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Wei X, Zhou P, Wei Y, Wu D, Qin P, Zhang Y, Zhu J, Ren Z, Li H, Zhang Y. Comparison of Occupational Performance in Immersive Virtual and Real Environments Among Patients With Stroke: Observational Randomized Crossover Pilot Study. JMIR Serious Games 2024; 12:e58388. [PMID: 39545803 DOI: 10.2196/58388] [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: 03/17/2024] [Revised: 09/15/2024] [Accepted: 09/19/2024] [Indexed: 11/17/2024] Open
Abstract
Background Conventional rehabilitation approaches involve therapists simulating various occupational tasks in health care settings or recreating real-life situations to assess and train patients in instrumental activities of daily living (IADLs). As an alternative, immersive virtual reality (IVR) has been widely used in stroke rehabilitation for years, but research comparing occupational performance between virtual and real environments is limited. Objective This study aims to introduce a novel IVR shopping system designed for patients with stroke and to investigate the correlation of occupational performance in virtual and real environments among patients with stroke. Methods Ten patients with stroke were recruited from the Department of Rehabilitation Medicine, Shenzhen Hospital, Southern Medical University, who met the inclusion and exclusion criteria for this observational, randomized crossover study; the patients were predominantly male (n=7), had experienced ischemic stroke (n=9), were aged 14 to 73 years, and had a time since stroke of 1 to 42 months. All patients attempted shopping tasks in virtual and real environments. The Mini-Mental State Examination (MMSE), Timed Up and Go Test (TUGT), modified Barthel index (MBI), and Lawton index (LI) were used to assess cognition, ambulation, and activities of daily living. Memory capacity and duration in the virtual and real environments were recorded as the primary parameters of occupational performance. The Wilcoxon test and Spearman correlation coefficients were used to analyze the differences and correlations between the 2 environments. Results The Wilcoxon test showed no significant differences between the virtual and real environments in memory capacity and duration of task completion (P>.99 and P=.99), and memory capacity in both environments correlated with the LI (ρ=0.81; P=.005). Memory duration had a relationship with the TUGT in the virtual environment (ρ=0.68; P=.03) and a borderline negative correlation with MMSE in the real environment (ρ=-0.58; P=.08). Conclusions Considering the small sample size used in this study and the study's limitations, despite the significant correlation between shopping performance in IVR and the real world, it is still too early to conclude that IVR is a noninferior approach, but it presents the potential to be an alternative for assessment and training in IADLs when resources are limited. However, further research is needed to investigate the psychometric properties, clinical effects, and impact of virtual training on real-world performance. The implications for practice might include the following: (1) occupational performance in virtual shopping might be the same as real-world shopping, and more virtual IADLs could thus be developed; (2) virtual IADL assessment and training systems could be used in remote locations or locations with limited resources; and (3) more objective parameters of IADLs could be extracted from virtual environments.
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Affiliation(s)
- Xijun Wei
- Department of Rehabilitation Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- Department of Rehabilitation Medicine, Shenzhen Hospital, Southern Medical University, Shenzhen, China
- Department of Occupational Therapy, School of Rehabilitation Sciences, Southern Medical University, Shenzhen, China
- Rehabilitation Lab of Mix Reality, Shenzhen Hospital, Southern Medical University, Shenzhen, China
| | - Ping Zhou
- Department of Rehabilitation Medicine, Shenzhen Hospital, Southern Medical University, Shenzhen, China
- Department of Occupational Therapy, School of Rehabilitation Sciences, Southern Medical University, Shenzhen, China
- Rehabilitation Lab of Mix Reality, Shenzhen Hospital, Southern Medical University, Shenzhen, China
| | - Yixi Wei
- Rehabilitation Lab of Mix Reality, Shenzhen Hospital, Southern Medical University, Shenzhen, China
- Department of Gynecology, Shenzhen Hospital, Southern Medical University, Shenzhen, China
| | - Dashuang Wu
- Department of Occupational Therapy, School of Rehabilitation Sciences, Southern Medical University, Shenzhen, China
- Rehabilitation Lab of Mix Reality, Shenzhen Hospital, Southern Medical University, Shenzhen, China
| | - Ping Qin
- Department of Rehabilitation Sciences, Faculty of Health and Social Sciences, The Hong Kong Polytechnic University, Kowloon, China (Hong Kong)
| | - Yingying Zhang
- Department of Rehabilitation Medicine, Shenzhen Hospital, Southern Medical University, Shenzhen, China
- Department of Occupational Therapy, School of Rehabilitation Sciences, Southern Medical University, Shenzhen, China
- Rehabilitation Lab of Mix Reality, Shenzhen Hospital, Southern Medical University, Shenzhen, China
| | - Jing Zhu
- Department of Rehabilitation Medicine, Shenzhen Hospital, Southern Medical University, Shenzhen, China
- Department of Occupational Therapy, School of Rehabilitation Sciences, Southern Medical University, Shenzhen, China
- Rehabilitation Lab of Mix Reality, Shenzhen Hospital, Southern Medical University, Shenzhen, China
| | - Zhanbing Ren
- College of Physical Education, Shenzhen University, Shenzhen, China
| | - Hai Li
- Department of Rehabilitation Medicine, Shenzhen Hospital, Southern Medical University, Shenzhen, China
- Department of Occupational Therapy, School of Rehabilitation Sciences, Southern Medical University, Shenzhen, China
| | - Yumei Zhang
- Department of Rehabilitation Medicine, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Melillo A, Rachedi S, Caggianese G, Gallo L, Maiorano P, Gimigliano F, Lucidi F, De Pietro G, Guida M, Giordano A, Chirico A. Synchronization of a Virtual Reality Scenario to Uterine Contractions for Labor Pain Management: Development Study and Randomized Controlled Trial. Games Health J 2024; 13:389-396. [PMID: 38860400 DOI: 10.1089/g4h.2023.0202] [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: 06/12/2024] Open
Abstract
Background: Labor is described as one of the most painful events women can experience through their lives, and labor pain shows unique features and rhythmic fluctuations. Purpose: The present study aims to evaluate virtual reality (VR) analgesic interventions for active labor with biofeedback-based VR technologies synchronized to uterine activity. Materials and Methods: We developed a VR system modeled on uterine contractions by connecting it to cardiotocographic equipment. We conducted a randomized controlled trial on a sample of 74 cases and 80 controls during active labor. Results: Results of the study showed a significant reduction of pain scores compared with both preintervention scores and to control group scores; a significant reduction of anxiety levels both compared with preintervention assessment and to control group and significant reduction in fear of labor experience compared with controls. Conclusion: VR may be considered as an effective nonpharmacological analgesic technique for the treatment of pain and anxiety and fear of childbirth experience during labor. The developed system could improve personalization of care, modulating the multisensory stimulation tailored to labor progression. Further studies are needed to compare the synchronized VR system to uterine activity and unsynchronized VR interventions.
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Affiliation(s)
- Antonio Melillo
- Department of Mental and Physical Health and Preventive Medicine, "Luigi Vanvitelli" University of Campania, Naples, Italy
| | - Sarah Rachedi
- Department of Neuroscience, Reproductive and Dentistry Sciences, University of Naples Federico II, Naples, Italy
| | - Giuseppe Caggianese
- Institute for High Performance Computing and Networking, National Research Council of Italy (ICAR-CNR), Naples, Italy
| | - Luigi Gallo
- Institute for High Performance Computing and Networking, National Research Council of Italy (ICAR-CNR), Naples, Italy
| | - Patrizia Maiorano
- Sbarro Institute for Cancer Research and Molecular Medicine, Center for Biotechnology, College of Science and Technology, Temple University, Philadelphia, Pennsylvania, USA
- Department of Medical Biotechnology, University of Siena, Siena, Italy
| | - Francesca Gimigliano
- Department of Mental and Physical Health and Preventive Medicine, "Luigi Vanvitelli" University of Campania, Naples, Italy
| | - Fabio Lucidi
- Department of Social and Developmental Psychology, "Sapienza" University of Rome, Rome, Italy
| | - Giuseppe De Pietro
- Institute for High Performance Computing and Networking, National Research Council of Italy (ICAR-CNR), Naples, Italy
| | - Maurizio Guida
- Department of Neuroscience, Reproductive and Dentistry Sciences, University of Naples Federico II, Naples, Italy
| | - Antonio Giordano
- Sbarro Institute for Cancer Research and Molecular Medicine, Center for Biotechnology, College of Science and Technology, Temple University, Philadelphia, Pennsylvania, USA
- Department of Medical Biotechnology, University of Siena, Siena, Italy
| | - Andrea Chirico
- Department of Social and Developmental Psychology, "Sapienza" University of Rome, Rome, Italy
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3
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Passarello N, Turriziani P, Lucidi F, Mandolesi L. Executive function and spatial abilities in physically active children: an explorative study. BMC Psychol 2024; 12:325. [PMID: 38831358 PMCID: PMC11149259 DOI: 10.1186/s40359-024-01785-8] [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: 11/19/2023] [Accepted: 05/13/2024] [Indexed: 06/05/2024] Open
Abstract
BACKGROUND Regular physical activity has consistently shown promise in improving cognitive functioning among children. However, there is a shortage of comprehensive studies that delve into these benefits across various cognitive domains. This preliminary investigation aimed to discern potential disparities in cognitive performance between active and sedentary children, with a specific focus on inhibitory control, cognitive flexibility, and visuo-spatial working memory abilities. METHODS The study employed a cross-sectional design encompassing 26 children (mean age 9.53 ± 2.20 years), categorized into two groups: Active and Sedentary. Executive functions were assessed using the NEPSY-II, while visuo-spatial working memory abilities were evaluated through the table version of the Radial Arm Maze (table-RAM) task. All outputs were analyzed with One-way ANOVAS or Kruskal-Wallis Tests to assess differences between Active and Sedentary children in both executive functioning and visuo-spatial working memory processes. RESULTS The findings revealed that the Active group outperformed the sedentary group in inhibitory control (F1,23 = 4.99, p = 0.03*), cognitive flexibility (F1,23 = 5.77, p = 0.02*), spatial span (F1,23 = 4.40, p = 0.04*), and working memory errors (F1,23 = 8.59, p = 0.01**). Both spatial span and working memory errors are parameters closely associated with visuo-spatial working memory abilities. CONCLUSIONS Although preliminary, these results offer evidence of a positive link between physical activity and cognitive functioning in children. This indicates the importance of promoting active behaviors, especially within educational environments.
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Affiliation(s)
- Noemi Passarello
- General and Experimental Psychology Laboratory, Department of Humanities, University of Naples "Federico" II, Naples, Italy
| | - Patrizia Turriziani
- Neuropsychology Lab, Department of Psychology, Educational Sciences and Human Movement, University of Palermo, Palermo, Italy
| | - Fabio Lucidi
- Department of Social and Developmental Psychology, Faculty of Medicine and Psychology, University of Rome "Sapienza", Rome, Italy
| | - Laura Mandolesi
- General and Experimental Psychology Laboratory, Department of Humanities, University of Naples "Federico" II, Naples, Italy.
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4
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Garg T, Velasco PF, Patai EZ, Malcolm CP, Kovalets V, Bohbot VD, Coutrot A, Hegarty M, Hornberger M, Spiers HJ. The relationship between object-based spatial ability and virtual navigation performance. PLoS One 2024; 19:e0298116. [PMID: 38722850 PMCID: PMC11081363 DOI: 10.1371/journal.pone.0298116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Accepted: 01/16/2024] [Indexed: 05/13/2024] Open
Abstract
Spatial navigation is a multi-faceted behaviour drawing on many different aspects of cognition. Visuospatial abilities, such as mental rotation and visuospatial working memory, in particular, may be key factors. A range of tests have been developed to assess visuospatial processing and memory, but how such tests relate to navigation ability remains unclear. This understanding is important to advance tests of navigation for disease monitoring in various disorders (e.g., Alzheimer's disease) where spatial impairment is an early symptom. Here, we report the use of an established mobile gaming app, Sea Hero Quest (SHQ), as a measure of navigation ability in a sample of young, predominantly female university students (N = 78; 20; female = 74.3%; mean age = 20.33 years). We used three separate tests of navigation embedded in SHQ: wayfinding, path integration and spatial memory in a radial arm maze. In the same participants, we also collected measures of mental rotation (Mental Rotation Test), visuospatial processing (Design Organization Test) and visuospatial working memory (Digital Corsi). We found few strong correlations across our measures. Being good at wayfinding in a virtual navigation test does not mean an individual will also be good at path integration, have a superior memory in a radial arm maze, or rate themself as having a strong sense of direction. However, we observed that participants who were good in the wayfinding task of SHQ tended to perform well on the three visuospatial tasks examined here, and to also use a landmark strategy in the radial maze task. These findings help clarify the associations between different abilities involved in spatial navigation.
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Affiliation(s)
- Tanya Garg
- Department of Experimental Psychology, Division of Psychology and Language Sciences, Institute of Behavioural Neuroscience, University College London, London, United Kingdom
| | | | - Eva Zita Patai
- Department of Experimental Psychology, Division of Psychology and Language Sciences, Institute of Behavioural Neuroscience, University College London, London, United Kingdom
- Department of Psychology, School of Biological and Behavioural Sciences, Queen Mary University, London, United Kingdom
| | - Charlotte P. Malcolm
- Department of Experimental Psychology, Division of Psychology and Language Sciences, Institute of Behavioural Neuroscience, University College London, London, United Kingdom
| | - Victor Kovalets
- Department of Experimental Psychology, Division of Psychology and Language Sciences, Institute of Behavioural Neuroscience, University College London, London, United Kingdom
| | - Veronique D. Bohbot
- Faculty of Medicine, Department of Psychiatry, Douglas Mental Health University Institute, McGill University, McGill, Canada
| | | | - Mary Hegarty
- Department of Psychological and Brain Sciences, University of California Santa Barbara, Santa Barbara, California, United States of America
| | - Michael Hornberger
- Norwich Medical School, University of East Anglia, Norwich, United Kingdom
| | - Hugo J. Spiers
- Department of Experimental Psychology, Division of Psychology and Language Sciences, Institute of Behavioural Neuroscience, University College London, London, United Kingdom
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5
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Cimadevilla JM, Nori R, Piccardi L. Application of Virtual Reality in Spatial Memory. Brain Sci 2023; 13:1621. [PMID: 38137069 PMCID: PMC10741597 DOI: 10.3390/brainsci13121621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Accepted: 10/23/2023] [Indexed: 12/24/2023] Open
Abstract
In recent years, virtual reality (VR) has become a widely used tool with a plethora of applications in neuroscience [...].
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Affiliation(s)
- José Manuel Cimadevilla
- Department of Psychology, University of Almeria, 04120 Almeria, Spain;
- Health Research Center, University of Almeria, 04120 Almeria, Spain
| | - Raffaella Nori
- Department of Psychology, University of Bologna, 40127 Bologna, Italy;
| | - Laura Piccardi
- Department of Psychology, Sapienza University of Rome, 00185 Rome, Italy
- San Raffaele Cassino Hospital, 03043 Cassino, Italy
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6
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D'Aurizio G, Di Pompeo I, Passarello N, Troisi Lopez E, Sorrentino P, Curcio G, Mandolesi L. Visuospatial working memory abilities in children analyzed by the bricks game task (BGT). PSYCHOLOGICAL RESEARCH 2023; 87:2111-2119. [PMID: 36800010 PMCID: PMC9936130 DOI: 10.1007/s00426-023-01803-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 02/06/2023] [Indexed: 02/18/2023]
Abstract
The study of the development of visuospatial memory processes is useful for devising personalized educational interventions as well as for understanding the changes in cognitive functioning in an era characterized by technological progress. The present research is aimed at investigating spatial working memory ability in children that attended the first three years of primary school by means of the Brick Game Task (BGT), a novel visuospatial working memory test. BGT is a small-scale ecological test inspired by behavioral walking tasks with nine white bricks in different spatial configurations as well as to Corsi Block-Tapping test.228 Italian children (121 F; mean age: 7.22 ± 1.18) were assigned to three groups based on the primary school class attended: Group 1 (N = 85; 40 F; mean age 6.18 ± .5), Group 2 (N = 61; 36 F; mean age 7.2 ± .83), and Group 3 (N = 82; 44 F; mean age 8.32 ± .94). All participants were asked to complete the Digit Span test, the Corsi Block-Tapping test, and to explore the three spatial configurations of the BGT with the form of Matrix, M-BGT, Cluster, CL-BGT, Cross, CR-BGT.MANOVA revealed a main significant effect for Group (F12,434 = 15.06; p < .0001) indicating that the group of older obtained a better global executive performance than 1 and 2 groups. Multiple linear regression indicated that Corsi Block-Tapping test performance and Age significantly predicted the M-BGT score. Moreover, Corsi Block-Tapping test and Digit Span significantly predicted the CL-BGT performance, showing how a higher score results in a better CL- BGT performance. Finally, Corsi Block-Tapping test, Digit Span, and Age were positively associated with the CR- BGT performance. The present findings evidenced that novel BGT is a sensible visuospatial working memory task suggesting thus its use to assess the children's executive performance in ecological way. These results open to the development of personalized educational interventions.
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Affiliation(s)
- G D'Aurizio
- Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, Via Vetoio - Loc. Coppito, 67100, L'Aquila, Italy
| | - I Di Pompeo
- Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, Via Vetoio - Loc. Coppito, 67100, L'Aquila, Italy
| | - N Passarello
- Department of Humanities, University of Naples Federico II, Naples, Italy
| | - E Troisi Lopez
- Department of Motor Sciences and Wellness, University of Naples "Parthenope", Naples, Italy
| | - P Sorrentino
- Institut de Neurosciences Des Systemès, Aix-Marseille University, Marseille, France
| | - G Curcio
- Department of Biotechnological and Applied Clinical Sciences, University of L'Aquila, Via Vetoio - Loc. Coppito, 67100, L'Aquila, Italy.
| | - L Mandolesi
- Department of Humanities, University of Naples Federico II, Naples, Italy
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7
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Palombi T, Galli F, Giancamilli F, D'Amico M, Alivernini F, Gallo L, Neroni P, Predazzi M, De Pietro G, Lucidi F, Giordano A, Chirico A. The role of sense of presence in expressing cognitive abilities in a virtual reality task: an initial validation study. Sci Rep 2023; 13:13396. [PMID: 37591908 PMCID: PMC10435488 DOI: 10.1038/s41598-023-40510-0] [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: 02/17/2023] [Accepted: 08/11/2023] [Indexed: 08/19/2023] Open
Abstract
There is a raised interest in literature to use Virtual Reality (VR) technology as an assessment tool for cognitive domains. One of the essential advantages of transforming tests in an immersive virtual environment is the possibility of automatically calculating the test's score, a time-consuming process under natural conditions. Although the characteristics of VR can deliver different degrees of immersion in a virtual environment, the sense of presence could jeopardize the evolution of these practices. The sense of presence results from a complex interaction between human, contextual factors, and the VR environment. The present study has two aims: firstly, it contributes to the validation of a virtual version of the naturalistic action test (i.e., virtual reality action test); second, it aims to evaluate the role of sense of presence as a critical booster of the expression of cognitive abilities during virtual reality tasks. The study relies on healthy adults tested in virtual and real conditions in a cross-over research design. The study's results support the validity of the virtual reality action test. Furthermore, two structural equation models are tested to comprehend the role of sense of presence as a moderator in the relationship between cognitive abilities and virtual task performance.
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Affiliation(s)
- Tommaso Palombi
- Department of Psychology of Developmental and Socialization Processes, "Sapienza" University of Rome, Via Dei Marsi, 78, 00185, Rome, Italy
| | - Federica Galli
- Department of Movement, Human and Health Sciences, University of Rome, Foro Italico, Rome, Italy
| | - Francesco Giancamilli
- Department of Psychology of Developmental and Socialization Processes, "Sapienza" University of Rome, Via Dei Marsi, 78, 00185, Rome, Italy
| | - Monica D'Amico
- Department of Clinical Psychology, "Sapienza" University of Rome, Rome, Italy
| | - Fabio Alivernini
- Department of Psychology of Developmental and Socialization Processes, "Sapienza" University of Rome, Via Dei Marsi, 78, 00185, Rome, Italy
| | - Luigi Gallo
- Institute for High-Performance Computing and Networking, National Research Council, Naples, Italy
| | - Pietro Neroni
- Institute for High-Performance Computing and Networking, National Research Council, Naples, Italy
| | | | - Giuseppe De Pietro
- Institute for High-Performance Computing and Networking, National Research Council, Naples, Italy
| | - Fabio Lucidi
- Department of Psychology of Developmental and Socialization Processes, "Sapienza" University of Rome, Via Dei Marsi, 78, 00185, Rome, Italy
| | - Antonio Giordano
- Sbarro Institute for Cancer Research and Molecular Medicine, Center for Biotechnology, College of Science and Technology, Temple University, Philadelphia, PA, USA
- Department of Medical Biotechnologies, University of Siena, Siena, Italy
| | - Andrea Chirico
- Department of Psychology of Developmental and Socialization Processes, "Sapienza" University of Rome, Via Dei Marsi, 78, 00185, Rome, Italy.
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8
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Laidi C, Neu N, Watilliaux A, Martinez-Teruel A, Razafinimanana M, Boisgontier J, Hotier S, d'Albis MA, Delorme R, Amestoy A, Holiga Š, Moal MLL, Coupé P, Leboyer M, Houenou J, Rondi-Reig L, Paradis AL. Preserved navigation abilities and spatio-temporal memory in individuals with autism spectrum disorder. Autism Res 2023; 16:280-293. [PMID: 36495045 DOI: 10.1002/aur.2865] [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: 09/02/2021] [Accepted: 11/21/2022] [Indexed: 12/14/2022]
Abstract
Cerebellar abnormalities have been reported in autism spectrum disorder (ASD). Beyond its role in hallmark features of ASD, the cerebellum and its connectivity with forebrain structures also play a role in navigation. However, the current understanding of navigation abilities in ASD is equivocal, as is the impact of the disorder on the functional anatomy of the cerebellum. In the present study, we investigated the navigation behavior of a population of ASD and typically developing (TD) adults related to their brain anatomy as assessed by structural and functional MRI at rest. We used the Starmaze task, which permits assessing and distinguishing two complex navigation behaviors, one based on allocentric learning and the other on egocentric learning of a route with multiple decision points. Compared to TD controls, individuals with ASD showed similar exploration, learning, and strategy performance and preference. In addition, there was no difference in the structural or functional anatomy of the cerebellar circuits involved in navigation between the two groups. The findings of our work suggest that navigation abilities, spatio-temporal memory, and their underlying circuits are preserved in individuals with ASD.
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Affiliation(s)
- Charles Laidi
- Univ Paris Est Créteil, INSERM U955, IMRB, Translational Neuro-Psychiatry, Créteil, France.,AP-HP, Hôpitaux Universitaires Henri Mondor, Département Médico-Universitaire de Psychiatrie et d'Addictologie (DMU IMPACT), Fédération Hospitalo-Universitaire de Médecine de Précision en Psychiatrie (FHU ADAPT), Créteil, France.,Fondation fondaMental, Hôpital Albert Chenevier, Créteil, France.,UNIACT, Psychiatry Team, Neurospin Neuroimaging Platform, CEA Saclay, Gif-Sur-Yvette, France
| | - Nathan Neu
- AP-HP, Hôpitaux Universitaires Henri Mondor, Département Médico-Universitaire de Psychiatrie et d'Addictologie (DMU IMPACT), Fédération Hospitalo-Universitaire de Médecine de Précision en Psychiatrie (FHU ADAPT), Créteil, France.,UNIACT, Psychiatry Team, Neurospin Neuroimaging Platform, CEA Saclay, Gif-Sur-Yvette, France
| | - Aurélie Watilliaux
- Sorbonne Université, CNRS, Inserm, IBPS, Neurosciences Paris Seine, CeZaMe Lab, Paris, France
| | - Axelle Martinez-Teruel
- AP-HP, Hôpitaux Universitaires Henri Mondor, Département Médico-Universitaire de Psychiatrie et d'Addictologie (DMU IMPACT), Fédération Hospitalo-Universitaire de Médecine de Précision en Psychiatrie (FHU ADAPT), Créteil, France
| | - Mihoby Razafinimanana
- Sorbonne Université, CNRS, Inserm, IBPS, Neurosciences Paris Seine, CeZaMe Lab, Paris, France
| | - Jennifer Boisgontier
- UNIACT, Psychiatry Team, Neurospin Neuroimaging Platform, CEA Saclay, Gif-Sur-Yvette, France
| | - Sevan Hotier
- AP-HP, Hôpitaux Universitaires Henri Mondor, Département Médico-Universitaire de Psychiatrie et d'Addictologie (DMU IMPACT), Fédération Hospitalo-Universitaire de Médecine de Précision en Psychiatrie (FHU ADAPT), Créteil, France.,Fondation fondaMental, Hôpital Albert Chenevier, Créteil, France
| | - Marc-Antoine d'Albis
- AP-HP, Hôpitaux Universitaires Henri Mondor, Département Médico-Universitaire de Psychiatrie et d'Addictologie (DMU IMPACT), Fédération Hospitalo-Universitaire de Médecine de Précision en Psychiatrie (FHU ADAPT), Créteil, France.,Fondation fondaMental, Hôpital Albert Chenevier, Créteil, France.,UNIACT, Psychiatry Team, Neurospin Neuroimaging Platform, CEA Saclay, Gif-Sur-Yvette, France
| | - Richard Delorme
- Service de psychiatrie de l'enfant et de l'adolescent, Assistance Publique-Hôpitaux de Paris (AP-HP), Hôpital Robert Debré, Institut Pasteur, Human Genetics and Cognitive Functions Unit, Paris, France
| | | | - Štefan Holiga
- Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd, Basel, Switzerland
| | | | - Pierrick Coupé
- Pictura Research Group, Laboratoire Bordelais de Recherche en Informatique, Unité Mixte de Recherche Centre National de la Recherche Scientifique (UMR 5800), University Bordeaux, Talence, France
| | - Marion Leboyer
- Univ Paris Est Créteil, INSERM U955, IMRB, Translational Neuro-Psychiatry, Créteil, France.,AP-HP, Hôpitaux Universitaires Henri Mondor, Département Médico-Universitaire de Psychiatrie et d'Addictologie (DMU IMPACT), Fédération Hospitalo-Universitaire de Médecine de Précision en Psychiatrie (FHU ADAPT), Créteil, France.,Fondation fondaMental, Hôpital Albert Chenevier, Créteil, France
| | - Josselin Houenou
- Univ Paris Est Créteil, INSERM U955, IMRB, Translational Neuro-Psychiatry, Créteil, France.,AP-HP, Hôpitaux Universitaires Henri Mondor, Département Médico-Universitaire de Psychiatrie et d'Addictologie (DMU IMPACT), Fédération Hospitalo-Universitaire de Médecine de Précision en Psychiatrie (FHU ADAPT), Créteil, France.,Fondation fondaMental, Hôpital Albert Chenevier, Créteil, France.,UNIACT, Psychiatry Team, Neurospin Neuroimaging Platform, CEA Saclay, Gif-Sur-Yvette, France
| | - Laure Rondi-Reig
- Sorbonne Université, CNRS, Inserm, IBPS, Neurosciences Paris Seine, CeZaMe Lab, Paris, France
| | - Anne-Lise Paradis
- Sorbonne Université, CNRS, Inserm, IBPS, Neurosciences Paris Seine, CeZaMe Lab, Paris, France
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