence, 9(1), 4. https://doi.org/10.3390/jintelligence9010004
Lancaster, J. L., Tordesillas-Gutierrez, D., Martinez, M., Salinas, F., Evans, A., Zilles, K., . . . Fox, P. T. (2007). Bias between MNI and Talairach coordinates analyzed using the ICBM-152 brain template. Human Brain Mapping, 28(11), 1194-1205https://doi.org/10.1002/hbm.20345
Lewis, M. B., & Dunn, E. (2017). Instructions to mimic improve facial emotion recognition in people with sub-clinical autism traits. Quartely of Journal of Experimental Psychology (hove), 70(11), 2357–2370. https://doi.org/10.1080/17470218.2016.1238950
Maldjian, J. A., Laurienti, P. J., Burdette, J. B., & Kraft, R. A. (2003). An automated method for neuroanatomical and cytoarchitectonic atlasbased interrogation of fMRI datasets. NeuroImage, 19(3), 1233–1239. https://doi.org/10.1016/s1053-8119(03)00169-1
Manjon, J. V., Coupe, P., Marti-Bonmati, L., Collins, D. L., & Robles, M. (2010). Adaptive non-local means denoising of MR images with spatially varying noise levels. Journal of Magnetic Resonance Imaging, 31(1), 192–203. https://doi.org/10.1002/jmri.22003
Martin, A. K., Dzafic, I., Ramdave, S., & Meinzer, M. (2017). Causal evidence for task-specific involvement of the dorsomedial prefrontal cortex in human social cognition. Social Cognitive and Affective Neuroscience, 12(8), 1209–1218. https://doi.org/10.1093/scan/nsx063
Matsumoto, D., & Ekman, P. (1988). Japanese and Caucasian facial expressions of emotion. San Francisco, CA: Intercultural and Emotion Research Laboratory, Department of Psychology, San Francisco State University.
McIntosh, D. N., Reichmann-Decker, A., Winkielman, P., & Wilbarger, J. L. (2006). When the social mirror breaks: Deficits in automatic, but not voluntary, mimicry of emotional facial expressions in autism. Developmental Science, 9(3), 295–302.
Monk, C. S., Weng, S.-J., Wiggins, J. L., Kurapati, N., Louro, H. M. C., Carrasco, M., . . . Lord, C. (2010). Neural circuitry of emotional face processing in autism spectrum disorders. Journal of Psychiatry and Neuroscience, 35(2), 105-114https://doi.org/10.1503/jpn.090085
Nachev, P. (2006). Cognition and medial frontal cortex in health and disease. Current Opinion in Neurology, 19(6), 586–592.
Niedenthal, P. M. (2007). Embodying emotion. Science, 316(5827), 1002–1005. https://doi.org/10.1126/science.1136930
Oberman, L. M., & Ramachandran, V. S. (2007). The simulating social mind: The role of the mirror neuron system and simulation in the social and communicative deficits of autism spectrum disorders. Psychological Bulletin, 133(2), 310–327. https://doi.org/10.1037/0033-2909.133.2.310
Oberman, L. M., Winkielman, P., & Ramachandran, V. S. (2007). Face to face: Blocking facial mimicry can selectively impair recognition of emotional expressions. Social Neuroscience, 2(3–4), 167–178. https://doi.org/10.1080/17470910701391943
Oberman, L. M., Winkielman, P., & Ramachandran, V. S. (2009). Slow echo: Facial EMG evidence for the delay of spontaneous, but not voluntary, emotional mimicry in children with autism spectrum disorders. Developmental Science, 12(4), 510–520. https://doi.org/10.1111/j.1467-7687.2008.00796.x
Ogai, M., Matsumoto, H., Suzuki, K., Ozawa, F., Fukuda, R., Uchiyama, I., . . . Takei, N. (2003). fMRI study of recognition of facial expressions in high-functioning autistic patients. Neuroreport, 14(4), 559-563https://doi.org/10.1097/01.wnr.0000061019.47393.71
Oldfield, R. C. (1971). The assessment and analysis of handedness: The Edinburgh inventory. Neuropsychologia, 9(1), 97–113.
Otsubo, T., Tanaka, K., Koda, R., Shinoda, J., Sano, N., Tanaka, S., . . . Kamijima, K. (2005). Reliability and validity of Japanese version of the Mini-International Neuropsychiatric Interview. Psychiatry and Clinical Neurosciences, 59(5), 517-526
Otsuka, S., Uono, S., Yoshimura, S., Zhao, S., & Toichi, M. (2017). Emotion Perception mediates the predictive relationship between verbal ability and functional outcome in high-functioning adults with autism spectrum fisorder. Journal of Autism and Developmental Disorders, 47(4), 1166–1182. https://doi.org/10.1007/s10803-017-3036-1
Pappaianni, E., Siugzdaite, R., Vettori, S., Venuti, P., Job, R., & Grecucci, A. (2018). Three shades of grey: Detecting brain abnormalities in children with autism by using Source-, voxel- and surface-based morphometry. The European Journal of Neuroscience, 47(6), 690–700. https://doi.org/10.1111/Ejn.13704
Pelphrey, K. A., Morris, J. P., McCarthy, G., & Labar, K. S. (2007). Perception of dynamic changes in facial affect and identity in autism. Social Cognitive and Affective Neuroscience, 2(2), 140–149. https://doi.org/10.1093/scan/nsm010
Pfeifer, J. H., Iacoboni, M., Mazziotta, J. C., & Dapretto, M. (2008). Mirroring others’ emotions relates to empathy and interpersonal competence in children. NeuroImage, 39(4), 2076–2085. https://doi.org/10.1016/j.neuroimage.2007.10.032
Philip, R., Whalley, H., Stanfield, A., Sprengelmeyer, R., Santos, I., Young, A., . . . Hall, J. (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
Pitcher, D. (2014). Facial expression recognition takes longer in the posterior superior temporal sulcus than in the occipital face area. Journal of Neuroscience, 34(27), 9173–9177. https://doi.org/10.1523/JNEUROSCI.5038-13.2014
Rajapakse, J. C., Giedd, J. N., & Rapoport, J. L. (1997). Statistical approach to segmentation of single-channel cerebral MR images. IEEE Transactions on Medical Imaging, 16(2), 176–186.
Rizzolatti, G., Fogassi, L., & Gallese, V. (2001). Neurophysiological mechanisms underlying the understanding and imitation of action. Nature Reviews Neuroscience, 2(9), 661–670.
Rozin, P., Lowery, L., & Ebert, R. (1994). Varieties of disgust faces and the structure of disgust. Journal of Personality and Social Psychology, 66(5), 870–881.
Russo-Ponsaran, N. M., Evans-Smith, B., Johnson, J., Russo, J., & McKown, C. (2016). Efficacy of a facial emotion training program for children and adolescents with autism spectrum disorders. Journal of Nonverbal Behavior, 40(1), 13–38.
Sabatinelli, D., Fortune, E. E., Li, Q., Siddiqui, A., Krafft, C., Oliver, W. T., . . . Jeffries, J. (2011). Emotional perception: meta-analyses of face and natural scene processing. Neuroimage, 54(3), 2524-2533https://doi.org/10.1016/j.neuroimage.2010.10.011
Samson, F., Mottron, L., Soulieres, I., & Zeffiro, T. A. (2012). Enhanced visual functioning in autism: An ALE meta-analysis. Human Brain Mapping, 33(7), 1553–1581. https://doi.org/10.1002/hbm.21307
Sato, W., Fujimura, T., Kochiyama, T., & Suzuki, N. (2013). Relationships among facial mimicry, emotional experience, and emotion recognition. PLoS ONE, 8(3), e57889. https://doi.org/10.1371/journal.pone.0057889.g001
Sato, W., Kochiyama, T., Uono, S., Sawada, R., Kubota, Y., Yoshimura, S., & Toichi, M. (2016). Structural Neural Substrates of Reading the Mind in the Eyes. Frontiers in Human Neuroscience, 10https://doi.org/10.3389/fnhum.2016.00151
Sato, W., Kochiyama, T., Uono, S., Yoshimura, S., Kubota, Y., Sawada, R., . . . Toichi, M. (2017). Reduced Gray Matter Volume in the Social Brain Network in Adults with Autism Spectrum Disorder. Frontiers in Human Neuroscience, 11, 395https://doi.org/10.3389/fnhum.2017.00395
Sato, W., Toichi, M., Uono, S., & Kochiyama, T. (2012). Impaired social brain network for processing dynamic facial expression in autism spectrum disorders. BMC Neuroscience, 13, 99.
Sato, W., Uono, S., Kochiyama, T., Yoshimura, S., Sawada, R., Kubota, Y., . . . Toichi, M. (2017). Structural Correlates of Reading the Mind in the Eyes in Autism Spectrum Disorder. Frontiers in Human Neuroscience, 11, 361https://doi.org/10.3389/fnhum.2017.00361
Schopler, E., Reichler, R. J., & Renner, B. R. (1986). The Childhood Autism Rating Scale (CARS): For Diagnostic Screening and Classification of Autism. Irvington.
Schulte-Rüther, M., Greimel, E., Markowitsch, H. J., Kamp-Becker, I., Remschmidt, H., Fink, G. R., & Piefke, M. (2011). Dysfunctions in brain networks supporting empathy: An fMRI study in adults with autism spectrum disorders. Social Neuroscience, 6(1), 1–21. https://doi.org/10.1080/17470911003708032
Shamay-Tsoory, S. G., Aharon-Peretz, J., & Perry, D. (2009). Two systems for empathy: A double dissociation between emotional and cognitive empathy in inferior frontal gyrus versus ventromedial prefrontal lesions. Brain, 132(Pt 3), 617–627. https://doi.org/10.1093/brain/awn279
Spencer, M. D., Holt, R. J., Chura, L. R., Suckling, J., Calder, A. J., Bullmore, E. T., & Baron-Cohen, S. (2011). A novel functional brain imaging endophenotype of autism: The neural response to facial expression of emotion. Translational Psychiatry, 1, e19. https://doi.org/10.1038/tp.2011.18
Tohka, J., Zijdenbos, A., & Evans, A. (2004). Fast and robust parameter estimation for statistical partial volume models in brain MRI. NeuroImage, 23(1), 84–97. https://doi.org/10.1016/j.neuroimage.2004.05.007
Uljarevic, M., & Hamilton, A. (2013). Recognition of emotions in autism: A formal meta-analysis. Journal of Autism and Developmental Disorders, 43(7), 1517–1526. https://doi.org/10.1007/s10803-012-1695-5
Uono, S., Sato, W., & Toichi, M. (2009). Dynamic fearful gaze does not enhance attention orienting in individuals with Asperger’s disorder. Brain and Cognition, 71(3), 229–233.
Uono, S., Sato, W., & Toichi, M. (2011). The specific impairment of fearful expression recognition and its atypical development in pervasive developmental disorder. Social Neuroscience, 6(5–6), 452–463. https://doi.org/10.1080/17470919.2011.605593
Uono, S., Sato, W., & Toichi, M. (2013). Common and unique impairments in facial-expression recognition in pervasive developmental disorder-not otherwise specified and Asperger’s disorder. Research in Autism Spectrum Disorders, 7(2), 361–368. https://doi.org/10.1016/j.rasd.2012.10.007
Uono, S., Sato, W., Kochiyama, T., Sawada, R., Kubota, Y., Yoshimura, S., & Toichi, M. (2017). Neural substrates of the ability to recognize facial expressions: A voxel-based morphometry study. Social Cognitive and Affective Neuroscience, 12(3), 487–495. https://doi.org/10.1093/scan/nsw142
Van Overwalle, F., & Vandekerckhove, M. (2013). Implicit and explicit social mentalizing: Dual processes driven by a shared neural network. Frontiers in Human Neuroscience, 7, 560. https://doi.org/10.3389/fnhum.2013.00560
Via, E., Radua, J., Cardoner, N., Happé, F., & Mataix-Cols, D. (2011). Meta-analysis of gray matter abnormalities in autism spectrum disorder: Should Asperger disorder be subsumed under a broader umbrella of autistic spectrum disorder? Archives of General Psychiatry, 68(4), 409–418.
Wakabayashi, A., Baron-Cohen, S., Wheelwright, S., & Tojo, Y. (2006). The Autism-Spectrum Quotient (AQ) in Japan: A cross-cultural comparison. Journal of Autism and Developmental Disorders, 36(2), 263–270. https://doi.org/10.1007/s10803-005-0061-2
Walsh, J. A., Vida, M. D., & Rutherford, M. D. (2014). Strategies for perceiving facial expressions in adults with autism spectrum disorder. Journal of Autism and Developmental Disorders, 44(5), 1018–1026. https://doi.org/10.1007/s10803-013-1953-1
Wang, A. T., Dapretto, M., Hariri, A. R., Sigman, M., & Bookheimer, S. Y. (2004). Neural correlates of facial affect processing in children and adolescents with autism spectrum disorder. Journal of the American Academy of Child and Adolescent Psychiatry, 43(4), 481–490. https://doi.org/10.1097/01.chi.0000111481.76722.66
Weng, S. J., Carrasco, M., Swartz, J. R., Wiggins, J. L., Kurapati, N., Liberzon, I., . . . Monk, C. S. (2011). Neural activation to emotional faces in adolescents with autism spectrum disorders. Journal of Child Psychology and Psychiatry and Allied Disciplines, 52(3), 296-305https://doi.org/10.1111/j.1469-7610.2010.02317.x
Wicker, B., Fonlupt, P., Hubert, B., Tardif, C., Gepner, B., & Deruelle, C. (2008). Abnormal cerebral effective connectivity during explicit emotional processing in adults with autism spectrum disorder. Social Cognitive and Affective Neuroscience, 3(2), 135–143. https://doi.org/10.1093/scan/nsn007
Worsley, K. J., Marrett, S., Neelin, P., Vandal, A. C., Friston, K. J., & Evans, A. C. (1996). A unified statistical approach for determining significant signals in images of cerebral activation. Human Brain Mapping, 4(1), 58–73.
Yang, X., Si, T., Gong, Q., Qiu, L., Jia, Z., Zhou, M., . . . Zhu, H. (2016). Brain gray matter alterations and associated demographic profiles in adults with autism spectrum disorder: A meta-analysis of voxel-based morphometry studies. Australian and New Zealand Journal of Psychiatry, 50(8), 741-753https://doi.org/10.1177/0004867415623858
Yoshimura, S., Sato, W., Uono, S., & Toichi, M. (2015). Impaired overt facial mimicry in response to dynamic facial expressions in high-functioning autism spectrum disorders. Journal of Autism and Developmental Disorders, 45(5), 1318–1328. https://doi.org/10.1007/s10803-014-2291-7
Wallace, G. L., Case, L. K., Harms, M. B., Silvers, J. A., Kenworthy, L., & Martin, A. (2011). Diminished sensitivity to sad facial expressions in high functioning autism spectrum disorders is associated with symptomatology and adaptive functioning. Journal Autism and Develomental Disorders, 41(11), 1475–1486. https://doi.org/10.1007/s10803-010-1170-0
Zhang, Q., Wu, R., Zhu, S., Le, J., Chen, Y., Lan, C., … Kendrick, K. M. (2021). Facial emotion training as an intervention in autism spectrum disorder: A meta-analysis of randomized controlled trials. Autism Research, 14(10), 2169-2182https://doi.org/10.1002/aur.2565
Zhao, K., Yan, W. J., Chen, Y. H., Zuo, X. N., & Fu, X. (2013). Amygdala volume predicts inter-individual differences in fearful face recognition. PLoS One, 8(8), e74096. https://doi.org/10.1371/journal.pone.0074096
Acknowledgements
We thank ATR Brain Activity Imaging Center for their support in acquiring the data. We also thank Kazusa Minemoto, Emi Yokoyama and Akemi Inoue for their technical support.
Funding
This study was supported by the JSPS Funding Program for Next Generation World-Leading Researchers (LZ008), Grant-in-Aid for Young Scientists (B) (16K17360), and Grant-in-Aid for Scientific Research (C) (20K03478). The funding sources had no involvement in study design; in the collection, analysis and interpretation of data; in the writing of the report; and in the decision to submit the article for publication.
Author information
Authors and Affiliations
Contributions
SU, WS, TK, SY, RS, YK, MS, and MT conceived and designed the experiments. SU, WS, TK, SY, RS and YK performed the experiments. SU, WS, and TK analysed the data. SU and WS wrote the first draft of the manuscript, and all authors contributed to the writing of the manuscript.
Corresponding author
Ethics declarations
Ethical approval
The experiment was approved by the local ethics committee of the Primate Research Institute, Kyoto University. The experiment was conducted in accordance with the guidelines of the Declaration of Helsinki 1964 and its later amendments.
Consent to participate
All participants provided written informed consent prior to participation.
Consent for publication
Not applicable.
Competing interests
The authors declare that they have no conflict 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
Uono, S., Sato, W., Kochiyama, T. et al. The structural neural correlates of atypical facial expression recognition in autism spectrum disorder. Brain Imaging and Behavior 16, 1428–1440 (2022). https://doi.org/10.1007/s11682-021-00626-1
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11682-021-00626-1