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Petrizzo I, Mikellidou K, Avraam S, Avraamides M, Arrighi R. Reshaping the peripersonal space in virtual reality. Sci Rep 2024; 14:2438. [PMID: 38286825 PMCID: PMC10824723 DOI: 10.1038/s41598-024-52383-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Accepted: 01/18/2024] [Indexed: 01/31/2024] Open
Abstract
Peripersonal space (PPS) is defined as the space that lies within reach. Previous research revealed that PPS can be dynamically reshaped with the use of tools extending the arm's reach. Here we investigated whether PPS reshaping depends on the kind of selected tool and/or the motor routine associated with its use. Participants carried out a visuo-tactile detection task in an immersive VR environment that allowed to measure the PPS size before and after a short period of tools use. In Experiment 1, participants had to pull or push objects towards or away from themselves using a shovel. In Experiment 2, they were required to either hammer or shoot an avatar placed in the Extrapersonal space. We found, for the first time in a VR environment, that a period of pull training was effective in enlarging the PPS, a result that replicates and expands previous findings carried out in real life conditions. However, no significant change in PPS size was achieved for training with other tools and motor routines. Our results suggest that the reshaping of PPS is a complex phenomenon in which the kind of interaction between the agent, the targets and the exploited motor routines all play a critical role.
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Affiliation(s)
- Irene Petrizzo
- Department of Neuroscience, Psychology, Pharmacology, and Child Health, University of Florence, 50135, Florence, Italy
- Department of Management, CIIM Business School, University of Limassol, Limassol, Cyprus
| | - Kyriaki Mikellidou
- Department of Neuroscience, Psychology, Pharmacology, and Child Health, University of Florence, 50135, Florence, Italy.
- Department of Management, CIIM Business School, University of Limassol, Limassol, Cyprus.
- Department of Psychology & Center for Applied Neuroscience, University of Cyprus, Nicosia, Cyprus.
| | | | - Marios Avraamides
- Department of Psychology & Center for Applied Neuroscience, University of Cyprus, Nicosia, Cyprus
- CYENS Centre of Excellence, Nicosia, Cyprus
| | - Roberto Arrighi
- Department of Neuroscience, Psychology, Pharmacology, and Child Health, University of Florence, 50135, Florence, Italy
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2
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Cataldo A, Di Luca M, Deroy O, Hayward V. Touching with the eyes: Oculomotor self-touch induces illusory body ownership. iScience 2023; 26:106180. [PMID: 36895648 PMCID: PMC9988563 DOI: 10.1016/j.isci.2023.106180] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 11/22/2022] [Accepted: 02/07/2023] [Indexed: 02/12/2023] Open
Abstract
Self-touch plays a central role in the construction and plasticity of the bodily self. But which mechanisms support this role? Previous accounts emphasize the convergence of proprioceptive and tactile signals from the touching and the touched body parts. Here, we hypothesise that proprioceptive information is not necessary for self-touch modulation of body-ownership. Because eye movements do not rely on proprioceptive signals as limb movements do, we developed a novel oculomotor self-touch paradigm where voluntary eye movements generated corresponding tactile sensations. We then compared the effectiveness of eye versus hand self-touch movements in generating an illusion of owning a rubber hand. Voluntary oculomotor self-touch was as effective as hand-driven self-touch, suggesting that proprioception does not contribute to body ownership during self-touch. Self-touch may contribute to a unified sense of bodily self by binding voluntary actions toward our own body with their tactile consequences.
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Affiliation(s)
- Antonio Cataldo
- Institute of Philosophy, School of Advanced Study, University of London, Senate House, London WC1E 7HU, UK.,Cognition, Values and Behaviour, Ludwig Maximilian University, 80333 München, Germany.,Institute of Cognitive Neuroscience, University College London, Alexandra House 17 Queen Square, London WC1N 3AZ, UK
| | - Massimiliano Di Luca
- Formerly with Facebook Reality Labs, Redmond, WA, USA.,School of Psychology, University of Birmingham, Edgbaston, Birmingham B15 2TT, UK
| | - Ophelia Deroy
- Institute of Philosophy, School of Advanced Study, University of London, Senate House, London WC1E 7HU, UK.,Cognition, Values and Behaviour, Ludwig Maximilian University, 80333 München, Germany
| | - Vincent Hayward
- Institute of Philosophy, School of Advanced Study, University of London, Senate House, London WC1E 7HU, UK.,Institut des Systèmes Intelligents et de Robotique, Sorbonne Université, 75005 Paris, France
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3
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Fossataro C, Galigani M, Rossi Sebastiano A, Bruno V, Ronga I, Garbarini F. Spatial proximity to others induces plastic changes in the neural representation of the peripersonal space. iScience 2022; 26:105879. [PMID: 36654859 PMCID: PMC9840938 DOI: 10.1016/j.isci.2022.105879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Revised: 11/21/2022] [Accepted: 12/22/2022] [Indexed: 12/28/2022] Open
Abstract
Peripersonal space (PPS) is a highly plastic "invisible bubble" surrounding the body whose boundaries are mapped through multisensory integration. Yet, it is unclear how the spatial proximity to others alters PPS boundaries. Across five experiments (N = 80), by recording behavioral and electrophysiological responses to visuo-tactile stimuli, we demonstrate that the proximity to others induces plastic changes in the neural PPS representation. The spatial proximity to someone else's hand shrinks the portion of space within which multisensory responses occur, thus reducing the PPS boundaries. This suggests that PPS representation, built from bodily and multisensory signals, plastically adapts to the presence of conspecifics to define the self-other boundaries, so that what is usually coded as "my space" is recoded as "your space". When the space is shared with conspecifics, it seems adaptive to move the other-space away from the self-space to discriminate whether external events pertain to the self-body or to other-bodies.
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Affiliation(s)
- Carlotta Fossataro
- MANIBUS Lab, Psychology Department, University of Turin, Turin 10123, Italy
| | - Mattia Galigani
- MANIBUS Lab, Psychology Department, University of Turin, Turin 10123, Italy
| | | | - Valentina Bruno
- MANIBUS Lab, Psychology Department, University of Turin, Turin 10123, Italy
| | - Irene Ronga
- MANIBUS Lab, Psychology Department, University of Turin, Turin 10123, Italy
| | - Francesca Garbarini
- MANIBUS Lab, Psychology Department, University of Turin, Turin 10123, Italy,Neuroscience Institute of Turin (NIT), Turin 10123, Italy,Corresponding author
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4
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Hüg MX, Bermejo F, Tommasini FC, Di Paolo EA. Effects of guided exploration on reaching measures of auditory peripersonal space. Front Psychol 2022; 13:983189. [PMID: 36337523 PMCID: PMC9632294 DOI: 10.3389/fpsyg.2022.983189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 09/23/2022] [Indexed: 11/13/2022] Open
Abstract
Despite the recognized importance of bodily movements in spatial audition, few studies have integrated action-based protocols with spatial hearing in the peripersonal space. Recent work shows that tactile feedback and active exploration allow participants to improve performance in auditory distance perception tasks. However, the role of the different aspects involved in the learning phase, such as voluntary control of movement, proprioceptive cues, and the possibility of self-correcting errors, is still unclear. We study the effect of guided reaching exploration on perceptual learning of auditory distance in peripersonal space. We implemented a pretest-posttest experimental design in which blindfolded participants must reach for a sound source located in this region. They were divided into three groups that were differentiated by the intermediate training phase: Guided, an experimenter guides the participant’s arm to contact the sound source; Active, the participant freely explores the space until contacting the source; and Control, without tactile feedback. The effects of exploration feedback on auditory distance perception in the peripersonal space are heterogeneous. Both the Guided and Active groups change their performance. However, participants in the Guided group tended to overestimate distances more than those in the Active group. The response error of the Guided group corresponds to a generalized calibration criterion over the entire range of reachable distances. Whereas the Active group made different adjustments for proximal and distal positions. The results suggest that guided exploration can induce changes on the boundary of the auditory reachable space. We postulate that aspects of agency such as initiation, control, and monitoring of movement, assume different degrees of involvement in both guided and active tasks, reinforcing a non-binary approach to the question of activity-passivity in perceptual learning and supporting a complex view of the phenomena involved in action-based learning.
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Affiliation(s)
- Mercedes X. Hüg
- Centro de Investigación y Transferencia en Acústica, CONICET, Universidad Tecnológica Nacional Facultad Regional Córdoba, Córdoba, Argentina
- Facultad de Psicología, Universidad Nacional de Córdoba, Córdoba, Argentina
- *Correspondence: Mercedes X. Hüg,
| | - Fernando Bermejo
- Centro de Investigación y Transferencia en Acústica, CONICET, Universidad Tecnológica Nacional Facultad Regional Córdoba, Córdoba, Argentina
- Facultad de Psicología, Universidad Nacional de Córdoba, Córdoba, Argentina
| | - Fabián C. Tommasini
- Centro de Investigación y Transferencia en Acústica, CONICET, Universidad Tecnológica Nacional Facultad Regional Córdoba, Córdoba, Argentina
| | - Ezequiel A. Di Paolo
- Ikerbasque, Basque Foundation for Science, Bilbao, Spain
- IAS Research Center for Life, Mind and Society, University of the Basque Country, San Sebastián, Spain
- Department of Informatics, University of Sussex, Brighton, United Kingdom
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5
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Straka Z, Noel J, Hoffmann M. A normative model of peripersonal space encoding as performing impact prediction. PLoS Comput Biol 2022; 18:e1010464. [PMID: 36103520 PMCID: PMC9512250 DOI: 10.1371/journal.pcbi.1010464] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Revised: 09/26/2022] [Accepted: 08/02/2022] [Indexed: 11/30/2022] Open
Abstract
Accurately predicting contact between our bodies and environmental objects is paramount to our evolutionary survival. It has been hypothesized that multisensory neurons responding both to touch on the body, and to auditory or visual stimuli occurring near them—thus delineating our peripersonal space (PPS)—may be a critical player in this computation. However, we lack a normative account (i.e., a model specifying how we ought to compute) linking impact prediction and PPS encoding. Here, we leverage Bayesian Decision Theory to develop such a model and show that it recapitulates many of the characteristics of PPS. Namely, a normative model of impact prediction (i) delineates a graded boundary between near and far space, (ii) demonstrates an enlargement of PPS as the speed of incoming stimuli increases, (iii) shows stronger contact prediction for looming than receding stimuli—but critically is still present for receding stimuli when observation uncertainty is non-zero—, (iv) scales with the value we attribute to environmental objects, and finally (v) can account for the differing sizes of PPS for different body parts. Together, these modeling results support the conjecture that PPS reflects the computation of impact prediction, and make a number of testable predictions for future empirical studies. The brain has neurons that respond to touch on the body, as well as to auditory or visual stimuli occurring near the body. These neurons delineate a graded boundary between the near and far space. Here, we aim at understanding whether the function of these neurons is to predict future impact between the environment and body. To do so, we build a mathematical model that is statistically optimal at predicting future impact, taking into account the costs incurred by an impending collision. Then we examine if its properties are similar to those of the above-mentioned neurons. We find that the model (i) differentiates between the near and far space in a graded fashion, predicts different near/far boundary depths for different (ii) body parts, (iii) object speeds and (iv) directions, and (v) that this boundary scales with the value we attribute to environmental objects. These properties have all been described in behavioral studies and ascribed to neurons responding to objects near the body. Together, these findings suggest why the brain has neurons that respond only to objects near the body: to compute predictions of impact.
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Ferroni F, Gallese V, Soccini AM, Langiulli N, Rastelli F, Ferri D, Bianchi F, Ardizzi M. The Remapping of Peripersonal Space in a Real but Not in a Virtual Environment. Brain Sci 2022; 12:brainsci12091125. [PMID: 36138861 PMCID: PMC9497134 DOI: 10.3390/brainsci12091125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 08/19/2022] [Accepted: 08/21/2022] [Indexed: 11/16/2022] Open
Abstract
One of the most surprising features of our brain is the fact that it is extremely plastic. Among the various plastic processes supported by our brain, there is the neural representation of the space surrounding our body, the peripersonal space (PPS). The effects of real-world tool use on the PPS are well known in cognitive neuroscience, but little is still known whether similar mechanisms also govern virtual tool use. To this purpose, the present study investigated the plasticity of the PPS before and after a real (Experiment 1) or virtual motor training with a tool (Experiment 2). The results show the expansion of the PPS only following real-world tool use but not virtual use, highlighting how the two types of training potentially rely on different processes. This study enriches the current state of the art on the plasticity of PPS in real and virtual environments. We discuss our data with respect to the relevance for the development of effective immersive environment for trainings, learning and rehabilitation.
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Affiliation(s)
- Francesca Ferroni
- Unit of Neuroscience, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy
- Correspondence: ; Tel.: +39-0521-903873; Fax: +39-0521-903879
| | - Vittorio Gallese
- Unit of Neuroscience, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy
| | | | - Nunzio Langiulli
- Unit of Neuroscience, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy
| | - Francesca Rastelli
- Unit of Neuroscience, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy
| | | | | | - Martina Ardizzi
- Unit of Neuroscience, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy
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7
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Stern Y, Ben-yehuda I, Koren D, Zaidel A, Salomon R. The Dynamic Boundaries of the Self:Serial Dependence in the Sense of Agency. Cortex 2022. [DOI: 10.1016/j.cortex.2022.03.015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Revised: 01/17/2022] [Accepted: 03/19/2022] [Indexed: 11/23/2022]
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8
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Beccherle M, Facchetti S, Villani F, Zanini M, Scandola M. Peripersonal Space from a multisensory perspective: the distinct effect of the visual and tactile components of Visuo-Tactile stimuli. Exp Brain Res 2022. [PMID: 35178603 DOI: 10.1007/s00221-022-06324-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Accepted: 02/05/2022] [Indexed: 11/21/2022]
Abstract
Peripersonal Space (PPS) is defined as the space close to the body where all interactions between the individual and the environment take place. Behavioural experiments on PPS exploit multisensory integration, using Multisensory Visuo-Tactile stimuli (MVT), whose visual and tactile components target the same body part (i.e. the face, the hand, the foot). However, the effects of visual and tactile stimuli targeting different body parts on PPS representation are unknown, and the relationship with the RTs for Tactile-Only stimuli is unclear. In this study, we addressed two research questions: (1) if the MVT-RTs are independent of Tactile-Only-RTs and if the latter is influenced by time-dependency effects, and (2) if PPS estimations derived from MVT-RTs depend on the location of the Visual or Tactile component of MVTs. We studied 40 right-handed participants, manipulating the body location (right hand, cheek or foot) and the distance of administration. Visual and Tactile components targeted different or the same body parts and were delivered respectively at five distances. RTs to Tactile-Only trials showed a non-monotonic trend, depending on the delay of stimulus administration. Moreover, RTs to Multisensory Visuo-Tactile trials were found to be dependent on the Distance and location of the Visual component of the stimulus. In conclusion, our results show that Tactile-Only RTs should be removed from Visuo-Tactile RTs and that the Visual and Tactile components of Visuo-Tactile stimuli do not necessarily have to target the same body part. These results have a relevant impact on the study of PPS representations, providing new important methodological information.
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9
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Abstract
Navigating by path integration requires continuously estimating one's self-motion. This estimate may be derived from visual velocity and/or vestibular acceleration signals. Importantly, these senses in isolation are ill-equipped to provide accurate estimates, and thus visuo-vestibular integration is an imperative. After a summary of the visual and vestibular pathways involved, the crux of this review focuses on the human and theoretical approaches that have outlined a normative account of cue combination in behavior and neurons, as well as on the systems neuroscience efforts that are searching for its neural implementation. We then highlight a contemporary frontier in our state of knowledge: understanding how velocity cues with time-varying reliabilities are integrated into an evolving position estimate over prolonged time periods. Further, we discuss how the brain builds internal models inferring when cues ought to be integrated versus segregated-a process of causal inference. Lastly, we suggest that the study of spatial navigation has not yet addressed its initial condition: self-location. Expected final online publication date for the Annual Review of Psychology, Volume 73 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- Jean-Paul Noel
- Center for Neural Science, New York University, New York, NY 10003, USA;
| | - Dora E Angelaki
- Center for Neural Science, New York University, New York, NY 10003, USA; .,Tandon School of Engineering, New York University, New York, NY 11201, USA
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Schneider C, Marquis R, Jöhr J, Lopes da Silva M, Ryvlin P, Serino A, De Lucia M, Diserens K. Disentangling the percepts of illusory movement and sensory stimulation during tendon vibration in the EEG. Neuroimage 2021; 241:118431. [PMID: 34329723 DOI: 10.1016/j.neuroimage.2021.118431] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Revised: 07/16/2021] [Accepted: 07/26/2021] [Indexed: 01/10/2023] Open
Abstract
Mechanical vibration of muscle tendons in specific frequencies - termed functional proprioceptive stimulation (FPS) - has the ability to induce the illusion of a movement which is congruent with a lengthening of the vibrated tendon and muscle. The majority of previous reports of the brain correlates of this illusion are based on functional neuroimaging. Contrary to the electroencephalogram (EEG) however, such technologies are not suitable for bedside or ambulant use. While a handful of studies have shown EEG changes during FPS, it remains underinvestigated whether these changes were due to the perceived illusion or the perceived vibration. Here, we aimed at disentangling the neural correlates of the illusory movement from those produced by the vibration sensation by comparing the neural responses to two vibration types, one that did and one that did not elicit an illusion. We recruited 40 naïve participants, 20 for the EEG experiment and 20 for a supporting behavioral study, who received functional tendon co-vibration on the biceps and triceps tendon at their left elbow, pseudo-randomly switching between the illusion and non-illusion trials. Time-frequency decomposition uncovered a strong and lasting event-related desynchronization (ERD) in the mu and beta band in both conditions, suggesting a strong somatosensory response to the vibration. Additionally, the analysis of the evoked potentials revealed a significant difference between the two experimental conditions from 310 to 990ms post stimulus onset. Training classifiers on the frequency-based and voltage-based correlates of illusion perception yielded above chance accuracies for 17 and 13 out of the 20 subjects respectively. Our findings show that FPS-induced illusions produce EEG correlates that are distinct from a vibration-based control and which can be classified reliably in a large number of participants. These results encourage pursuing EEG-based detection of kinesthetic illusions as a tool for clinical use, e.g., to uncover aspects of cognitive perception in unresponsive patients.
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Affiliation(s)
- Christoph Schneider
- Acute Neurorehabilitation Unit (LRNA), Division of Neurology, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland.
| | - Renaud Marquis
- Acute Neurorehabilitation Unit (LRNA), Division of Neurology, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland
| | - Jane Jöhr
- Acute Neurorehabilitation Unit (LRNA), Division of Neurology, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland; Division of Neurorehabilitation and Neuropsychology, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland
| | - Marina Lopes da Silva
- Acute Neurorehabilitation Unit (LRNA), Division of Neurology, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland
| | - Philippe Ryvlin
- Division of Neurology, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland
| | - Andrea Serino
- MySpace Laboratory, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland
| | - Marzia De Lucia
- Laboratory for Research in Neuroimaging (LREN), Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland
| | - Karin Diserens
- Acute Neurorehabilitation Unit (LRNA), Division of Neurology, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland.
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11
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Zanini A, Patané I, Blini E, Salemme R, Koun E, Farnè A, Brozzoli C. Peripersonal and reaching space differ: Evidence from their spatial extent and multisensory facilitation pattern. Psychon Bull Rev 2021. [PMID: 34159525 DOI: 10.3758/s13423-021-01942-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/01/2021] [Indexed: 12/31/2022]
Abstract
Peripersonal space (PPS) is a multisensory representation of the space near body parts facilitating interactions with the close environment. Studies on non-human and human primates agree in showing that PPS is a body part-centered representation that guides actions. Because of these characteristics, growing confusion surrounds peripersonal and arm-reaching space (ARS), that is the space one's arm can reach. Despite neuroanatomical evidence favoring their distinction, no study has contrasted directly their respective extent and behavioral features. Here, in five experiments (N = 140) we found that PPS differs from ARS, as evidenced both by participants' spatial and temporal performance and by its modeling. We mapped PPS and ARS using both their respective gold standard tasks and a novel multisensory facilitation paradigm. Results show that: (1) PPS is smaller than ARS; (2) multivariate analyses of spatial patterns of multisensory facilitation predict participants' hand locations within ARS; and (3) the multisensory facilitation map shifts isomorphically following hand positions, revealing hand-centered coding of PPS, therefore pointing to a functional similarity to the receptive fields of monkeys' multisensory neurons. A control experiment further corroborated these results and additionally ruled out the orienting of attention as the driving mechanism for the increased multisensory facilitation near the hand. In sharp contrast, ARS mapping results in a larger spatial extent, with undistinguishable patterns across hand positions, cross-validating the conclusion that PPS and ARS are distinct spatial representations. These findings show a need for refinement of theoretical models of PPS, which is relevant to constructs as diverse as self-representation, social interpersonal distance, and motor control.
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12
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Bogdanova OV, Bogdanov VB, Dureux A, Farnè A, Hadj-Bouziane F. The Peripersonal Space in a social world. Cortex 2021; 142:28-46. [PMID: 34174722 DOI: 10.1016/j.cortex.2021.05.005] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2020] [Revised: 02/27/2021] [Accepted: 05/19/2021] [Indexed: 11/27/2022]
Abstract
The PeriPersonal Space (PPS) has been defined as the space surrounding the body, where physical interactions with elements of the environment take place. As our world is social in nature, recent evidence revealed the complex modulation of social factors onto PPS representation. In light of the growing interest in the field, in this review we take a close look at the experimental approaches undertaken to assess the impact of social factors onto PPS representation. Our social world also influences the personal space (PS), a concept stemming from social psychology, defined as the space we keep between us and others to avoid discomfort. Here we analytically compare PPS and PS with the aim of understanding if and how they relate to each other. At the behavioral level, the multiplicity of experimental methodologies, whether well-established or novel, lead to somewhat divergent results and interpretations. Beyond behavior, we review physiological and neural signatures of PPS representation to discuss how interoceptive signals could contribute to PPS representation, as well as how these internal signals could shape the neural responses of PPS representation. In particular, by merging exteroceptive information from the environment and internal signals that come from the body, PPS may promote an integrated representation of the self, as distinct from the environment and the others. We put forward that integrating internal and external signals in the brain for perception of proximal environmental stimuli may also provide us with a better understanding of the processes at play during social interactions. Adopting such an integrative stance may offer novel insights about PPS representation in a social world. Finally, we discuss possible links between PPS research and social cognition, a link that may contribute to the understanding of intentions and feelings of others around us and promote appropriate social interactions.
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Affiliation(s)
- Olena V Bogdanova
- Integrative Multisensory Perception Action & Cognition Team (Impact), INSERM U1028, CNRS UMR5292, Lyon Neuroscience Research Center (CRNL), Lyon, France; University of Lyon 1, France; INCIA, UMR 5287, CNRS, Université de Bordeaux, France.
| | - Volodymyr B Bogdanov
- Integrative Multisensory Perception Action & Cognition Team (Impact), INSERM U1028, CNRS UMR5292, Lyon Neuroscience Research Center (CRNL), Lyon, France; University of Lyon 1, France; Ecole Nationale des Travaux Publics de l'Etat, Laboratoire Génie Civil et Bâtiment, Vaulx-en-Velin, France
| | - Audrey Dureux
- Integrative Multisensory Perception Action & Cognition Team (Impact), INSERM U1028, CNRS UMR5292, Lyon Neuroscience Research Center (CRNL), Lyon, France; University of Lyon 1, France
| | - Alessandro Farnè
- Integrative Multisensory Perception Action & Cognition Team (Impact), INSERM U1028, CNRS UMR5292, Lyon Neuroscience Research Center (CRNL), Lyon, France; University of Lyon 1, France; Hospices Civils de Lyon, Neuro-Immersion Platform, Lyon, France; Center for Mind/Brain Sciences (CIMeC), University of Trento, Italy
| | - Fadila Hadj-Bouziane
- Integrative Multisensory Perception Action & Cognition Team (Impact), INSERM U1028, CNRS UMR5292, Lyon Neuroscience Research Center (CRNL), Lyon, France; University of Lyon 1, France.
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Matsuda Y, Sugimoto M, Inami M, Kitazaki M. Peripersonal space in the front, rear, left and right directions for audio-tactile multisensory integration. Sci Rep 2021; 11:11303. [PMID: 34050213 DOI: 10.1038/s41598-021-90784-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Accepted: 05/17/2021] [Indexed: 11/30/2022] Open
Abstract
Peripersonal space (PPS) is important for humans to perform body–environment interactions. However, many previous studies only focused on the specific direction of the PPS, such as the front space, despite suggesting that there were PPSs in all directions. We aimed to measure and compare the peri-trunk PPS in four directions (front, rear, left, and right). To measure the PPS, we used a tactile and an audio stimulus because auditory information is available at any time in all directions. We used the approaching and receding task-irrelevant sounds in the experiment. Observers were asked to respond as quickly as possible when a tactile stimulus was applied to a vibrator on their chest. We found that peri-trunk PPS representations exist with an approaching sound, irrespective of the direction.
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Abstract
The space surrounding our body is called peripersonal space (PPS). It has been reported that visuo-tactile facilitation occurs more strongly within PPS than outside PPS. Furthermore, previous research has revealed several methods by which PPS can be extended. The present study provides the first behavioral evidence of the transfer of PPS in a virtual environment by a novel technique. PPS representation was investigated using a remote-controlled hand avatar presented far from the body in a virtual environment. Participants showed strongest visuo-tactile facilitation at the far space around the remote hand and no facilitation at the near space around the real hand, suggesting that PPS transfers from near the body to the space around the hand avatar. The present results extend previous findings of the plasticity of PPS and demonstrate flexibility of PPS representation beyond the physical and anatomical limits of body representation.
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15
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Noel JP, Paredes R, Terrebonne E, Feldman JI, Woynaroski T, Cascio CJ, Seriès P, Wallace MT. Inflexible Updating of the Self-Other Divide During a Social Context in Autism: Psychophysical, Electrophysiological, and Neural Network Modeling Evidence. Biol Psychiatry Cogn Neurosci Neuroimaging 2021; 7:756-764. [PMID: 33845169 PMCID: PMC8521572 DOI: 10.1016/j.bpsc.2021.03.013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2020] [Revised: 03/08/2021] [Accepted: 03/29/2021] [Indexed: 01/21/2023]
Abstract
BACKGROUND Autism spectrum disorder (ASD) affects many aspects of life, from social interactions to (multi)sensory processing. Similarly, the condition expresses at a variety of levels of description, from genetics to neural circuits and interpersonal behavior. We attempt to bridge between domains and levels of description by detailing the behavioral, electrophysiological, and putative neural network basis of peripersonal space (PPS) updating in ASD during a social context, given that the encoding of this space relies on appropriate multisensory integration, is malleable by social context, and is thought to delineate the boundary between the self and others. METHODS Fifty (20 male/30 female) young adults, either diagnosed with ASD or age- and sex-matched individuals, took part in a visuotactile reaction time task indexing PPS, while high-density electroencephalography was continuously recorded. Neural network modeling was performed in silico. RESULTS Multisensory psychophysics demonstrates that while PPS in neurotypical individuals shrinks in the presence of others-as to "give space"-this does not occur in ASD. Likewise, electroencephalography recordings suggest that multisensory integration is altered by social context in neurotypical individuals but not in individuals with ASD. Finally, a biologically plausible neural network model shows, as a proof of principle, that PPS updating may be inflexible in ASD owing to the altered excitatory/inhibitory balance that characterizes neural circuits in animal models of ASD. CONCLUSIONS Findings are conceptually in line with recent statistical inference accounts, suggesting diminished flexibility in ASD, and further these observations by suggesting within an example relevant for social cognition that such inflexibility may be due to excitatory/inhibitory imbalances.
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Affiliation(s)
- Jean-Paul Noel
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, Tennessee; Center for Neural Science, New York University, New York, New York.
| | - Renato Paredes
- Institute for Adaptive and Neural Computation, University of Edinburgh, Edinburgh, United Kingdom
| | - Emily Terrebonne
- Undergraduate Neuroscience Program, Vanderbilt University, Nashville, Tennessee; School of Medicine and Health Sciences, George Washington University, Washington, District of Columbia
| | - Jacob I Feldman
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, Tennessee; Hearing and Speech Sciences, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Tiffany Woynaroski
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, Tennessee; Hearing and Speech Sciences, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Carissa J Cascio
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, Tennessee; Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Peggy Seriès
- Institute for Adaptive and Neural Computation, University of Edinburgh, Edinburgh, United Kingdom
| | - Mark T Wallace
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, Tennessee; Hearing and Speech Sciences, Vanderbilt University Medical Center, Nashville, Tennessee; Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, Tennessee
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Masson C, van der Westhuizen D, Noel JP, Prevost A, van Honk J, Fotopoulou A, Solms M, Serino A. Testosterone administration in women increases the size of their peripersonal space. Exp Brain Res 2021; 239:1639-1649. [PMID: 33770219 DOI: 10.1007/s00221-021-06080-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2020] [Accepted: 03/08/2021] [Indexed: 01/08/2023]
Abstract
Peripersonal space (PPS) is the space immediately surrounding the body, conceptualised as a sensory-motor interface between body and environment. PPS size differs between individuals and contexts, with intrapersonal traits and states, as well as social factors having a determining role on the size of PPS. Testosterone plays an important role in regulating social-motivational behaviour and is known to enhance dominance motivation in an implicit and unconscious manner. We investigated whether the dominance-enhancing effects of testosterone reflect as changes in the representation of PPS in a within-subjects testosterone administration study in women (N = 19). Participants performed a visuo-tactile integration task in a mixed-reality setup. Results indicated that the administration of testosterone caused a significant enlargement of participants' PPS, suggesting that testosterone caused participants to implicitly appropriate a larger space as their own. These findings suggest that the dominance-enhancing effects of testosterone reflect at the level of sensory-motor processing in PPS.
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Affiliation(s)
| | | | - Jean-Paul Noel
- Center for Neural Science, New York University, New York, USA
| | | | - Jack van Honk
- University of Cape Town, Cape Town, South Africa.,Utrecht University, Utrecht, The Netherlands
| | | | - Mark Solms
- University of Cape Town, Cape Town, South Africa
| | - Andrea Serino
- MySpace Lab, Department of Clinical Neuroscience, Center Hospitalier Universitaire Vaudois (CHUV), University of Lausanne, Lausanne, Switzerland
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Di Cosmo G, Costantini M, Spadone S, Pizzella V, Della Penna S, Marzetti L, Ferri F. Phase-coupling of neural oscillations contributes to individual differences in peripersonal space. Neuropsychologia 2021; 156:107823. [PMID: 33705822 DOI: 10.1016/j.neuropsychologia.2021.107823] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2020] [Revised: 03/02/2021] [Accepted: 03/04/2021] [Indexed: 11/23/2022]
Abstract
The peripersonal space (PPS) is a multisensory and sensorimotor interface between our body and the environment. The location of PPS boundary is not fixed. Rather, it adapts to the environmental context and differs greatly across individuals. Recent studies have started to unveil the neural correlates of individual differences in PPS extension; however, this picture is not clear yet. Here, we used approaching auditory stimuli and magnetoencephalography to capture the individual boundary of PPS and examine its neural underpinnings. In particular, building upon previous studies from our own group, we investigated the possible contribution of an intrinsic feature of the brain, that is the "resting state" functional connectivity, to the individual differences in PPS extension and the frequency specificity of this contribution. Specifically, we focused on the activity synchronized to the premotor cortex, where multisensory neurons encoding PPS have been described. Results showed that the stronger the connectivity between left premotor cortex (lPM) and a set of fronto-parietal, sensorimotor regions in the right and left hemisphere, the wider the extension of the PPS. Strikingly, such a correlation was observed only in the beta-frequency band. Overall, our results suggest that the individual extension of the PPS is coded in spatially- and spectrally-specific resting state functional links.
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Rangel ML, Souza L, Rodrigues EC, Oliveira JM, Miranda MF, Galves A, Vargas CD. Predicting Upcoming Events Occurring in the Space Surrounding the Hand. Neural Plast 2021; 2021:6649135. [PMID: 33688339 DOI: 10.1155/2021/6649135] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Revised: 01/21/2021] [Accepted: 02/06/2021] [Indexed: 11/17/2022] Open
Abstract
Predicting upcoming sensorimotor events means creating forward estimates of the body and the surrounding world. This ability is a fundamental aspect of skilled motor behavior and requires an accurate and constantly updated representation of the body and the environment. To test whether these prediction mechanisms could be affected by a peripheral injury, we employed an action observation and electroencephalogram (EEG) paradigm to assess the occurrence of prediction markers in anticipation of observed sensorimotor events in healthy and brachial plexus injury (BPI) participants. Nine healthy subjects and six BPI patients watched a series of video clips showing an actor's hand and a colored ball in an egocentric perspective. The color of the ball indicated whether the hand would grasp it (hand movement), or the ball would roll toward the hand and touch it (ball movement), or no event would occur (no movement). In healthy participants, we expected to find distinct electroencephalographic activation patterns (EEG signatures) specific to the prediction of the occurrence of each of these situations. Cluster analysis from EEG signals recorded from electrodes placed over the sensorimotor cortex of control participants showed that predicting either an upcoming hand movement or the occurrence of a tactile event yielded specific neural signatures. In BPI participants, the EEG signals from the sensorimotor cortex contralateral to the dominant hand in the hand movement condition were different compared to the other conditions. Furthermore, there were no differences between ball movement and no movement conditions in the sensorimotor cortex contralateral to the dominant hand, suggesting that BPI blurred specifically the ability to predict upcoming tactile events for the dominant hand. These results highlight the role of the sensorimotor cortex in creating estimates of both actions and tactile interactions in the space around the body and suggest plastic effects on prediction coding following peripheral sensorimotor loss.
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Fanghella M, Era V, Candidi M. Interpersonal Motor Interactions Shape Multisensory Representations of the Peripersonal Space. Brain Sci 2021; 11:255. [PMID: 33669561 PMCID: PMC7922994 DOI: 10.3390/brainsci11020255] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2021] [Revised: 02/11/2021] [Accepted: 02/12/2021] [Indexed: 02/07/2023] Open
Abstract
This perspective review focuses on the proposal that predictive multisensory integration occurring in one's peripersonal space (PPS) supports individuals' ability to efficiently interact with others, and that integrating sensorimotor signals from the interacting partners leads to the emergence of a shared representation of the PPS. To support this proposal, we first introduce the features of body and PPS representations that are relevant for interpersonal motor interactions. Then, we highlight the role of action planning and execution on the dynamic expansion of the PPS. We continue by presenting evidence of PPS modulations after tool use and review studies suggesting that PPS expansions may be accounted for by Bayesian sensory filtering through predictive coding. In the central section, we describe how this conceptual framework can be used to explain the mechanisms through which the PPS may be modulated by the actions of our interaction partner, in order to facilitate interpersonal coordination. Last, we discuss how this proposal may support recent evidence concerning PPS rigidity in Autism Spectrum Disorder (ASD) and its possible relationship with ASD individuals' difficulties during interpersonal coordination. Future studies will need to clarify the mechanisms and neural underpinning of these dynamic, interpersonal modulations of the PPS.
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Affiliation(s)
- Martina Fanghella
- Department of Psychology, Sapienza University, 00185 Rome, Italy; (M.F.); (V.E.)
- IRCCS Fondazione Santa Lucia, 00179 Rome, Italy
- Department of Psychology, University of London, London EC1V 0HB, UK
| | - Vanessa Era
- Department of Psychology, Sapienza University, 00185 Rome, Italy; (M.F.); (V.E.)
- IRCCS Fondazione Santa Lucia, 00179 Rome, Italy
| | - Matteo Candidi
- Department of Psychology, Sapienza University, 00185 Rome, Italy; (M.F.); (V.E.)
- IRCCS Fondazione Santa Lucia, 00179 Rome, Italy
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Rabellino D, Frewen PA, McKinnon MC, Lanius RA. Peripersonal Space and Bodily Self-Consciousness: Implications for Psychological Trauma-Related Disorders. Front Neurosci 2020; 14:586605. [PMID: 33362457 PMCID: PMC7758430 DOI: 10.3389/fnins.2020.586605] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 11/10/2020] [Indexed: 11/24/2022] Open
Abstract
Peripersonal space (PPS) is defined as the space surrounding the body where we can reach or be reached by external entities, including objects or other individuals. PPS is an essential component of bodily self-consciousness that allows us to perform actions in the world (e.g., grasping and manipulating objects) and protect our body while interacting with the surrounding environment. Multisensory processing plays a critical role in PPS representation, facilitating not only to situate ourselves in space but also assisting in the localization of external entities at a close distance from our bodies. Such abilities appear especially crucial when an external entity (a sound, an object, or a person) is approaching us, thereby allowing the assessment of the salience of a potential incoming threat. Accordingly, PPS represents a key aspect of social cognitive processes operational when we interact with other people (for example, in a dynamic dyad). The underpinnings of PPS have been investigated largely in human models and in animals and include the operation of dedicated multimodal neurons (neurons that respond specifically to co-occurring stimuli from different perceptive modalities, e.g., auditory and tactile stimuli) within brain regions involved in sensorimotor processing (ventral intraparietal sulcus, ventral premotor cortex), interoception (insula), and visual recognition (lateral occipital cortex). Although the defensive role of the PPS has been observed in psychopathology (e.g., in phobias) the relation between PPS and altered states of bodily consciousness remains largely unexplored. Specifically, PPS representation in trauma-related disorders, where altered states of consciousness can involve dissociation from the body and its surroundings, have not been investigated. Accordingly, we review here: (1) the behavioral and neurobiological literature surrounding trauma-related disorders and its relevance to PPS; and (2) outline future research directions aimed at examining altered states of bodily self-consciousness in trauma related-disorders.
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Affiliation(s)
- Daniela Rabellino
- Department of Psychiatry, Western University, London, ON, Canada.,Imaging Division, Lawson Health Research Institute, London, ON, Canada
| | - Paul A Frewen
- Department of Psychiatry, Western University, London, ON, Canada.,Department of Psychology, Western University, London, ON, Canada
| | - Margaret C McKinnon
- Mood Disorders Program, St. Joseph's Healthcare, Hamilton, ON, Canada.,Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, ON, Canada.,Homewood Research Institute, Guelph, ON, Canada
| | - Ruth A Lanius
- Department of Psychiatry, Western University, London, ON, Canada.,Imaging Division, Lawson Health Research Institute, London, ON, Canada
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Noel JP, Failla MD, Quinde-Zlibut JM, Williams ZJ, Gerdes M, Tracy JM, Zoltowski AR, Foss-Feig JH, Nichols H, Armstrong K, Heckers SH, Blake RR, Wallace MT, Park S, Cascio CJ. Visual-Tactile Spatial Multisensory Interaction in Adults With Autism and Schizophrenia. Front Psychiatry 2020; 11:578401. [PMID: 33192716 PMCID: PMC7644602 DOI: 10.3389/fpsyt.2020.578401] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Accepted: 09/22/2020] [Indexed: 01/04/2023] Open
Abstract
Background: Individuals with autism spectrum disorder (ASD) and schizophrenia (SZ) exhibit multisensory processing difficulties and social impairments, with growing evidence that the former contributes to the latter. However, this work has largely reported on separate cohorts, introducing method variance as a barrier to drawing broad conclusions across studies. Further, very few studies have addressed touch, resulting in sparse knowledge about how these two clinical groups may integrate somatic information with other senses. Methods: In this study, we compared adults with ASD (n = 29), SZ (n = 24), and typical developmental histories (TD, n = 37) on two tasks requiring visual-tactile spatial multisensory processing. In the first task (crossmodal congruency), participants judged the location of a tactile stimulus in the presence or absence of simultaneous visual input that was either spatially congruent or incongruent, with poorer performance for incongruence an index of spatial multisensory interaction. In the second task, participants reacted to touch in the presence or absence of dynamic visual stimuli that appeared to approach or recede from the body. Within a certain radius around the body, defined as peripersonal space (PPS), an approaching visual or auditory stimulus reliably speeds reaction times (RT) to touch; outside of this radius, in extrapersonal space (EPS), there is no multisensory effect. PPS can be defined both by its size (radius) and slope (sharpness of the PPS-EPS boundary). Clinical measures were administered to explore relations with visual-tactile processing. Results: Neither clinical group differed from controls on the crossmodal congruency task. The ASD group had significantly smaller and more sharply-defined PPSs compared to the other two groups. Small PPS size was related to social symptom severity across groups, but was largely driven by the TD group, without significant effects in either clinical group. Conclusions: These results suggest that: (1) spatially static visual-tactile facilitation is intact in adults with ASD and SZ, (2) spatially dynamic visual-tactile facilitation impacting perception of the body boundary is affected in ASD but not SZ, and (3) body boundary perception is related to social-emotional function, but not in a way that maps on to clinical status.
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Affiliation(s)
- Jean-Paul Noel
- Center for Neural Science, New York University, New York, NY, United States
| | - Michelle D. Failla
- Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, TN, United States
| | | | - Zachary J. Williams
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, United States
- Department of Hearing and Speech Sciences, Vanderbilt University Medical Center, Nashville, TN, United States
- Medical Scientist Training Program, Vanderbilt University School of Medicine, Nashville, TN, United States
| | - Madison Gerdes
- School of Criminology and Justice Policty, Northeastern University, Boston, MA, United States
| | | | - Alisa R. Zoltowski
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, United States
| | - Jennifer H. Foss-Feig
- Department of Psychiatry and Seaver Center for Autism Research, Mount Sinai Hospital, New York, NY, United States
| | - Heathman Nichols
- Department of Psychology, Vanderbilt University, Nashville, TN, United States
| | - Kristan Armstrong
- Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Stephan H. Heckers
- Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, TN, United States
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, United States
| | - Randolph R. Blake
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, United States
- Department of Psychology, Vanderbilt University, Nashville, TN, United States
| | - Mark T. Wallace
- Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, TN, United States
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, United States
- Department of Hearing and Speech Sciences, Vanderbilt University Medical Center, Nashville, TN, United States
- Department of Psychology, Vanderbilt University, Nashville, TN, United States
- Vanderbilt Frist Center for Autism and Innovation, Nashville, TN, United States
| | - Sohee Park
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, United States
- Department of Psychology, Vanderbilt University, Nashville, TN, United States
| | - Carissa J. Cascio
- Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, TN, United States
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, United States
- Vanderbilt Frist Center for Autism and Innovation, Nashville, TN, United States
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