1
|
Schuster BA, Okamoto Y, Takahashi T, Kurihara Y, Keating CT, Cook JL, Kosaka H, Ide M, Naruse H, Kraaijkamp C, Osu R. A cross-cultural examination of bi-directional mentalising in autistic and non-autistic adults. Mol Autism 2025; 16:29. [PMID: 40361199 PMCID: PMC12076830 DOI: 10.1186/s13229-025-00659-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2024] [Accepted: 03/24/2025] [Indexed: 05/15/2025] Open
Abstract
BACKGROUND So-called 'mismatch accounts' propose that, rather than arising from a socio-cognitive deficit present in autistic people, mentalising difficulties are the product of a mismatch in neurotype between interaction partners. Although this idea has grown in popularity over recent years, there is currently only limited empirical evidence to support mismatch theories. Moreover, the social model of disability such theories are grounded in demands a culturally situated view of social interaction, yet research on mentalising and/or autism is largely biased towards Western countries, with little knowledge on how successful mentalising is defined differently, and how tools to assess socio-cognitive ability compare, across cultures. METHODS Using a widely employed mentalising task-the animations task-, the current study investigated and compared the bi-directional mentalising performance of British and Japanese autistic and non-autistic adults and assessed observer-agent kinematic similarity as a potential dimension along which mismatches may occur between neurotypes. Participants were asked to depict various mental state- and action-based interactions by moving two triangles across a touch-screen device before viewing and interpreting stimuli generated by other participants. RESULTS In the UK sample, our results replicate a seminal prior study in showing poorer mentalising abilities in non-autistic adults for animations generated by the autistic group. Crucially, the same pattern did not emerge in the Japanese sample, where there were no mentalising differences between the two groups. LIMITATIONS Limitations of the current study include that efforts to match all samples within and across cultures in terms of IQ, gender, and age were not successful in all comparisons, but control analyses suggest this did not affect our results. Furthermore, any performance differences were found for both the mental state- and action-based conditions, mirroring prior work and raising questions about the domain-specificity of the employed task. CONCLUSIONS Our results add support for a paradigm shift in the autism literature, moving beyond deficit-based models and towards acknowledging the inherently relational nature of social interaction. We further discuss how our findings suggest limited cultural transferability of common socio-cognitive measures rather than superior mentalising abilities in Japanese autistic adults, underscoring the need for more cross-cultural research and the development of culturally sensitive scientific and diagnostic tools.
Collapse
Affiliation(s)
- Bianca A Schuster
- School of Human Sciences, Waseda University, Tokorozawa, Japan.
- Waseda Institute for Advanced Study, Waseda University, Tokyo, Japan.
- Department of Cognition, Emotion, and Methods in Psychology, University of Vienna, Vienna, Austria.
| | - Y Okamoto
- Waseda Institute for Advanced Study, Waseda University, Tokyo, Japan
- Department of Sports Science, Faculty of Health and Sports Science, Juntendo University, Tokyo, Japan
| | - T Takahashi
- School of Human Sciences, Waseda University, Tokorozawa, Japan
| | - Y Kurihara
- School of Human Sciences, Waseda University, Tokorozawa, Japan
| | - C T Keating
- Centre for Human Brain Health and School of Psychology, University of Birmingham, Birmingham, UK
- Department of Experimental Psychology, University of Oxford, Oxford, UK
| | - J L Cook
- Centre for Human Brain Health and School of Psychology, University of Birmingham, Birmingham, UK
| | - H Kosaka
- University of Fukui, Fukui, Japan
| | - M Ide
- National Rehabilitation Center for Persons With Disabilities, Tokorozawa, Japan
| | - H Naruse
- University of Fukui, Fukui, Japan
| | - C Kraaijkamp
- Centre for Human Brain Health and School of Psychology, University of Birmingham, Birmingham, UK
| | - R Osu
- School of Human Sciences, Waseda University, Tokorozawa, Japan
| |
Collapse
|
2
|
daSilva EB, Wood A. How and Why People Synchronize: An Integrated Perspective. PERSONALITY AND SOCIAL PSYCHOLOGY REVIEW 2025; 29:159-187. [PMID: 38770754 DOI: 10.1177/10888683241252036] [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] [Indexed: 05/22/2024]
Abstract
Academic AbstractInterpersonal synchrony, the alignment of behavior and/or physiology during interactions, is a pervasive phenomenon observed in diverse social contexts. Here we synthesize across contexts and behaviors to classify the different forms and functions of synchrony. We provide a concise framework for classifying the manifold forms of synchrony along six dimensions: periodicity, discreteness, spatial similarity, directionality, leader-follower dynamics, and observability. We also distill the various proposed functions of interpersonal synchrony into four interconnected functions: reducing complexity and improving understanding, accomplishing joint tasks, strengthening social connection, and influencing partners' behavior. These functions derive from first principles, emerge from each other, and are accomplished by some forms of synchrony more than others. Effective synchrony flexibly adapts to social goals and more synchrony is not always better. Our synthesis offers a shared framework and language for the field, allowing for better cross-context and cross-behavior comparisons, generating new hypotheses, and highlighting future research directions.
Collapse
|
3
|
Geelhand P, Papastamou F, Jaspard S, Kissine M. Autistic adults display different verbal behavior only in mixed-neurotype interactions: Evidence from a referential communication task. AUTISM : THE INTERNATIONAL JOURNAL OF RESEARCH AND PRACTICE 2025; 29:1129-1142. [PMID: 39572980 DOI: 10.1177/13623613241298376] [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] [Indexed: 04/30/2025]
Abstract
Recent accounts of social difficulties in autism suggest that autistic and non-autistic individuals mutually misunderstand each other. This assumption aligns with findings that mixed-neurotype interactions are less efficient than same-neurotype interactions. However, it remains unclear whether different outcomes between mixed- and same-neurotype interactions are due to contact with a different neurotype or to inherently different communication styles, specific to each neurotype. A total of 134 adult participants were divided into three same-sex dyad types: 23 autistic dyads, 23 non-autistic dyads, and 21 mixed-neurotype dyads. Participants were unaware of their partner's neurotype. Dyads completed an online referential communication task where a "Director" guides a "Matcher" to rearrange abstract images, using both written (chat) and oral (microphone, no video) communication modes. Interaction outcome measures were task duration and verbosity of the Director. Across both communication modes, non-autistic dyads completed the task faster than autistic and mixed dyads, indicating that dyads with at least one autistic partner were generally slower. Notably, in mixed dyads, autistic Directors were more verbose than non-autistic Directors across both communication modes. These results, in conjunction with partners' unawareness of each other's neurotype, suggest that even in the absence of non-verbal cues neurotype mismatch triggers autistic adults to display different verbal behavior.Lay abstractRecent research shows that in conversations, both participants influence the outcome. More specifically, conversations do not go as smoothly when autistic and non-autistic people talk together compared to when people of the same neurotype (either all autistic or all non-autistic) talk to each other. In studies finding a "same-neurotype communicative advantage", interaction partners knew about each other's neurotype. Because of this methodological choice, it is unclear whether mixed-neurotype interactions go less smoothly because participants knew they were interacting with a different neurotype or because each neurotype really has a distinct communication style. In our study, 134 adults were grouped into same-sex pairs: 23 autistic, 23 non-autistic, and 21 mixed-neurotype pairs. The pairs did not know if the other person was autistic or not. They completed an online task where the "Director" instructs the "Matcher" to reorder abstract pictures. Pairs did this task in two ways: by typing in a live chat and by speaking into a microphone without video. The study looked at how long the task took and how much the Director talked/wrote. Results showed that non-autistic pairs were faster to complete the task than autistic pairs and mixed pairs, meaning pairs with at least one autistic person were slower in general to complete the task. Interestingly, in mixed pairs, only autistic Directors produced more words than non-autistic Directors, in both typing and speaking. These findings suggest that even without knowing about their partner's neurotype and seeing/hearing their partner, autistic adults communicate differently when they interact with a non-autistic person.
Collapse
Affiliation(s)
- Philippine Geelhand
- ACTE, LaDisco and ULB Neuroscience Institute, Université libre de Bruxelles, Belgium
| | | | - Solène Jaspard
- ACTE, LaDisco and ULB Neuroscience Institute, Université libre de Bruxelles, Belgium
| | - Mikhail Kissine
- ACTE, LaDisco and ULB Neuroscience Institute, Université libre de Bruxelles, Belgium
- Department of Philosophy, Classics, History of Art and Ideas, University of Oslo, Norway4Department of Linguistics and Comparative Cultural Studies, University Ca' Foscari Venice, Italy
- Department of Linguistics and Comparative Cultural Studies, University Ca' Foscari Venice, Italy
| |
Collapse
|
4
|
Czekóová K, Mareček R, Staněk R, Hartley C, Kessler K, Hlavatá P, Ošlejšková H, Brázdil M, Shaw DJ. Altered Patterns of Dynamic Functional Connectivity Underpin Reduced Expressions of Social-Emotional Reciprocity in Autistic Adults. Autism Res 2025; 18:725-740. [PMID: 39994920 PMCID: PMC12015814 DOI: 10.1002/aur.70010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2024] [Revised: 02/07/2025] [Accepted: 02/12/2025] [Indexed: 02/26/2025]
Abstract
To identify the neurocognitive mechanisms underpinning the social difficulties that characterize autism, we performed functional magnetic resonance imaging on pairs of autistic and non-autistic adults simultaneously whilst they interacted with one another on the iterated Ultimatum Game (iUG)-an interactive task that emulates the reciprocal characteristic of naturalistic interpersonal exchanges. Two age-matched sets of male-male dyads were investigated: 16 comprised an autistic Responder and a non-autistic Proposer, and 19 comprised non-autistic pairs of Responder and Proposer. Players' round-by-round behavior on the iUG was modeled as reciprocal choices, and dynamic functional connectivity (dFC) was measured to identify the neural mechanisms underpinning reciprocal behaviors. Behavioral expressions of reciprocity were significantly reduced in autistic compared with non-autistic Responders, yet no such differences were observed between the non-autistic Proposers in either set of dyads. Furthermore, we identified latent dFC states with temporal properties associated with reciprocity. Autistic interactants spent less time in brain states characterized by dynamic inter-network integration and segregation among the Default Mode Network and cognitive control networks, suggesting that their reduced expressions of social-emotional reciprocity reflect less efficient reconfigurations among brain networks supporting flexible cognition and behavior. These findings advance our mechanistic understanding of the social difficulties characterizing autism.
Collapse
Affiliation(s)
- Kristína Czekóová
- Behavioural and Social Neuroscience Research Group, Central European Institute of Technology (CEITEC)Masaryk UniversityBrnoCzechia
- Institute of PsychologyCzech Academy of SciencesBrnoCzechia
- First Department of Neurology, Faculty of MedicineMasaryk UniversityBrnoCzechia
| | - Radek Mareček
- Multimodal and Functional Neuroimaging Laboratory (MAFIL), Central European Institute of Technology (CEITEC)Masaryk UniversityBrnoCzechia
| | - Rostislav Staněk
- Department of Economics, Faculty of Economics and AdministrationMasaryk UniversityBrnoCzechia
| | - Calum Hartley
- Department of PsychologyLancaster UniversityLancasterUK
| | - Klaus Kessler
- School of PsychologyUniversity College DublinDublinIreland
| | - Pavlína Hlavatá
- Behavioural and Social Neuroscience Research Group, Central European Institute of Technology (CEITEC)Masaryk UniversityBrnoCzechia
| | - Hana Ošlejšková
- Department of Child NeurologyUniversity Hospital Brno and Masaryk UniversityBrnoCzechia
| | - Milan Brázdil
- Behavioural and Social Neuroscience Research Group, Central European Institute of Technology (CEITEC)Masaryk UniversityBrnoCzechia
- First Department of NeurologySt. Anne's University Hospital and Faculty of Medicine, Masaryk UniversityBrnoCzechia
| | - Daniel Joel Shaw
- Behavioural and Social Neuroscience Research Group, Central European Institute of Technology (CEITEC)Masaryk UniversityBrnoCzechia
- First Department of Neurology, Faculty of MedicineMasaryk UniversityBrnoCzechia
- Department of Psychology, School of Life and Health SciencesAston UniversityBirminghamUK
| |
Collapse
|
5
|
Trujillo JP, Dyer RMK, Holler J. Dyadic differences in empathy scores are associated with kinematic similarity during conversational question-answer pairs. DISCOURSE PROCESSES 2025; 62:195-213. [PMID: 40303465 PMCID: PMC12039893 DOI: 10.1080/0163853x.2025.2467605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2025]
Abstract
During conversation, speakers coordinate and synergize their behaviors at multiple levels, and in different ways. The extent to which individuals converge or diverge in their behaviors during interaction may relate to interpersonal differences relevant to social interaction, such as empathy as measured by the empathy quotient (EQ). An association between interpersonal difference in empathy and interpersonal entrainment could help to throw light on how interlocutor characteristics influence interpersonal entrainment. We investigated this possibility in a corpus of unconstrained conversation between dyads. We used dynamic time warping to quantify entrainment between interlocutors of head motion, hand motion, and maximum speech f0 during question-response sequences. We additionally calculated interlocutor differences in EQ scores. We found that, for both head and hand motion, greater difference in EQ was associated with higher entrainment. Thus, we consider that people who are dissimilar in EQ may need to "ground" their interaction with low-level movement entrainment. There was no significant relationship between f0 entrainment and EQ score differences.
Collapse
Affiliation(s)
- James P. Trujillo
- Donders Institute for Brain, Cognition & Behaviour, Radboud University, Nijmegen, The Netherlands
- Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
- Institute for Logic, Language & Computation, University of Amsterdam, Amsterdam, The Netherlands
| | - Rebecca M. K. Dyer
- Institute for Logic, Language & Computation, University of Amsterdam, Amsterdam, The Netherlands
- Centre for Human Developmental Science, Cardiff University, Cardiff, UK
| | - Judith Holler
- Donders Institute for Brain, Cognition & Behaviour, Radboud University, Nijmegen, The Netherlands
- Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
| |
Collapse
|
6
|
Korth C. Tool evolution as a prerequisite for consciousness. Rev Neurosci 2025:revneuro-2024-0166. [PMID: 39965981 DOI: 10.1515/revneuro-2024-0166] [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: 11/20/2024] [Accepted: 01/18/2025] [Indexed: 02/20/2025]
Abstract
Within the concept of the extended mind, the active modification of external objects, externalizations, is seen as an auxiliary means to adapt to the environment. Toolmaking and use are advanced stages of externalizations that evolve. All past or present tools can, theoretically, be precisely assigned a location in an evolutionary tree with predecessors and progeny. Tools are reliably replicated, modified, and selected by their ability to facilitate human needs. Tool evolution, therefore, fulfills Darwinian criteria where the material tool is the phenotype and the instruction to build it is the code. The ostensive triangle consisting of a pointing individual, an observing individual, and a pointed-at object or tool is the germ cell of social transmission of instructions. Tool-building instructions ultimately can be reduced to distinct sequences of motor acts that can be recombined and are socially transmitted. When executed, they replicate tools for the reward of convenience or improved fitness. Tools elicit affordances relating to their use that synchronize different individuals' perceptions, result in psychological "understanding," and thereby modify social networks. Massive tool fabrication as present today in the "tool-sphere" has, therefore, accelerated prosociality and over time led to the acquisition of an individual's third person perspective. The entangled biological evolution accelerated the ongoing cumulative cultural evolution by selecting traits facilitating social transmission. In this context, tool evolution and the corresponding acquired individual instructional content is a precondition to the emergence of higher cognition and "consciousness." A neuroscience investigating externalizations as the starting point of this process is urgently needed.
Collapse
Affiliation(s)
- Carsten Korth
- Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| |
Collapse
|
7
|
Karin E, Geva R, Bar-Yehuda S, Estrugo Y, Bauminger-Zviely N. Movement Coordination's Link with Common Ground During Dyadic Peer Discourse in Typically Developing and Autistic Speakers. J Autism Dev Disord 2024:10.1007/s10803-024-06642-6. [PMID: 39570556 DOI: 10.1007/s10803-024-06642-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/31/2024] [Indexed: 11/22/2024]
Abstract
Common ground (CG)-a pragmatic capability that reflects the construction of shared meaning by two interlocutors during conversation-is widely accepted as crucial for effective communication, but its exploration has been limited in the context of children's peer-to-peer interaction. Specifically, this study aimed to explore CG differences between typically developing (TD) and autistic populations, CG's developmental trajectories, as well as the link between CG and motor coordination skills during peer interactions. Study participants included 148 children (6-16 years), comparing 64 TD and 84 autistic children across three age levels. Fixed dyads matched on IQ, age, sex, and mother's education performed a CG tangram-card task and complementary joint action (JA) tasks to evaluate peer-to-peer movement coordination. Individual motor skills were also assessed. As expected, both autistic and TD groups showed increasing efficacy over the 6-turn CG task (fewer words and shorter duration to communicate), although autistic participants were less efficient than TD participants. Better motor skills and JA synchronization correlated with both groups' more efficient CG performance. Additionally, the indirect relationship between group (TD/autism) and CG was mediated by motor skills and JA, with age moderating the relationship between JA and CG. Specifically, better motor skills and socio-motor coordination were associated with more efficient CG creation, particularly in younger children (under 10 years). These findings suggest potential novel avenues for early interventions targeting motor and language challenges in autism to enhance pragmatic abilities and peer interactions, offering insights into language development in this population.
Collapse
Affiliation(s)
- Einat Karin
- Faculty of Education, Bar-Ilan University, 52900, Ramat-Gan, Israel
| | - Ronny Geva
- Department of Psychology, The Gonda Brain Research Center, Bar-Ilan University, Ramat-Gan, Israel
| | | | - Yael Estrugo
- Faculty of Education, Bar-Ilan University, 52900, Ramat-Gan, Israel
| | | |
Collapse
|
8
|
Mangnus M, Koch SBJ, Cai K, Greidanus Romaneli M, Hagoort P, Bašnáková J, Stolk A. Preserved Spontaneous Mentalizing Amid Reduced Intersubject Variability in Autism During a Movie Narrative. BIOLOGICAL PSYCHIATRY. COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2024:S2451-9022(24)00306-9. [PMID: 39490786 DOI: 10.1016/j.bpsc.2024.10.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Revised: 09/30/2024] [Accepted: 10/18/2024] [Indexed: 11/05/2024]
Abstract
BACKGROUND While individuals with autism often face challenges in everyday social interactions, they may demonstrate proficiency in structured theory of mind (ToM) tasks that assess their ability to infer others' mental states. Using functional magnetic resonance imaging and pupillometry, we investigated whether these discrepancies stem from diminished spontaneous mentalizing or broader difficulties in unstructured contexts. METHODS Fifty-two adults diagnosed with autism and 52 neurotypical control participants viewed the animated short Partly Cloudy, a nonverbal animated film with a dynamic social narrative known to engage the ToM brain network during specific scenes. Analysis focused on comparing brain and pupil responses to these ToM events. Additionally, dynamic intersubject correlations were used to explore the variability of these responses throughout the film. RESULTS Both groups showed similar brain and pupil responses to ToM events and provided comparable descriptions of the characters' mental states. However, participants with autism exhibited significantly stronger correlations in their responses across the film's social narrative, indicating reduced interindividual variability. This distinct pattern emerged well before any ToM events and involved brain regions beyond the ToM network. CONCLUSIONS Our findings provide functional evidence of spontaneous mentalizing in autism, demonstrating this capacity in a context that affords but does not require mentalizing. Rather than responses to ToM events, a novel neurocognitive signature-interindividual variability in brain and pupil responses to evolving social narratives-differentiated neurotypical individuals from individuals with autism. These results suggest that idiosyncratic narrative processing in unstructured settings, a common element of everyday social interactions, may offer a more sensitive scenario for understanding the autistic mind.
Collapse
Affiliation(s)
- Margot Mangnus
- Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, the Netherlands.
| | - Saskia B J Koch
- Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Kexin Cai
- Psychological and Brain Sciences, Dartmouth College, Hanover, New Hampshire
| | - Miriam Greidanus Romaneli
- Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Peter Hagoort
- Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, the Netherlands; Max Planck Institute for Psycholinguistics, Max-Planck-Gesellschaft, Nijmegen, the Netherlands
| | - Jana Bašnáková
- Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Arjen Stolk
- Psychological and Brain Sciences, Dartmouth College, Hanover, New Hampshire
| |
Collapse
|
9
|
Wheatley T, Thornton MA, Stolk A, Chang LJ. The Emerging Science of Interacting Minds. PERSPECTIVES ON PSYCHOLOGICAL SCIENCE 2024; 19:355-373. [PMID: 38096443 PMCID: PMC10932833 DOI: 10.1177/17456916231200177] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2024]
Abstract
For over a century, psychology has focused on uncovering mental processes of a single individual. However, humans rarely navigate the world in isolation. The most important determinants of successful development, mental health, and our individual traits and preferences arise from interacting with other individuals. Social interaction underpins who we are, how we think, and how we behave. Here we discuss the key methodological challenges that have limited progress in establishing a robust science of how minds interact and the new tools that are beginning to overcome these challenges. A deep understanding of the human mind requires studying the context within which it originates and exists: social interaction.
Collapse
Affiliation(s)
- Thalia Wheatley
- Consortium for Interacting Minds, Psychological and Brain Sciences, Dartmouth, Hanover, NH USA
- Santa Fe Institute
| | - Mark A. Thornton
- Consortium for Interacting Minds, Psychological and Brain Sciences, Dartmouth, Hanover, NH USA
| | - Arjen Stolk
- Consortium for Interacting Minds, Psychological and Brain Sciences, Dartmouth, Hanover, NH USA
| | - Luke J. Chang
- Consortium for Interacting Minds, Psychological and Brain Sciences, Dartmouth, Hanover, NH USA
| |
Collapse
|
10
|
Dziura SL, Hosangadi A, Shariq D, Merchant JS, Redcay E. Partner similarity and social cognitive traits predict social interaction success among strangers. Soc Cogn Affect Neurosci 2023; 18:nsad045. [PMID: 37698369 PMCID: PMC10516339 DOI: 10.1093/scan/nsad045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 07/02/2023] [Accepted: 09/07/2023] [Indexed: 09/13/2023] Open
Abstract
Social interactions are a ubiquitous part of engaging in the world around us, and determining what makes an interaction successful is necessary for social well-being. This study examined the separate contributions of individual social cognitive ability and partner similarity to social interaction success among strangers, measured by a cooperative communication task and self-reported interaction quality. Sixty participants engaged in a 1-h virtual social interaction with an unfamiliar partner (a laboratory confederate) including a 30-min cooperative 'mind-reading' game and then completed several individual tasks and surveys. They then underwent a separate functional MRI session in which they passively viewed video clips that varied in content. The neural responses to these videos were correlated with those of their confederate interaction partners to yield a measure of pairwise neural similarity. We found that trait empathy (assessed by the interpersonal reactivity index) and neural similarity to partner both predicted communication success in the mind-reading game. In contrast, perceived similarity to partner and (to a much lesser extent) trait mind-reading motivation predicted self-reported interaction quality. These results highlight the importance of sharing perspectives in successful communication as well as differences between neurobiological similarity and perceived similarity in supporting different types of interaction success.
Collapse
Affiliation(s)
- Sarah L Dziura
- Department of Psychology, University of Maryland, College Park, MD 20742, USA
| | - Aditi Hosangadi
- Center for Mind and Brain University of California Davis, Davis, CA 95618, USA
| | - Deena Shariq
- Department of Psychology, University of Maryland, College Park, MD 20742, USA
- Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD 20742, USA
| | - Junaid S Merchant
- Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD 20742, USA
| | - Elizabeth Redcay
- Department of Psychology, University of Maryland, College Park, MD 20742, USA
- Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD 20742, USA
| |
Collapse
|
11
|
Cho S, Cola M, Knox A, Pelella MR, Russell A, Hauptmann A, Covello M, Cieri C, Liberman M, Schultz RT, Parish-Morris J. Sex differences in the temporal dynamics of autistic children's natural conversations. Mol Autism 2023; 14:13. [PMID: 37024960 PMCID: PMC10080787 DOI: 10.1186/s13229-023-00545-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Accepted: 03/23/2023] [Indexed: 04/08/2023] Open
Abstract
BACKGROUND Autistic girls are underdiagnosed compared to autistic boys, even when they experience similar clinical impact. Research suggests that girls present with distinct symptom profiles across a variety of domains, such as language, which may contribute to their underdiagnosis. In this study, we examine sex differences in the temporal dynamics of natural conversations between naïve adult confederates and school-aged children with or without autism, with the goal of improving our understanding of conversational behavior in autistic girls and ultimately improving identification. METHODS Forty-five school-aged children with autism (29 boys and 16 girls) and 47 non-autistic/neurotypical (NT) children (23 boys and 24 girls) engaged in a 5-min "get-to-know-you" conversation with a young adult confederate that was unaware of children's diagnostic status. Groups were matched on IQ estimates. Recordings were time-aligned and orthographically transcribed by trained annotators. Several speech and pause measures were calculated. Groups were compared using analysis of covariance models, controlling for age. RESULTS Autistic girls used significantly more words than autistic boys, and produced longer speech segments than all other groups. Autistic boys spoke more slowly than NT children, whereas autistic girls did not differ from NT children in total word counts or speaking rate. Autistic boys interrupted confederates' speech less often and produced longer between-turn pauses (i.e., responded more slowly when it was their turn) compared to other children. Within-turn pause duration did not differ by group. LIMITATIONS Our sample included verbally fluent children and adolescents aged 6-15 years, so our study results may not replicate in samples of younger children, adults, and individuals who are not verbally fluent. The results of this relatively small study, while compelling, should be interpreted with caution and replicated in a larger sample. CONCLUSION This study investigated the temporal dynamics of everyday conversations and demonstrated that autistic girls and boys have distinct natural language profiles. Specifying differences in verbal communication lays the groundwork for the development of sensitive screening and diagnostic tools to more accurately identify autistic girls, and could inform future personalized interventions that improve short- and long-term social communication outcomes for all autistic children.
Collapse
Affiliation(s)
- Sunghye Cho
- Linguistic Data Consortium, University of Pennsylvania, 3600 Market Street, Philadelphia, PA, 19104, USA.
| | - Meredith Cola
- Center for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
- Department of Psychology, La Salle University, Philadelphia, PA, 19141, USA
| | - Azia Knox
- Center for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
| | - Maggie Rose Pelella
- Center for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
| | - Alison Russell
- Center for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
| | - Aili Hauptmann
- Center for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
| | - Maxine Covello
- Center for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
| | - Christopher Cieri
- Linguistic Data Consortium, University of Pennsylvania, 3600 Market Street, Philadelphia, PA, 19104, USA
| | - Mark Liberman
- Linguistic Data Consortium, University of Pennsylvania, 3600 Market Street, Philadelphia, PA, 19104, USA
| | - Robert T Schultz
- Center for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
- Department of Pediatrics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Julia Parish-Morris
- Center for Autism Research, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
- Department of Psychiatry, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, 19104, USA
| |
Collapse
|
12
|
Cola M, Zampella CJ, Yankowitz LD, Plate S, Petrulla V, Tena K, Russell A, Pandey J, Schultz RT, Parish-Morris J. Conversational adaptation in children and teens with autism: Differences in talkativeness across contexts. Autism Res 2022; 15:1090-1108. [PMID: 35199482 PMCID: PMC9167260 DOI: 10.1002/aur.2693] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Revised: 01/04/2022] [Accepted: 02/14/2022] [Indexed: 11/06/2022]
Abstract
Successful social communication is complex; it relies on effectively deploying and continuously revising one's behavior to fit the needs of a given conversation, partner, and context. For example, a skilled conversationalist may instinctively become less talkative with a quiet partner and more talkative with a chattier one. Prior research suggests that behavioral flexibility across social contexts can be a particular challenge for individuals with autism spectrum condition (ASC), and that difficulty adapting to the changing needs of a conversation contributes to communicative breakdowns and poor social outcomes. In this study, we examine whether reduced conversational adaptation, as measured by talkativeness, differentiates 48 verbally fluent children and teens with ASC from 50 neurotypical (NT) peers matched on age, intelligence quotient, and sex ratio. Participants completed the Contextual Assessment of Social Skills with two novel conversation partners. The first acted interested in the conversation and talked more (Interested condition), while the second acted bored and talked less (Bored condition). Results revealed that NT participants emulated their conversation partner's behavior by being more talkative in the Interested condition as compared to the Bored condition (z = 9.92, p < 0.001). In contrast, the ASC group did not differentially adapt their behavior to the Bored versus Interested context, instead remaining consistently talkative in both (p = 0.88). The results of this study have implications for understanding social communication and behavioral adaptation in ASC, and may be valuable for clinicians interested in improving conversational competence in verbally fluent individuals with autism. LAY SUMMARY: Social communication-including everyday conversations-can be challenging for individuals on the autism spectrum. In successful conversations, people tend to adjust aspects of their language to be more similar to their partners'. In this study, we found that children and teens with autism did not change their own talkativeness in response to a social partner who was more or less talkative, whereas neurotypical peers did. These findings have clinical implications for improving conversational competence in verbally fluent individuals with autism.
Collapse
Affiliation(s)
- Meredith Cola
- Children’s Hospital of Philadelphia, Center for Autism Research, 2716 South St, Philadelphia, PA 19104
- La Salle University, Department of Psychology, 1900 W Olney Ave, Philadelphia, PA 19141
| | - Casey J. Zampella
- Children’s Hospital of Philadelphia, Center for Autism Research, 2716 South St, Philadelphia, PA 19104
| | - Lisa D. Yankowitz
- Children’s Hospital of Philadelphia, Center for Autism Research, 2716 South St, Philadelphia, PA 19104
- University of Pennsylvania, Department of Psychology, 3720 Walnut St, Philadelphia, PA 19104
| | - Samantha Plate
- Children’s Hospital of Philadelphia, Center for Autism Research, 2716 South St, Philadelphia, PA 19104
- University of Pittsburgh, Department of Psychology, 210 S. Bouquet St, Pittsburgh, PA 15213
| | - Victoria Petrulla
- Children’s Hospital of Philadelphia, Center for Autism Research, 2716 South St, Philadelphia, PA 19104
| | - Kimberly Tena
- Children’s Hospital of Philadelphia, Center for Autism Research, 2716 South St, Philadelphia, PA 19104
| | - Alison Russell
- Children’s Hospital of Philadelphia, Center for Autism Research, 2716 South St, Philadelphia, PA 19104
| | - Juhi Pandey
- Children’s Hospital of Philadelphia, Center for Autism Research, 2716 South St, Philadelphia, PA 19104
- Perelman School of Medicine of the University of Pennsylvania, Department of Psychiatry, 3400 Civic Center Blvd, Philadelphia, PA 19104
| | - Robert T. Schultz
- Children’s Hospital of Philadelphia, Center for Autism Research, 2716 South St, Philadelphia, PA 19104
- Perelman School of Medicine of the University of Pennsylvania, Department of Pediatrics, 3400 Civic Center Blvd, Philadelphia, PA 19104
| | - Julia Parish-Morris
- Children’s Hospital of Philadelphia, Center for Autism Research, 2716 South St, Philadelphia, PA 19104
- Perelman School of Medicine of the University of Pennsylvania, Department of Psychiatry, 3400 Civic Center Blvd, Philadelphia, PA 19104
| |
Collapse
|
13
|
Bolis D, Lahnakoski JM, Seidel D, Tamm J, Schilbach L. Interpersonal similarity of autistic traits predicts friendship quality. Soc Cogn Affect Neurosci 2021; 16:222-231. [PMID: 33104781 PMCID: PMC7812635 DOI: 10.1093/scan/nsaa147] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Revised: 10/12/2020] [Accepted: 10/22/2020] [Indexed: 01/14/2023] Open
Abstract
Autistic traits are known to be associated with social interaction difficulties. Yet, somewhat paradoxically, relevant research has been typically restricted to studying individuals. In line with the 'dialectical misattunement hypothesis' and clinical insights of intact social interactions among autistic individuals, we hypothesized that friendship quality varies as a function of interpersonal similarity and more concretely the difference value of autistic traits in a dyad, above and beyond autistic traits per se. Therefore, in this study, we used self-report questionnaires to investigate these measures in a sample of 67 neurotypical dyads across a broad range of autistic traits. Our results demonstrate that the more similar two persons are in autistic traits, the higher is the perceived quality of their friendship, irrespective of friendship duration, age, sex and, importantly, the (average of) autistic traits in a given dyad. More specifically, higher interpersonal similarity of autistic traits was associated with higher measures of closeness, acceptance and help. These results, therefore, lend support to the idea of an interactive turn in the study of social abilities across the autism spectrum and pave the way for future studies on the multiscale dynamics of social interactions.
Collapse
Affiliation(s)
- Dimitris Bolis
- Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, 80804 Munich-Schwabing, Germany
- International Max Planck Research School for Translational Psychiatry (IMPRS-TP), Munich, Germany
- Munich Medical Research School (MMRS), Dekanat der Medizinischen Fakultät, Ludwig-Maximilians-Universität München, 80336 Munich, Germany
| | - Juha M Lahnakoski
- Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, 80804 Munich-Schwabing, Germany
| | - Daniela Seidel
- Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, 80804 Munich-Schwabing, Germany
| | - Jeanette Tamm
- Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, 80804 Munich-Schwabing, Germany
| | - Leonhard Schilbach
- Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, 80804 Munich-Schwabing, Germany
- International Max Planck Research School for Translational Psychiatry (IMPRS-TP), Munich, Germany
- Medical Faculty, Ludwig-Maximilians-Universität, Geschwister-Scholl-Platz, 80539 Munich, Germany
| |
Collapse
|
14
|
Prieto A, Martins almeida Ayupe K, Nemetala Gomes L, Saúde AC, Gutierres Filho P. Effects of equine-assisted therapy on the functionality of individuals with disabilities: systematic review and meta-analysis. Physiother Theory Pract 2020; 38:1091-1106. [DOI: 10.1080/09593985.2020.1836694] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Affiliation(s)
- Alessandra Prieto
- Adapted Motor Activity Laboratory, College of Physical Education, University of Brasília, Brasília, Brazil
| | | | | | | | - Paulo Gutierres Filho
- Adapted Motor Activity Laboratory, College of Physical Education, University of Brasília, Brasília, Brazil
| |
Collapse
|
15
|
Transient Disruption of the Inferior Parietal Lobule Impairs the Ability to Attribute Intention to Action. Curr Biol 2020; 30:4594-4605.e7. [PMID: 32976808 DOI: 10.1016/j.cub.2020.08.104] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2020] [Revised: 08/03/2020] [Accepted: 08/28/2020] [Indexed: 01/10/2023]
Abstract
Although it is well established that fronto-parietal regions are active during action observation, whether they play a causal role in the ability to infer others' intentions from visual kinematics remains undetermined. In the experiments reported here, we combined offline continuous theta burst stimulation (cTBS) with computational modeling to reveal and causally probe single-trial computations in the inferior parietal lobule (IPL) and inferior frontal gyrus (IFG). Participants received cTBS over the left anterior IPL and the left IFG pars orbitalis in separate sessions before completing an intention discrimination task (discriminate intention of observed reach-to-grasp acts) or a kinematic discrimination task unrelated to intention (discriminate peak wrist height of the same acts). We targeted intention-sensitive regions whose fMRI activity, recorded when observing the same reach-to-grasp acts, could accurately discriminate intention. We found that transient disruption of activity of the left IPL, but not the IFG, impaired the observer's ability to attribute intention to action. Kinematic discrimination unrelated to intention, in contrast, was largely unaffected. Computational analyses of how encoding (mapping of intention to movement kinematics) and readout (mapping of kinematics to intention choices) intersect at the single-trial level revealed that IPL cTBS did not diminish the overall sensitivity of intention readout to movement kinematics. Rather, it selectively misaligned intention readout with respect to encoding, deteriorating mapping from informative kinematic features to intention choices. These results provide causal evidence of how the left anterior IPL computes mapping from kinematics to intentions.
Collapse
|
16
|
Abstract
PURPOSE OF REVIEW We review evidence for the presence, quality, and correlates of interpersonal synchrony in autism spectrum disorder (ASD) across four domains: motor, conversational, physiological, and neural. We also propose cognitive and neural mechanisms for the disruption of interpersonal synchrony and investigate synchrony as a mechanism of intervention in ASD. RECENT FINDINGS Across domains, synchrony is present but reduced or atypical in individuals with ASD during interactions with individuals with typical development (TD). Atypical synchrony may reflect the contribution of both intrapersonal mechanisms, such as atypical motor timing, and interpersonal mechanisms, such as atypical interindividual coupling. Research suggests evidence for synchrony interventions leading to improvements in some aspects of social behavior. Understanding synchrony in ASD has the potential to lead to biomarkers and interventions to support social functioning. However, further research should clarify mechanisms of atypical synchrony in ASD including taking features of the dyad into account.
Collapse
|
17
|
Georgescu AL, Koeroglu S, Hamilton AFDC, Vogeley K, Falter-Wagner CM, Tschacher W. Reduced nonverbal interpersonal synchrony in autism spectrum disorder independent of partner diagnosis: a motion energy study. Mol Autism 2020; 11:11. [PMID: 32014017 PMCID: PMC6998161 DOI: 10.1186/s13229-019-0305-1] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Accepted: 12/13/2019] [Indexed: 01/28/2023] Open
Abstract
BACKGROUND One of the main diagnostic features of individuals with autism spectrum disorders is nonverbal behaviour difficulties during naturalistic social interactions. The 'Interactional Heterogeneity Hypothesis' of ASD proposes that the degree to which individuals share a common ground substantially influences their ability to achieve smooth social interactions. METHODS To test this hypothesis, we filmed 29 autistic and 29 matched typically developed adults engaged in several conversational tasks. Windowed cross-lagged correlations were computed using the time series of motion energy of both individuals in a dyad. These coefficients were then compared across the three dyad types that were homo- or heterogenous with respect to diagnosis: pairs of two autistic individuals, two typically developed individuals or pairs of one autistic and one typically developed person. RESULTS We found that all dyad types achieved above-chance interpersonal synchrony, but that synchrony was more expressed in typical dyads compared to both autistic and mixed dyads. LIMITATIONS The method presented here provides only one, albeit objective and robust, approach to explore synchrony. The methodological choices as well as the lack of consideration for other communication modalities may limit our interpretation of the findings. Moreover, the sample size is small with respect to exploring associations between synchrony and various outcome and social skill measures. CONCLUSIONS The present results do not provide support for the Interactional Heterogeneity Hypothesis given that autistic individuals do not coordinate better when interacting with another autistic individual, compared to when interacting with a typical individual.
Collapse
Affiliation(s)
- A L Georgescu
- Department of Psychology, Institute of Psychiatry, Psychology and Neuroscience, King's College London, Guy's Campus, Addison House, London, SE1 1UL, UK.
- Institute of Cognitive Neuroscience, University College London, 17 Queen Square, London, WC1N 3AR, UK.
- Department of Psychiatry and Psychotherapy, University Hospital of Cologne, Cologne, Germany.
| | - S Koeroglu
- Department of Psychiatry and Psychotherapy, University Hospital of Cologne, Cologne, Germany
| | - A F de C Hamilton
- Institute of Cognitive Neuroscience, University College London, 17 Queen Square, London, WC1N 3AR, UK
| | - K Vogeley
- Department of Psychiatry and Psychotherapy, University Hospital of Cologne, Cologne, Germany
- Institute of Neurosciences and Medicine - Cognitive Neuroscience (INM-3), Research Center Jülich, Jülich, 52425, Germany
| | - C M Falter-Wagner
- Department of Psychiatry and Psychotherapy, University Hospital of Cologne, Cologne, Germany
- Department of Psychiatry, Medical Faculty, LMU Munich, 80336, Munich, Germany
| | - W Tschacher
- University Hospital of Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
| |
Collapse
|
18
|
Chauhan V, Chauhan A. Traumatic injury in female Drosophila melanogaster affects the development and induces behavioral abnormalities in the offspring. Behav Brain Funct 2019; 15:11. [PMID: 31653253 PMCID: PMC6815055 DOI: 10.1186/s12993-019-0163-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2019] [Accepted: 10/09/2019] [Indexed: 12/26/2022] Open
Abstract
Traumatic injury (TI) during pregnancy increases the risk for developing neurological disorders in the infants. These disorders are a major concern for the well-being of children born after TI during pregnancy. TI during pregnancy may result in preterm labor and delivery, abruptio placentae, and/or fetomaternal hemorrhage. Drosophila melanogaster (fruit fly) is a widely used model to study brain and behavioral disorders in humans. In this study, we analyzed the effects of TI to female fruit flies on the development timing of larvae, social interaction and the behavior of offspring flies. TI to the female flies was found to affect the development of larvae and the behavior of offspring flies. There was a significant increase in the length of larvae delivered by traumatically injured maternal flies as compared to larvae from control maternal flies (without TI). The pupae formation from larvae, and the metamorphosis of pupae to the first generation of flies were faster in the TI group than the control group. Negative geotaxis and distance of the fly to its nearest neighbor are parameters of behavioral assessment in fruit flies. Negative geotaxis significantly decreased in the first generation of both male (p = 0.0021) and female (p = 0.0426) flies. The distance between the first generation of flies to its nearest neighbor was shorter in both male and female offspring flies in the TI group as compared to control group flies. These results indicate that TI to the female flies affected the development of larvae and resulted in early delivery, impaired social interaction and behavioral alterations in the offspring.
Collapse
Affiliation(s)
- Ved Chauhan
- Department of Neurochemistry, New York State Institute for Basic Research in Developmental Disabilities, 1050 Forest Hill Road, Staten Island, NY, 10314, USA.
| | - Abha Chauhan
- Department of Neurochemistry, New York State Institute for Basic Research in Developmental Disabilities, 1050 Forest Hill Road, Staten Island, NY, 10314, USA
| |
Collapse
|
19
|
Wheatley T, Boncz A, Toni I, Stolk A. Beyond the Isolated Brain: The Promise and Challenge of Interacting Minds. Neuron 2019; 103:186-188. [PMID: 31319048 DOI: 10.1016/j.neuron.2019.05.009] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2019] [Revised: 04/19/2019] [Accepted: 05/03/2019] [Indexed: 11/29/2022]
Abstract
As scientists, we brainstorm and develop experimental designs with our colleagues and students. Paradoxically, this teamwork has produced a field focused nearly exclusively on mapping the brain as if it evolved in isolation. Here, we discuss promises and challenges in advancing our understanding of how human minds connect during social interaction.
Collapse
Affiliation(s)
- Thalia Wheatley
- Psychological and Brain Sciences, Dartmouth College, Hanover, NH, USA; Santa Fe Institute, Santa Fe, NM, USA.
| | - Adam Boncz
- Psychological and Brain Sciences, Dartmouth College, Hanover, NH, USA; Central European University, Budapest, Hungary; Institute of Cognitive Neuroscience and Psychology, Hungarian Academy of Sciences Research Centre for Natural Sciences, Budapest, Hungary
| | - Ivan Toni
- Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Arjen Stolk
- Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, the Netherlands; Helen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, USA
| |
Collapse
|