1
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Shoura M, Liang YZ, Sama MA, De A, Nestor A. Revealing the neural representations underlying other-race face perception. Front Hum Neurosci 2025; 19:1543840. [PMID: 40110535 PMCID: PMC11920127 DOI: 10.3389/fnhum.2025.1543840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2024] [Accepted: 02/17/2025] [Indexed: 03/22/2025] Open
Abstract
The other-race effect (ORE) refers to poorer recognition for faces of other races than one's own. This study investigates the neural and representational basis of ORE in East Asian and White participants using behavioral measures, neural decoding, and image reconstruction based on electroencephalography (EEG) data. Our investigation identifies a reliable neural counterpart of ORE, with reduced decoding accuracy for other-race faces, and it relates this result to higher density of other-race face representations in face space. Then, we characterize the temporal dynamics and the prominence of ORE for individual variability at the neural level. Importantly, we use a data-driven image reconstruction approach to reveal visual biases underlying other-race face perception, including a tendency to perceive other-race faces as more typical, younger, and more expressive. These findings provide neural evidence for a classical account of ORE invoking face space compression for other-race faces. Further, they indicate that ORE involves not only reduced identity information but also broader, systematic distortions in visual representation with considerable cognitive and social implications.
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Affiliation(s)
- Moaz Shoura
- Department of Psychology at Scarborough, University of Toronto, Toronto, ON, Canada
| | - Yong Z Liang
- Department of Psychology at Scarborough, University of Toronto, Toronto, ON, Canada
| | - Marco A Sama
- Department of Psychology at Scarborough, University of Toronto, Toronto, ON, Canada
| | - Arijit De
- Department of Psychology at Scarborough, University of Toronto, Toronto, ON, Canada
| | - Adrian Nestor
- Department of Psychology at Scarborough, University of Toronto, Toronto, ON, Canada
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2
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Kluge A, Zebarjadi N, Tassinari M, Lin FH, Jääskeläinen IP, Jasinskaja-Lahti I, Levy J. Supportive but biased: Perceptual neural intergroup bias is sensitive to minor reservations about supporting outgroup immigration. Neuropsychologia 2025; 208:109068. [PMID: 39788452 DOI: 10.1016/j.neuropsychologia.2025.109068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 12/20/2024] [Accepted: 01/03/2025] [Indexed: 01/12/2025]
Abstract
While decreasing negative attitudes against outgroups are often reported by individuals themselves, biased behaviour prevails. This gap between words and actions may stem from unobtrusive mental processes that could be uncovered by using neuroimaging in addition to self-reports. In this study we investigated whether adding neuroimaging to a traditional intergroup bias measure could detect intersubject differences in intergroup bias processes in a societal context where opposing discrimination is normative. In a sample of 43 Finnish students, implicit behavioural measures failed to indicate intergroup bias against Middle Eastern and Muslim immigrants, and explicit measures reported rather positive attitudes and sentiments towards that targeted group. Yet, while implementing a repeatedly validated method for detecting intergroup bias, an implicit association paradigm presenting stereotypical ingroup and outgroup face stimuli while undergoing magnetoencephalography, we detected a clear neural difference between two experimental conditions. The neural effect is thought to reflect intergroup bias in the valence of the associations that faces evoke. The activity cluster of the neural bias peaked in BA37 and included significant activity in the fusiform gyrus, which has been repeatedly found to be active during face perception bias. Importantly, this neural pattern was driven by participants who were explicitly favourable of immigration - but to a lesser extent than others. These findings suggest that such variations in explicit support of immigration are associated with the differential neural sensitivity to the congruency of associations between intergroup faces and valence. This research showcases the potential of neuroimaging to unravel covert perceptual bias against outgroup members and its sensitivity to small variations in explicit attitudes.
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Affiliation(s)
- Annika Kluge
- Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo 00076, Finland
| | - Niloufar Zebarjadi
- Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo 00076, Finland
| | - Matilde Tassinari
- Unit of Social Psychology, University of Helsinki, Helsinki 00014, Finland
| | - Fa-Hsuan Lin
- Sunnybrook Research Institute, Toronto M4N 3M5, Canada; Department of Medical Biophysics, University of Toronto, Toronto M5G 1L7, Canada
| | - Iiro P Jääskeläinen
- Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo 00076, Finland
| | | | - Jonathan Levy
- Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo 00076, Finland; Department of Criminology & Gonda Multidisciplinary Brain Research Center, Bar-Ilan University, Ramat Gan 5290002, Israel.
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3
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Kho SK, Keeble D, Wong HK, Estudillo AJ. Null effect of anodal and cathodal transcranial direct current stimulation (tDCS) on own- and other-race face recognition. Soc Neurosci 2023; 18:393-406. [PMID: 37840302 DOI: 10.1080/17470919.2023.2263924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Indexed: 10/17/2023]
Abstract
Successful face recognition is important for social interactions and public security. Although some preliminary evidence suggests that anodal and cathodal transcranial direct current stimulation (tDCS) might modulate own- and other-race face identification, respectively, the findings are largely inconsistent. Hence, we examined the effect of both anodal and cathodal tDCS on the recognition of own- and other-race faces. Ninety participants first completed own- and other-race Cambridge Face Memory Test (CFMT) as baseline measurements. Next, they received either anodal tDCS, cathodal tDCS or sham stimulation and finally they completed alternative versions of the own- and other-race CFMT. No difference in performance, in terms of accuracy and reaction time, for own- and other-race face recognition between anodal tDCS, cathodal tDCS and sham stimulation was found. Our findings cast doubt upon the efficacy of tDCS to modulate performance in face identification tasks.
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Affiliation(s)
- Siew Kei Kho
- Department of Psychology, Bournemouth University, Poole, United Kingdom
- School of Psychology, University of Nottingham Malaysia, Semenyih, Malaysia
| | - David Keeble
- Department of Psychology, Bournemouth University, Poole, United Kingdom
| | - Hoo Keat Wong
- Department of Psychology, Bournemouth University, Poole, United Kingdom
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4
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Wang A, Sliwinska MW, Watson DM, Smith S, Andrews TJ. Distinct patterns of neural response to faces from different races in humans and deep networks. Soc Cogn Affect Neurosci 2023; 18:nsad059. [PMID: 37837305 PMCID: PMC10634630 DOI: 10.1093/scan/nsad059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 07/27/2023] [Accepted: 10/06/2023] [Indexed: 10/15/2023] Open
Abstract
Social categories such as the race or ethnicity of an individual are typically conveyed by the visual appearance of the face. The aim of this study was to explore how these differences in facial appearance are represented in human and artificial neural networks. First, we compared the similarity of faces from different races using a neural network trained to discriminate identity. We found that the differences between races were most evident in the fully connected layers of the network. Although these layers were also able to predict behavioural judgements of face identity from human participants, performance was biased toward White faces. Next, we measured the neural response in face-selective regions of the human brain to faces from different races in Asian and White participants. We found distinct patterns of response to faces from different races in face-selective regions. We also found that the spatial pattern of response was more consistent across participants for own-race compared to other-race faces. Together, these findings show that faces from different races elicit different patterns of response in human and artificial neural networks. These differences may underlie the ability to make categorical judgements and explain the behavioural advantage for the recognition of own-race faces.
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Affiliation(s)
- Ao Wang
- Department of Psychology, University of York, York YO10 5DD, UK
- Department of Psychology, University of Southampton, Southampton SO17 1BJ, UK
| | - Magdalena W Sliwinska
- Department of Psychology, University of York, York YO10 5DD, UK
- School of Psychology, Liverpool John Moores University, Liverpool L2 2QP, UK
| | - David M Watson
- Department of Psychology, University of York, York YO10 5DD, UK
| | - Sam Smith
- Department of Psychology, University of York, York YO10 5DD, UK
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5
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Schaller P, Caldara R, Richoz AR. Prosopagnosia does not abolish other-race effects. Neuropsychologia 2023; 180:108479. [PMID: 36623806 DOI: 10.1016/j.neuropsychologia.2023.108479] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Revised: 12/28/2022] [Accepted: 01/05/2023] [Indexed: 01/09/2023]
Abstract
Healthy observers recognize more accurately same-than other-race faces (i.e., the Same-Race Recognition Advantage - SRRA) but categorize them by race more slowly than other-race faces (i.e., the Other-Race Categorization Advantage - ORCA). Several fMRI studies reported discrepant bilateral activations in the Fusiform Face Area (FFA) and Occipital Face Area (OFA) correlating with both effects. However, due to the very nature and limits of fMRI results, whether these face-sensitive regions play an unequivocal causal role in those other-race effects remains to be clarified. To this aim, we tested PS, a well-studied pure case of acquired prosopagnosia with lesions encompassing the left FFA and the right OFA. PS, healthy age-matched and young adults performed two recognition and three categorization by race tasks, respectively using Western Caucasian and East Asian faces normalized for their low-level properties with and without-external features, as well as in naturalistic settings. As expected, PS was slower and less accurate than the controls. Crucially, however, the magnitudes of her SRRA and ORCA were comparable to the controls in all the tasks. Our data show that prosopagnosia does not abolish other-race effects, as an intact face system, the left FFA and/or right OFA are not critical for eliciting the SRRA and ORCA. Race is a strong visual and social signal that is encoded in a large neural face-sensitive network, robustly tuned for processing same-race faces.
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Affiliation(s)
- Pauline Schaller
- Eye and Brain Mapping Laboratory (iBMLab), Department of Psychology, University of Fribourg, Fribourg, Switzerland
| | - Roberto Caldara
- Eye and Brain Mapping Laboratory (iBMLab), Department of Psychology, University of Fribourg, Fribourg, Switzerland
| | - Anne-Raphaëlle Richoz
- Eye and Brain Mapping Laboratory (iBMLab), Department of Psychology, University of Fribourg, Fribourg, Switzerland.
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6
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Ficco L, Müller VI, Kaufmann JM, Schweinberger SR. Socio‐cognitive, expertise‐based and appearance‐based accounts of the other‐‘race’ effect in face perception: A label‐based systematic review of neuroimaging results. Br J Psychol 2022; 114 Suppl 1:45-69. [DOI: 10.1111/bjop.12595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 08/13/2022] [Accepted: 08/18/2022] [Indexed: 11/30/2022]
Affiliation(s)
- Linda Ficco
- Department of General Psychology and Cognitive Neuroscience Friedrich Schiller University Jena Germany
- Department of Linguistics and Cultural Evolution International Max Planck Research School for the Science of Human History Jena Germany
| | - Veronika I. Müller
- Institute of Systems Neuroscience, Medical Faculty Heinrich Heine University Düsseldorf Düsseldorf Germany
- Institute of Neuroscience und Medicine (INM‐7) Research Centre Jülich Jülich Germany
| | - Jürgen M. Kaufmann
- Department of General Psychology and Cognitive Neuroscience Friedrich Schiller University Jena Germany
| | - Stefan R. Schweinberger
- Department of General Psychology and Cognitive Neuroscience Friedrich Schiller University Jena Germany
- Department of Linguistics and Cultural Evolution International Max Planck Research School for the Science of Human History Jena Germany
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7
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Raghunath BL, Sng KHL, Chen SHA, Vijayaragavan V, Gulyás B, Setoh P, Esposito G. Stronger brain activation for own baby but similar activation toward babies of own and different ethnicities in parents living in a multicultural environment. Sci Rep 2022; 12:10988. [PMID: 35768627 PMCID: PMC9243063 DOI: 10.1038/s41598-022-15289-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Accepted: 06/22/2022] [Indexed: 11/10/2022] Open
Abstract
Specific facial features in infants automatically elicit attention, affection, and nurturing behaviour of adults, known as the baby schema effect. There is also an innate tendency to categorize people into in-group and out-group members based on salient features such as ethnicity. Societies are becoming increasingly multi-cultural and multi-ethnic, and there are limited investigations into the underlying neural mechanism of the baby schema effect in a multi-ethnic context. Functional magnetic resonance imaging (fMRI) was used to examine parents' (N = 27) neural responses to (a) non-own ethnic in-group and out-group infants, (b) non-own in-group and own infants, and (c) non-own out-group and own infants. Parents showed similar brain activations, regardless of ethnicity and kinship, in regions associated with attention, reward processing, empathy, memory, goal-directed action planning, and social cognition. The same regions were activated to a higher degree when viewing the parents' own infant. These findings contribute further understanding to the dynamics of baby schema effect in an increasingly interconnected social world.
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Affiliation(s)
- Bindiya Lakshmi Raghunath
- Psychology Program, School of Social Sciences, Nanyang Technological University, Singapore, Singapore
| | - Kelly Hwee Leng Sng
- Psychology Program, School of Social Sciences, Nanyang Technological University, Singapore, Singapore
| | - S H Annabel Chen
- Psychology Program, School of Social Sciences, Nanyang Technological University, Singapore, Singapore.,Centre for Research and Development in Learning (CRADLE), Nanyang Technological University, Singapore, Singapore.,Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.,Office of Educational Research, National Institute of Education, Singapore, Singapore
| | - Vimalan Vijayaragavan
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Balázs Gulyás
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Peipei Setoh
- Psychology Program, School of Social Sciences, Nanyang Technological University, Singapore, Singapore
| | - Gianluca Esposito
- Department of Psychology and Cognitive Science, University of Trento, Rovereto, Italy.
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8
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Zhu H, Wang A, Collins HR, Yue Y, Xu S, Zhu X. The encoding of race during face processing, an event-related potential study. Perception 2021; 50:842-860. [PMID: 34623190 DOI: 10.1177/03010066211048573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
It is well known that adults spontaneously classify people into social categories and this categorization in turn guides their cognition and behavior. A wealth of research has examined how people perceive race and investigated the effect of race on social behavior. But what about race encoding? Although considerable behavioral research has investigated the encoding of race, that is, the social categorization by race, the neural underpinning of it is largely underexplored. To investigate the time course of race encoding, the current study employed a modified category verification task and a multivariate analyzing approach. We found that racial information became decodable from event-related potential topographies as early as about 200 ms after stimulus onset. At this stage, the brain can differentiate different races in a task-relevant manner. Nonetheless, it is not until 100 ms later that racial information is encoded in a socially relevant manner (own- versus other-race). Importantly, perceptual differentiation not only occurs before the encoding of the race but actually influences it: the faces that are more easily perceptually categorized are actually encoded more readily. Together, we posit that the detection and the encoding of race are decoupled although they are not completely independent. Our results provide powerful constraints toward the theory-building of race.
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Affiliation(s)
- Haidong Zhu
- Department of Psychology, 70586Shihezi University, Xinjiang, China
| | - Anqi Wang
- Department of Psychology, 70586Shihezi University, Xinjiang, China
| | - Heather R Collins
- Department of Radiology, 158155Medical University of South Carolina, Charleston, SC, USA
| | - Yaqi Yue
- Department of Psychology, 70586Shihezi University, Xinjiang, China
| | - Shuhui Xu
- Department of Psychology, 26495Wenzhou University, Zhejiang, China
| | - Xun Zhu
- Department of Psychology, 70586Shihezi University, Xinjiang, China; Department of Psychology, 26495Wenzhou University, Zhejiang, China
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9
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Bagnis A, Celeghin A, Diano M, Mendez CA, Spadaro G, Mosso CO, Avenanti A, Tamietto M. Functional neuroanatomy of racial categorization from visual perception: A meta-analytic study. Neuroimage 2020; 217:116939. [DOI: 10.1016/j.neuroimage.2020.116939] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2019] [Revised: 05/01/2020] [Accepted: 05/08/2020] [Indexed: 01/30/2023] Open
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10
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Reggev N, Brodie K, Cikara M, Mitchell JP. Human Face-Selective Cortex Does Not Distinguish between Members of a Racial Outgroup. eNeuro 2020; 7:ENEURO.0431-19.2020. [PMID: 32424055 PMCID: PMC7266143 DOI: 10.1523/eneuro.0431-19.2020] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2019] [Revised: 04/04/2020] [Accepted: 04/09/2020] [Indexed: 11/21/2022] Open
Abstract
People often fail to individuate members of social outgroups, a phenomenon known as the outgroup homogeneity effect. Here, we used functional magnetic resonance imaging (fMRI) repetition suppression to investigate the neural representation underlying this effect. In a preregistered study, White human perceivers (N = 29) responded to pairs of faces depicting White or Black targets. In each pair, the second face depicted either the same target as the first face, a different target from the same race, or a scrambled face outline. We localized face-selective neural regions via an independent task, and demonstrated that neural activity in the fusiform face area (FFA) distinguished different faces only when targets belonged to the perceivers' racial ingroup (White). By contrast, face-selective cortex did not discriminate between other-race individuals. Moreover, across two studies (total N = 67) perceivers were slower to discriminate between different outgroup members and remembered them to a lesser extent. Together, these results suggest that the outgroup homogeneity effect arises when early-to-mid-level visual processing results in an erroneous overlap of representations of outgroup members.
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Affiliation(s)
- Niv Reggev
- Department of Psychology, Harvard University, Cambridge, MA 02138
- Department of Psychology, Ben Gurion University of the Negev, Be'er-Sheva 84105, Israel
- Zlotowski Center for Neuroscience, Ben Gurion University of the Negev, Be'er-Sheva 84105, Israel
| | - Kirstan Brodie
- Department of Psychology, Harvard University, Cambridge, MA 02138
| | - Mina Cikara
- Department of Psychology, Harvard University, Cambridge, MA 02138
| | - Jason P Mitchell
- Department of Psychology, Harvard University, Cambridge, MA 02138
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11
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Abstract
People often recognize and remember faces of individuals within their own race more easily than those of other races. While behavioral research has long suggested that the Other-Race Effect (ORE) is due to extensive experience with one’s own race group, the neural mechanisms underlying the effect have remained elusive. Predominant theories of the ORE have argued that the effect is mainly caused by processing disparities between same and other-race faces during early stages of perceptual encoding. Our findings support an alternative view that the ORE is additionally shaped by mnemonic processing mechanisms beyond perception and attention. Using a “pattern separation” paradigm based on computational models of episodic memory, we report evidence that the ORE may be driven by differences in successful memory discrimination across races as a function of degree of interference or overlap between face stimuli. In contrast, there were no ORE-related differences on a comparable match-to-sample task with no long-term memory load, suggesting that the effect is not simply attributable to visual and attentional processes. These findings suggest that the ORE may emerge in part due to “tuned” memory mechanisms that may enhance same-race, at the expense of other-race face detection.
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12
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Zhou G, Liu J, Xiao NG, Wu SJ, Li H, Lee K. The Fusiform Face Area Plays a Greater Role in Holistic Processing for Own-Race Faces Than Other-Race Faces. Front Hum Neurosci 2018; 12:220. [PMID: 29910716 PMCID: PMC5992462 DOI: 10.3389/fnhum.2018.00220] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2017] [Accepted: 05/11/2018] [Indexed: 11/13/2022] Open
Abstract
Own-race faces are recognized more effectively than other-race faces. This phenomenon is referred to as other-race effect (ORE). Existing behavioral evidence suggests that one of the possible causes of ORE is that own-race faces are processed more holistically than other-race faces. However, little is known about whether such differences in processing also produce distinctive neural responses in the cortical face processing network. To bridge this gap, the present study used fMRI methodology and the composite face paradigm to examine the response patterns of the traditional face-preferential cortical areas (i.e., the bilateral fusiform face areas [FFA] and the bilateral occipital face areas [OFA]) elicited by own-race faces and other-race faces. We found that the right FFA exhibited a neural composite face effect only for own-race faces but not for other-race faces, even with the absence of the race-related difference in behavior composite face effect. These findings suggest that the right FFA plays a greater role in holistic processing of individual own-race faces than other-race faces. They also suggest that the neural composite effect observed in the right FFA is not the exact neural counterpart of the behavioral face composite effect. The findings of the present study revealed that, along the pathway of the bottom-up face processing, own-race faces and other-race faces presented the holistic processing difference as early as when they were processed in the right FFA.
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Affiliation(s)
- Guifei Zhou
- School of Computer and Information Technology, Beijing Jiaotong UniversityBeijing, China
| | - Jiangang Liu
- School of Computer and Information Technology, Beijing Jiaotong UniversityBeijing, China
| | - Naiqi G. Xiao
- Department of Psychology, Princeton UniversityPrinceton, NJ, United States
| | - Si Jia Wu
- Dr. Eric Jackman Institute of Child Study, University of TorontoToronto, ON, Canada
| | - Hong Li
- College of Psychology and Sociology, Shenzhen UniversityShenzhen, China
- Center for Language and Brain, Shenzhen Institute of NeuroscienceShenzhen, China
- Shenzhen Key Laboratory of Affective and Social Cognitive Science, Shenzhen UniversityShenzhen, China
| | - Kang Lee
- Dr. Eric Jackman Institute of Child Study, University of TorontoToronto, ON, Canada
- Department of Psychology, Zhejiang Normal UniversityJinhua, China
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13
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Tang Y, Zhao L, Lou Y, Shi Y, Fang R, Lin X, Liu S, Toga A. Brain structure differences between Chinese and Caucasian cohorts: A comprehensive morphometry study. Hum Brain Mapp 2018; 39:2147-2155. [PMID: 29400417 DOI: 10.1002/hbm.23994] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2017] [Revised: 01/19/2018] [Accepted: 01/26/2018] [Indexed: 12/16/2022] Open
Abstract
Numerous behavioral observations and brain function studies have demonstrated that neurological differences exist between East Asians and Westerners. However, the extent to which these factors relate to differences in brain structure is still not clear. As the basis of brain functions, the anatomical differences in brain structure play a primary and critical role in the origination of functional and behavior differences. To investigate the underlying differences in brain structure between the two cultural/ethnic groups, we conducted a comparative study on education-matched right-handed young male adults (age = 22-29 years) from two cohorts, Han Chinese (n = 45) and Caucasians (n = 45), using high-dimensional structural magnetic resonance imaging (MRI) data. Using two well-validated imaging analysis techniques, surface-based morphometry (SBM) and voxel-based morphometry (VBM), we performed a comprehensive vertex-wise morphometric analysis of the brain structures between Chinese and Caucasian cohorts. We identified consistent significant between-group differences in cortical thickness, volume, and surface area in the frontal, temporal, parietal, occipital, and insular lobes as well as the cingulate cortices. The SBM analyses revealed that compared with Caucasians, the Chinese population showed larger cortical structures in the temporal and cingulate regions, and smaller structural measures in the frontal and parietal cortices. The VBM data of the same sample was well-aligned with the SBM findings. Our findings systematically revealed comprehensive brain structural differences between young male Chinese and Caucasians, and provided new neuroanatomical insights to the behavioral and functional distinctions in the two cultural/ethnic populations.
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Affiliation(s)
- Yuchun Tang
- Research Center for Sectional and Imaging Anatomy, Shandong University Cheeloo College of Medicine, Jinan, Shandong, 250012, China.,School of Basic Medical Sciences, Shandong University, Jinan, Shandong, 250012, China.,Laboratory of Neuro Imaging (LONI), Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, Los Angeles, California, 90032
| | - Lu Zhao
- Laboratory of Neuro Imaging (LONI), Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, Los Angeles, California, 90032
| | - Yunxia Lou
- Research Center for Sectional and Imaging Anatomy, Shandong University Cheeloo College of Medicine, Jinan, Shandong, 250012, China.,School of Basic Medical Sciences, Shandong University, Jinan, Shandong, 250012, China
| | - Yonggang Shi
- Laboratory of Neuro Imaging (LONI), Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, Los Angeles, California, 90032
| | - Rui Fang
- Research Center for Sectional and Imaging Anatomy, Shandong University Cheeloo College of Medicine, Jinan, Shandong, 250012, China
| | - Xiangtao Lin
- Research Center for Sectional and Imaging Anatomy, Shandong University Cheeloo College of Medicine, Jinan, Shandong, 250012, China.,Shandong Medical Imaging Research Institute, Jinan, Shandong, 250021, China
| | - Shuwei Liu
- Research Center for Sectional and Imaging Anatomy, Shandong University Cheeloo College of Medicine, Jinan, Shandong, 250012, China.,School of Basic Medical Sciences, Shandong University, Jinan, Shandong, 250012, China
| | - Arthur Toga
- Laboratory of Neuro Imaging (LONI), Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, Los Angeles, California, 90032
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14
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Sankar A, Costafreda SG, Marangell LB, Fu CH. Other race effect on amygdala response during affective facial processing in major depression. Neurosci Lett 2018; 662:381-384. [DOI: 10.1016/j.neulet.2017.10.043] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2017] [Revised: 10/16/2017] [Accepted: 10/20/2017] [Indexed: 12/01/2022]
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15
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Cognitive control, attention, and the other race effect in memory. PLoS One 2017; 12:e0173579. [PMID: 28282414 PMCID: PMC5345842 DOI: 10.1371/journal.pone.0173579] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2016] [Accepted: 02/22/2017] [Indexed: 11/21/2022] Open
Abstract
People are better at remembering faces from their own race than other races–a phenomenon with significant societal implications. This Other Race Effect (ORE) in memory could arise from different attentional allocation to, and cognitive control over, same- and other-race faces during encoding. Deeper or more differentiated processing of same-race faces could yield more robust representations of same- vs. other-race faces that could support better recognition memory. Conversely, to the extent that other-race faces may be characterized by lower perceptual expertise, attention and cognitive control may be more important for successful encoding of robust, distinct representations of these stimuli. We tested a mechanistic model in which successful encoding of same- and other-race faces, indexed by subsequent memory performance, is differentially predicted by (a) engagement of frontoparietal networks subserving top-down attention and cognitive control, and (b) interactions between frontoparietal networks and fusiform cortex face processing. European American (EA) and African American (AA) participants underwent fMRI while intentionally encoding EA and AA faces, and ~24 hrs later performed an “old/new” recognition memory task. Univariate analyses revealed greater engagement of frontoparietal top-down attention and cognitive control networks during encoding for same- vs. other-race faces, stemming particularly from a failure to engage the cognitive control network during processing of other-race faces that were subsequently forgotten. Psychophysiological interaction (PPI) analyses further revealed that OREs were characterized by greater functional interaction between medial intraparietal sulcus, a component of the top-down attention network, and fusiform cortex during same- than other-race face encoding. Together, these results suggest that group-based face memory biases at least partially stem from differential allocation of cognitive control and top-down attention during encoding, such that same-race memory benefits from elevated top-down attentional engagement with face processing regions; conversely, reduced recruitment of cognitive control circuitry appears more predictive of memory failure when encoding out-group faces.
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Examining population differences in cerebral morphometry between Chinese and Indian undergraduate students. Neurosci Lett 2017; 636:290-297. [PMID: 27838451 DOI: 10.1016/j.neulet.2016.11.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2016] [Revised: 10/25/2016] [Accepted: 11/08/2016] [Indexed: 11/24/2022]
Abstract
The aim of this study is to examine potential population differences in brain morphometry using magnetic resonance imaging (MRI). Thirty-six Chinese and thirty-two Indian undergraduate students are included in this study. All images are processed using BrainLab toolbox to obtain the morphometric values of gray matter volume, cortical thickness, and cortical surface area in each region of interest (ROI). We use ROI-based analysis to investigate ethnic differences using the three types of measurements. Cerebral variations of the brain between Chinese and Indian groups are mostly distributed in the frontal lobe, temporal lobe, and occipital lobe. Subgroup analysis reveals sex differences between the two groups. Our study demonstrates population-related differences in brain morphometry (gray matter volume, cortical thickness, and cortical surface area) between Chinese and Indian undergraduates.
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Zhou G, Liu J, Ding XP, Fu G, Lee K. Development of Effective Connectivity during Own- and Other-Race Face Processing: A Granger Causality Analysis. Front Hum Neurosci 2016; 10:474. [PMID: 27713696 PMCID: PMC5031708 DOI: 10.3389/fnhum.2016.00474] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2016] [Accepted: 09/07/2016] [Indexed: 11/13/2022] Open
Abstract
Numerous developmental studies have suggested that other-race effect (ORE) in face recognition emerges as early as in infancy and develops steadily throughout childhood. However, there is very limited research on the neural mechanisms underlying this developmental ORE. The present study used Granger causality analysis (GCA) to examine the development of children's cortical networks in processing own- and other-race faces. Children were between 3 and 13 years. An old-new paradigm was used to assess their own- and other-race face recognition with ETG-4000 (Hitachi Medical Co., Japan) acquiring functional near infrared spectroscopy (fNIRS) data. After preprocessing, for each participant and under each face condition, we obtained the causal map by calculating the weights of causal relations between the time courses of [oxy-Hb] of each pair of channels using GCA. To investigate further the differential causal connectivity for own-race faces and other-race faces at the group level, a repeated measure analysis of variance (ANOVA) was performed on the GCA weights for each pair of channels with the face race task (own-race face vs. other-race face) as the within-subject variable and the age as a between-subject factor (continuous variable). We found an age-related increase in functional connectivity, paralleling a similar age-related improvement in behavioral face processing ability. More importantly, we found that the significant differences in neural functional connectivity between the recognition of own-race faces and that of other-race faces were modulated by age. Thus, like the behavioral ORE, the neural ORE emerges early and undergoes a protracted developmental course.
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Affiliation(s)
- Guifei Zhou
- School of Computer and Information Technology, Beijing Jiaotong UniversityBeijing, China
| | - Jiangang Liu
- School of Computer and Information Technology, Beijing Jiaotong UniversityBeijing, China
| | - Xiao Pan Ding
- Dr. Eric Jackman Institute of Child Study, University of TorontoToronto, ON, Canada
- Department of Psychology, National University of SingaporeSingapore, Singapore
| | - Genyue Fu
- Department of Psychology, Hangzhou Normal UniversityHangzhou, China
| | - Kang Lee
- Dr. Eric Jackman Institute of Child Study, University of TorontoToronto, ON, Canada
- Department of Psychology, Zhejiang Normal UniversityJinhua, China
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Zhai H, Yu Y, Zhang W, Chen G, Jia F. ACC and IPL networks in the perception of the faces of parents during selective tasks. Brain Imaging Behav 2015; 10:1172-1183. [PMID: 26613720 DOI: 10.1007/s11682-015-9486-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
The perception of the faces of parents is different from that of other faces. Mother's face perception is associated with childbearing and parenting and has specific cognitive processing properties. Yet, the underlying mechanism remains unknown. We investigated the neural network that is involved in the perception of parent's face based upon parental face selective tasks that were completed by 23 normal adults. Resting state functional magnetic resonance imaging (fMRI) and a task block design with fixation cross sign control fMRI were used. The faces activated the right inferior frontal gyrus, the left and right middle frontal gyri, and the left and right inferior parietal lobule. In addition, the parental faces task resulted in more activation than the control tasks in the left and right anterior cingulate, left middle (superior) temporal gyrus, right and left inferior frontal gyrus. The anterior cingulate cortex (ACC) and the inferior parietal lobe (IPL) are central nodes of the brain network, while the parental face perception network includes the anterior cingulate cortex and superior temporal gyrus (ACC-STG)/parahippocampal network as well as the inferior frontal and inferior parietal lobule (IFG-IPL) network. The network of father's face perception involves the left inferior parietal lobule and left middle frontal gyrus/right middle frontal gyrus/right inferior frontal gyrus, while mother's face perception involves the right inferior parietal lobe and frontal network (MFG.L/IFG.R). The experiments showed that the ACC-STG/parahippocampal network and IFG-IPL network are neural networks used in parental face perception, and the ACC and IPL are central nodes in the network. The neural pathway of parental face perception is similar to the perception of a stranger's face, as both include the STG, but is different in that the perception of the stranger's face involves a connected STG and IPL as a specific neural pathway.
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Affiliation(s)
- Hongchang Zhai
- Educational College, Guangzhou University, No.230 Waihuan West Road, Higher Education Mega Center, Panyu District, Guangzhou, People's Republic of China, 510006.
| | - Yuan Yu
- Educational College, Guangzhou University, No.230 Waihuan West Road, Higher Education Mega Center, Panyu District, Guangzhou, People's Republic of China, 510006
| | - Wei Zhang
- School of Psychology, South China Normal University, Guangzhou, 510631, China
| | - Gang Chen
- Scientific and Statistical Computing Core, National Institute of Mental Health, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Fucang Jia
- Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, No. 1068, Xueyuan Avenue, Xili University Town, Shenzhen, People's Republic of China, 518055.
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Liu J, Wang Z, Feng L, Li J, Tian J, Lee K. Neural Trade-Offs between Recognizing and Categorizing Own- and Other-Race Faces. Cereb Cortex 2014; 25:2191-203. [PMID: 24591523 DOI: 10.1093/cercor/bhu025] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Behavioral research has suggested a trade-off relationship between individual recognition and race categorization of own- and other-race faces, which is an important behavioral marker of face processing expertise. However, little is known about the neural mechanisms underlying this trade-off. Using functional magnetic resonance imaging (fMRI) methodology, we concurrently asked participants to recognize and categorize own- and other-race faces to examine the neural correlates of this trade-off relationship. We found that for other-race faces, the fusiform face area (FFA) and occipital face area (OFA) responded more to recognition than categorization, whereas for own-race faces, the responses were equal for the 2 tasks. The right superior temporal sulcus (STS) responses were the opposite to those of the FFA and OFA. Further, recognition enhanced the functional connectivity from the right FFA to the right STS, whereas categorization enhanced the functional connectivity from the right OFA to the right STS. The modulatory effects of these 2 couplings were negatively correlated. Our findings suggested that within the core face processing network, although recognizing and categorizing own- and other-race faces activated the same neural substrates, there existed neural trade-offs whereby their activations and functional connectivities were modulated by face race type and task demand due to one's differential processing expertise with own- and other-race faces.
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Affiliation(s)
- Jiangang Liu
- School of Computer and Information Technology, Beijing Jiaotong University, Beijing 100044, China Dr. Eric Jackman Institute of Child Study, University of Toronto, Toronto, Canada
| | - Zhe Wang
- Department of Psychology, Zhejiang Sci-Tech University, Hangzhou, Zhejiang 310018, China
| | - Lu Feng
- Institute of Automation Chinese Academy of Sciences, Beijing 100190, China
| | - Jun Li
- School of Life Science and Technology, Xidian University, Xi'an 710071, China
| | - Jie Tian
- Institute of Automation Chinese Academy of Sciences, Beijing 100190, China School of Life Science and Technology, Xidian University, Xi'an 710071, China
| | - Kang Lee
- Dr. Eric Jackman Institute of Child Study, University of Toronto, Toronto, Canada
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Ding XP, Fu G, Lee K. Neural correlates of own- and other-race face recognition in children: a functional near-infrared spectroscopy study. Neuroimage 2014; 85 Pt 1:335-44. [PMID: 23891903 PMCID: PMC3859716 DOI: 10.1016/j.neuroimage.2013.07.051] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2013] [Revised: 07/10/2013] [Accepted: 07/15/2013] [Indexed: 11/17/2022] Open
Abstract
The present study used the functional Near-infrared Spectroscopy (fNIRS) methodology to investigate the neural correlates of elementary school children's own- and other-race face processing. An old-new paradigm was used to assess children's recognition ability of own- and other-race faces. FNIRS data revealed that other-race faces elicited significantly greater [oxy-Hb] changes than own-race faces in the right middle frontal gyrus and inferior frontal gyrus regions (BA9) and the left cuneus (BA18). With increased age, the [oxy-Hb] activity differences between own- and other-race faces, or the neural other-race effect (NORE), underwent significant changes in these two cortical areas: at younger ages, the neural response to the other-race faces was modestly greater than that to the own-race faces, but with increased age, the neural response to the own-race faces became increasingly greater than that to the other-race faces. Moreover, these areas had strong regional functional connectivity with a swath of the cortical regions in terms of the neural other-race effect that also changed with increased age. We also found significant and positive correlations between the behavioral other-race effect (reaction time) and the neural other-race effect in the right middle frontal gyrus and inferior frontal gyrus regions (BA9). These results taken together suggest that children, like adults, devote different amounts of neural resources to processing own- and other-race faces, but the size and direction of the neural other-race effect and associated functional regional connectivity change with increased age.
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22
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Lovén J, Svärd J, Ebner NC, Herlitz A, Fischer H. Face gender modulates women's brain activity during face encoding. Soc Cogn Affect Neurosci 2013; 9:1000-5. [PMID: 23698075 DOI: 10.1093/scan/nst073] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Women typically remember more female than male faces, whereas men do not show a reliable own-gender bias. However, little is known about the neural correlates of this own-gender bias in face recognition memory. Using functional magnetic resonance imaging (fMRI), we investigated whether face gender modulated brain activity in fusiform and inferior occipital gyri during incidental encoding of faces. Fifteen women and 14 men underwent fMRI while passively viewing female and male faces, followed by a surprise face recognition task. Women recognized more female than male faces and showed higher activity to female than male faces in individually defined regions of fusiform and inferior occipital gyri. In contrast, men's recognition memory and blood-oxygen-level-dependent response were not modulated by face gender. Importantly, higher activity in the left fusiform gyrus (FFG) to one gender was related to better memory performance for that gender. These findings suggest that the FFG is involved in the gender bias in memory for faces, which may be linked to differential experience with female and male faces.
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Affiliation(s)
- Johanna Lovén
- Department of Clinical Neuroscience, Karolinska Institutet, Aging Research Center, Karolinska Institutet, Stockholm, Sweden, Department of Psychology, University of Florida, Gainesville, FL 32611, USA, and Department of Psychology, Stockholm University, Stockholm, Sweden
| | - Joakim Svärd
- Department of Clinical Neuroscience, Karolinska Institutet, Aging Research Center, Karolinska Institutet, Stockholm, Sweden, Department of Psychology, University of Florida, Gainesville, FL 32611, USA, and Department of Psychology, Stockholm University, Stockholm, Sweden
| | - Natalie C Ebner
- Department of Clinical Neuroscience, Karolinska Institutet, Aging Research Center, Karolinska Institutet, Stockholm, Sweden, Department of Psychology, University of Florida, Gainesville, FL 32611, USA, and Department of Psychology, Stockholm University, Stockholm, Sweden
| | - Agneta Herlitz
- Department of Clinical Neuroscience, Karolinska Institutet, Aging Research Center, Karolinska Institutet, Stockholm, Sweden, Department of Psychology, University of Florida, Gainesville, FL 32611, USA, and Department of Psychology, Stockholm University, Stockholm, SwedenDepartment of Clinical Neuroscience, Karolinska Institutet, Aging Research Center, Karolinska Institutet, Stockholm, Sweden, Department of Psychology, University of Florida, Gainesville, FL 32611, USA, and Department of Psychology, Stockholm University, Stockholm, Sweden
| | - Håkan Fischer
- Department of Clinical Neuroscience, Karolinska Institutet, Aging Research Center, Karolinska Institutet, Stockholm, Sweden, Department of Psychology, University of Florida, Gainesville, FL 32611, USA, and Department of Psychology, Stockholm University, Stockholm, SwedenDepartment of Clinical Neuroscience, Karolinska Institutet, Aging Research Center, Karolinska Institutet, Stockholm, Sweden, Department of Psychology, University of Florida, Gainesville, FL 32611, USA, and Department of Psychology, Stockholm University, Stockholm, Sweden
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Ebner NC, Johnson MR, Rieckmann A, Durbin KA, Johnson MK, Fischer H. Processing own-age vs. other-age faces: neuro-behavioral correlates and effects of emotion. Neuroimage 2013; 78:363-71. [PMID: 23602923 DOI: 10.1016/j.neuroimage.2013.04.029] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2012] [Revised: 03/01/2013] [Accepted: 04/10/2013] [Indexed: 11/19/2022] Open
Abstract
Age constitutes a salient feature of a face and signals group membership. There is evidence of greater attention to and better memory for own-age than other-age faces. However, little is known about the neural and behavioral mechanisms underlying processing differences for own-age vs. other-age faces. Even less is known about the impact of emotion expressed in faces on such own-age effects. Using fMRI, the present study examined brain activity while young and older adult participants identified expressions of neutral, happy, and angry young and older faces. Across facial expressions, medial prefrontal cortex, insula, and (for older participants) amygdala showed greater activity to own-age than other-age faces. These own-age effects in ventral medial prefrontal cortex and insula held for neutral and happy faces, but not for angry faces. This novel and intriguing finding suggests that processing of negative facial emotions under some conditions overrides age-of-face effects.
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Affiliation(s)
- Natalie C Ebner
- Department of Psychology, University of Florida, P.O. Box 112250, Gainesville, FL 32611, USA.
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Ratner KG, Kaul C, Van Bavel JJ. Is race erased? Decoding race from patterns of neural activity when skin color is not diagnostic of group boundaries. Soc Cogn Affect Neurosci 2012; 8:750-5. [PMID: 22661619 DOI: 10.1093/scan/nss063] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Several theories suggest that people do not represent race when it does not signify group boundaries. However, race is often associated with visually salient differences in skin tone and facial features. In this study, we investigated whether race could be decoded from distributed patterns of neural activity in the fusiform gyri and early visual cortex when visual features that often covary with race were orthogonal to group membership. To this end, we used multivariate pattern analysis to examine an fMRI dataset that was collected while participants assigned to mixed-race groups categorized own-race and other-race faces as belonging to their newly assigned group. Whereas conventional univariate analyses provided no evidence of race-based responses in the fusiform gyri or early visual cortex, multivariate pattern analysis suggested that race was represented within these regions. Moreover, race was represented in the fusiform gyri to a greater extent than early visual cortex, suggesting that the fusiform gyri results do not merely reflect low-level perceptual information (e.g. color, contrast) from early visual cortex. These findings indicate that patterns of activation within specific regions of the visual cortex may represent race even when overall activation in these regions is not driven by racial information.
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Affiliation(s)
- Kyle G Ratner
- Department of Psychology, New York University, 6 Washington Place, New York, NY 10003, USA.
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Quadflieg S, Macrae CN. Stereotypes and stereotyping: What's the brain got to do with it? EUROPEAN REVIEW OF SOCIAL PSYCHOLOGY 2011. [DOI: 10.1080/10463283.2011.627998] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
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Feng L, Liu J, Wang Z, Li J, Li L, Ge L, Tian J, Lee K. The other face of the other-race effect: an fMRI investigation of the other-race face categorization advantage. Neuropsychologia 2011; 49:3739-49. [PMID: 21971308 DOI: 10.1016/j.neuropsychologia.2011.09.031] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2011] [Revised: 09/02/2011] [Accepted: 09/19/2011] [Indexed: 11/26/2022]
Abstract
The present study was the first to use the functional magnetic resonance imaging (fMRI) methodology to investigate the neural correlates of race categorization of own- and other-race faces. We found that Chinese participants categorized the race of Caucasian faces more accurately and faster than that of Chinese faces, replicating the robust effect of the other-race categorization advantage. Regions of interest (ROI) analyses revealed greater neural activations when participants were categorizing own-race faces than other-race faces in the bilateral ventral occipito-temporal cortex (VOT) such as the fusiform face areas (FFAs) and the occipital face areas (OFAs). Within the left FFA, there was also a significant negative correlation between the behavioral difference of own- and other-race face categorization accuracy and the activation difference between categorizing own- and other-race faces. Whole brain analyses showed that categorizing own-race faces induced greater activations in the right medial frontal cortex (MFC) and right inferior frontal gyrus (IFG) than categorizing other-race faces. Psychophysiological interaction (PPI) analyses revealed that the frontal cortical regions interacted more strongly with the posterior VOT during the categorization of own-race faces than that of other-race faces. Overall, our findings suggest that relative to the categorization of other-race faces, more cortical resources are engaged during the categorization of own-race faces with which we have a higher level of processing expertise. This increased involvement of cortical neural sources perhaps serves to provide more in-depth processing of own-race faces (such as individuation), which in turn paradoxically results in the behavioral other-race categorization advantage.
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Affiliation(s)
- Lu Feng
- Institute of Automation, Chinese Academy of Sciences, Beijing, China
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Neural correlates of own- and other-race face perception: Spatial and temporal response differences. Neuroimage 2011; 54:2547-55. [DOI: 10.1016/j.neuroimage.2010.10.006] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2010] [Revised: 09/30/2010] [Accepted: 10/04/2010] [Indexed: 11/21/2022] Open
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Neural repetition suppression to identity is abolished by other-race faces. Proc Natl Acad Sci U S A 2010; 107:20081-6. [PMID: 21041643 DOI: 10.1073/pnas.1005751107] [Citation(s) in RCA: 91] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Human beings are remarkably skilled at recognizing faces, with the marked exception of other-race faces: the so-called "other-race effect." As reported nearly a century ago [Feingold CA (1914) Journal of Criminal Law and Police Science 5:39-51], this face-recognition impairment is accompanied by the popular belief that other-race faces all look alike. However, the neural mechanisms underlying this high-level "perceptual illusion" are still unknown. To address this question, we recorded high-resolution electrophysiological scalp signals from East Asian (EA) and Western Caucasian (WC) observers as they viewed two EA or WC faces. The first adaptor face was followed by a target face of either the same or different identity. We quantified repetition suppression (RS), a reduction in neural activity in stimulus-sensitive regions following stimulus repetition. Conventional electrophysiological analyses on target faces failed to reveal any RS effect. However, to fully account for the paired nature of RS events, we subtracted the signal elicited by target to adaptor faces for each single trial and performed unbiased spatiotemporal data-driven analyses. This unique approach revealed stronger RS to same-race faces of same identity in both groups of observers on the face-sensitive N170 component. Such neurophysiological modulation in RS suggests efficient identity coding for same-race faces. Strikingly, OR faces elicited identical RS regardless of identity, all looking alike to the neural population underlying the N170. Our data show that sensitivity to race begins early at the perceptual level, providing, after nearly 100 y of investigations, a neurophysiological correlate of the "all look alike" perceptual experience.
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Variability in frontotemporal brain structure: the importance of recruitment of African Americans in neuroscience research. PLoS One 2010; 5:e13642. [PMID: 21049028 PMCID: PMC2964318 DOI: 10.1371/journal.pone.0013642] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2010] [Accepted: 10/04/2010] [Indexed: 11/19/2022] Open
Abstract
Background Variation in brain structure is both genetically and environmentally influenced. The question about potential differences in brain anatomy across populations of differing race and ethnicity remains a controversial issue. There are few studies specifically examining racial or ethnic differences and also few studies that test for race-related differences in context of other neuropsychiatric research, possibly due to the underrepresentation of ethnic minorities in clinical research. It is within this context that we conducted a secondary data analysis examining volumetric MRI data from healthy participants and compared the volumes of the amygdala, hippocampus, lateral ventricles, caudate nucleus, orbitofrontal cortex (OFC) and total cerebral volume between Caucasian and African-American participants. We discuss the importance of this finding in context of neuroimaging methodology, but also the need for improved recruitment of African Americans in clinical research and its broader implications for a better understanding of the neural basis of neuropsychiatric disorders. Methodology/Principal Findings This was a case control study in the setting of an academic medical center outpatient service. Participants consisted of 44 Caucasians and 33 ethnic minorities. The following volumetric data were obtained: amygdala, hippocampus, lateral ventricles, caudate nucleus, orbitofrontal cortex (OFC) and total cerebrum. Each participant completed a 1.5 T magnetic resonance imaging (MRI). Our primary finding in analyses of brain subregions was that when compared to Caucasians, African Americans exhibited larger left OFC volumes (F 1,68 = 7.50, p = 0.008). Conclusions The biological implications of our findings are unclear as we do not know what factors may be contributing to these observed differences. However, this study raises several questions that have important implications for the future of neuropsychiatric research.
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Quadflieg S, Turk DJ, Waiter GD, Mitchell JP, Jenkins AC, Macrae CN. Exploring the Neural Correlates of Social Stereotyping. J Cogn Neurosci 2009; 21:1560-70. [DOI: 10.1162/jocn.2009.21091] [Citation(s) in RCA: 60] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Abstract
Judging people on the basis of cultural stereotypes is a ubiquitous facet of daily life, yet little is known about how this fundamental inferential strategy is implemented in the brain. Using fMRI, we measured neural activity while participants made judgments about the likely actor (i.e., person-focus) and location (i.e., place-focus) of a series of activities, some of which were associated with prevailing gender stereotypes. Results revealed that stereotyping was underpinned by activity in areas associated with evaluative processing (e.g., ventral medial prefrontal cortex, amygdala) and the representation of action knowledge (e.g., supramarginal gyrus, middle temporal gyrus). In addition, activity accompanying stereotypic judgments was correlated with the strength of participants' explicit and implicit gender stereotypes. These findings elucidate how stereotyping fits within the neuroscience of person understanding.
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He Y, Johnson MK, Dovidio JF, McCarthy G. The relation between race-related implicit associations and scalp-recorded neural activity evoked by faces from different races. Soc Neurosci 2009; 4:426-42. [PMID: 19562628 PMCID: PMC2755624 DOI: 10.1080/17470910902949184] [Citation(s) in RCA: 62] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
The neural correlates of the perception of faces from different races were investigated. White participants performed a gender identification task in which Asian, Black, and White faces were presented while event-related potentials (ERPs) were recorded. Participants also completed an implicit association task for Black (IAT-Black) and Asian (IAT-Asian) faces. ERPs evoked by Black and White faces differed, with Black faces evoking a larger positive ERP that peaked at 168 ms over the frontal scalp, and White faces evoking a larger negative ERP that peaked at 244 ms. These Black/White ERP differences significantly correlated with participants' scores on the IAT-Black. ERPs also differentiated White from Asian faces and a significant correlation was obtained between the White-Asian ERP difference waves at approximately 500 ms and the IAT-Asian. A positive ERP at 116 ms over occipital scalp differentiated all three races, but was not correlated with either IAT. In addition, a late positive component (around 592 ms) was greater for the same race compared to either other race faces, suggesting potentially more extended or deeper processing of the same race faces. Taken together, the ERP/IAT correlations observed for both other races indicate the influence of a race-sensitive evaluative process that may include early more automatic and/or implicit processes and relatively later more controlled processes.
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Affiliation(s)
- Yi He
- Yale University, New Haven, CT 06510, USA
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Krill A, Platek SM. In-group and out-group membership mediates anterior cingulate activation to social exclusion. FRONTIERS IN EVOLUTIONARY NEUROSCIENCE 2009; 1:1. [PMID: 19597546 PMCID: PMC2704010 DOI: 10.3389/neuro.18.001.2009] [Citation(s) in RCA: 60] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2008] [Accepted: 02/20/2009] [Indexed: 11/17/2022]
Abstract
Functional magnetic resonance imaging was employed to examine sensitivity to social exclusion in three conditions: same-race, other-race, and self-resembling faces. The anterior cingulate cortex (ACC), specifically the dorsal ACC, has been targeted as a key substrate in the physical and social pain matrix and was hypothesized to regulate activation response to various facial conditions. We show that participants demonstrated greatest ACC activation when being excluded by self-resembling and same-race faces, relative to other-race faces. Additionally, participants expressed greater distress and showed increased ACC activation as a result of exclusion in the same-race condition relative to the other-race condition. A positive correlation between implicit racial bias and activation in the amygdala was also evident. Implicit attitude about other-race faces partly explains levels of concern about exclusion by out-group individuals. These findings suggest that individuals are more distressed and their brain (i.e. neural alarm system) responds with greater activation when being excluded by individuals whom they are more likely to share group membership with.
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Affiliation(s)
- Austen Krill
- School of Biological Sciences, The University of Liverpool Liverpool, UK
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33
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Iidaka T, Nogawa J, Kansaku K, Sadato N. Neural Correlates Involved in Processing Happy Affect on Same Race Faces. J PSYCHOPHYSIOL 2008. [DOI: 10.1027/0269-8803.22.2.91] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Neuroimaging studies have shown that the face-related regions of the brain, including the amygdala and the fusiform gyrus, are activated when subjects viewed the faces of their own race as compared to those of other races. These regions have been regarded as the neural correlates of “in-group advantage,” a phenomenon showing superior performance for the same-race face than for other-race faces in behavioral experiments. However, in these neuroimaging studies, faces of notably different races have been used for comparisons, and thus far, no study has investigated brain activity associated with positive expression. In the present functional magnetic resonance imaging study involving the Japanese participants, we investigated brain activation in response to viewing happy and neutral faces of Japanese, non-Japanese Asian, and Caucasian races. Analysis of covariance using the mean happiness rating as a covariate revealed that as compared to viewing of neutral faces, viewing of happy faces by the Japanese subjects resulted in greater activation of the posterior cingulate cortex under the same-race condition than under other-race conditions. In addition, parametric modulation analysis showed that clusters in a part of the posterior cingulate cortex and in the superior temporal gyrus were associated with subjective judgment of the facial features that resembled those of the Japanese race. The left amygdala activity differed between the races; however, it is more likely that this difference was related to the differences in the subjective rating of facial happiness than to the recognition of the race per se. Therefore, we considered that the posterior cingulate cortex is the neural correlate that is specifically involved when Japanese subjects judge the happy expression on the same-race face. These results may indicate that in the Japanese participants a sense of familiarity played a role in the neural processing of a positive expression on the same-race face.
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Affiliation(s)
| | | | - Kenji Kansaku
- Department of Cerebral Research, National Institute for Physiological Sciences, Okazaki, Japan
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Morris JP, Pelphrey KA, McCarthy G. Controlled scanpath variation alters fusiform face activation. Soc Cogn Affect Neurosci 2007; 2:31-8. [PMID: 18176625 PMCID: PMC2174694 DOI: 10.1093/scan/nsl023] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2006] [Accepted: 08/31/2006] [Indexed: 11/14/2022] Open
Abstract
We investigated the influence of experimentally guided saccades and fixations on fMRI activation in brain regions specialized for face and object processing. Subjects viewed a static image of a face while a small fixation cross made a discrete jump within the image every 500 ms. Subjects were required to make a saccade and fixate the cross at its new location. Each run consisted of alternating blocks in which the subject was guided to make a series of saccades and fixations that constituted either a Typical or an Atypical face scanpath. Typical scanpaths were defined as a scanpath in which the fixation cross landed on the eyes or the mouth in 90% of all trials. Atypical scanpaths were defined as scanpaths in which the fixation cross landed on the eyes or mouth on 12% of all trials. The average saccade length was identical in both typical and atypical blocks, and both were preceded by a baseline block where the fixation cross made much smaller jumps in the middle of the screen. Within the functionally predefined face area of the ventral occipitotemporal cortex (VOTC), typical scanpaths evoked significantly more activity when compared to atypical scanpaths. A voxel-based analysis revealed a similar pattern in clusters of voxels located within VOTC, frontal eye fields, superior colliculi, intraparietal sulcus, and inferior frontal gyrus. These results demonstrate that fMRI activation is highly sensitive to the pattern of eye movements employed during face processing, and thus illustrates the potential confounding influence of uncontrolled eye movements for neuroimaging studies of face and object perception in normal and clinical populations.
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Affiliation(s)
- James P. Morris
- Duke-UNC Brain Imaging and Analysis Center, Duke University, Department of Psychological and Brain Sciences, and Department of Veterans Affairs Medical Center, Durham, North Carolina, USA
| | - Kevin A. Pelphrey
- Duke-UNC Brain Imaging and Analysis Center, Duke University, Department of Psychological and Brain Sciences, and Department of Veterans Affairs Medical Center, Durham, North Carolina, USA
| | - Gregory McCarthy
- Duke-UNC Brain Imaging and Analysis Center, Duke University, Department of Psychological and Brain Sciences, and Department of Veterans Affairs Medical Center, Durham, North Carolina, USA
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