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Sadeghi-Bazargani H, Ahmadi Bonabi M, Narimani M, Taghizadeh S, Abdolrahmanzadeh R, Rahnemayan S, Ghojazadeh M. How to design an fMRI-compatible driving simulator: A systematic review. TRAFFIC INJURY PREVENTION 2025:1-8. [PMID: 40232985 DOI: 10.1080/15389588.2025.2473541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2024] [Revised: 02/25/2025] [Accepted: 02/25/2025] [Indexed: 04/17/2025]
Abstract
OBJECTIVE This systematic review provides key considerations for designing a functional magnetic resonance imaging (fMRI)-compatible driving simulator. METHODS This study included original articles that utilized simulators with a wheel, pedal, or joystick under an fMRI scanner, searched across databases like Scopus, PubMed, and Embase up to November 2024. The risk of bias in individual studies was apprized using the Joanna Briggs Institute's (JBI) risk of bias tool for quasi-experimental studies. RESULTS A total of 22 articles were included, with the United States leading in publications. The studies involved 476 participants, 56% of whom were male, with a mean age of 26.6 years and median 3 years of driving experience. Seventeen studies used pedals, with 11 incorporating both gas and brake pedals. The simulated environment mainly consisted of a 2-lane road with green shoulders on both sides and distractions included white and yellow lines, lights, pedestrians, and moving vehicles. Four studies used a joystick in their driving simulator. Almost all the articles mentioned the imaging settings in detail. CONCLUSIONS The article discusses key features of fMRI-compatible driving simulators and suggests that future research should consider pedal differences, road and weather conditions, and the impact of hand dominance on driving performance.
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Affiliation(s)
| | | | - Mahshad Narimani
- Student Research Committee, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Sepita Taghizadeh
- Student Research Committee, Tabriz University of Medical Sciences, Tabriz, Iran
| | | | - Sama Rahnemayan
- Neurosciences Research Center (NSRC) of Tabriz University of Medical Sciences, Tabriz, Iran
| | - Morteza Ghojazadeh
- Neurosciences Research Center (NSRC) of Tabriz University of Medical Sciences, Tabriz, Iran
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Zhang X, Huang M, Yuan X, Zhong X, Dai S, Wang Y, Zhang Q, Wongwitwichote K, Jiang C. Lifespan trajectories of motor control and neural oscillations: A systematic review of magnetoencephalography insights. Dev Cogn Neurosci 2025; 72:101529. [PMID: 39938146 PMCID: PMC11870221 DOI: 10.1016/j.dcn.2025.101529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2024] [Revised: 02/07/2025] [Accepted: 02/07/2025] [Indexed: 02/14/2025] Open
Abstract
Motor control (MC) evolves across the human lifespan, improving during childhood and adolescence, stabilizing in early adulthood, and declining in older age. These developmental and degenerative patterns are linked to neural oscillatory activity, which can be assessed via magnetoencephalography (MEG) to gain insights into motor planning, execution, termination, and command initiation. This review systematically examined age-related changes in MC and neural oscillations, centering on movement-related beta desynchronization (MRBD), post-movement beta rebound (PMBR), and movement-related gamma synchrony (MRGS). Following PRISMA guidelines, 17 cross-sectional studies were identified. The findings revealed significant enhancements in motor efficiency from childhood to adolescence, characterized by faster movement speed, shorter movement duration, weaker MRBD, and increased PMBR and MRGS. From adolescence to early adulthood, further improvements in motor performance were noted, accompanied by strengthened MRBD, PMBR, and a slight decline in MRGS. In older adults, motor performance deteriorates, presenting as slower movement and prolonged duration, alongside heightened resting beta power, elevated MRBD, and reduced PMBR. Alterations in MRGS remain insufficiently explored. Overall, MEG proves valuable for capturing neural dynamics underlying the development and decline of motor control across the lifespan. These findings underscore potential avenues for motor rehabilitation and cognitive interventions, particularly in aging populations.
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Affiliation(s)
- Xinbi Zhang
- The Center of Neuroscience and Sports, Capital University of Physical Education and Sports, Beijing 100191, China; School of Kinesiology and Health, Capital University of Physical Education and Sports, Beijing 100191, China
| | - Mingming Huang
- School of Kinesiology and Health, Capital University of Physical Education and Sports, Beijing 100191, China
| | - Xiaoxia Yuan
- The School of Sport, Exercise and Rehabilitation Sciences, University of Birmingham, Birmingham, UK
| | - Xiaoke Zhong
- The Center of Neuroscience and Sports, Capital University of Physical Education and Sports, Beijing 100191, China; School of Physical Education and Sport Science, Fujian Normal University, No. 18, Wulongjiang Middle Avenue, Shangjie Town, Minhou County, Fuzhou 350108, China
| | - Shengyu Dai
- The Center of Neuroscience and Sports, Capital University of Physical Education and Sports, Beijing 100191, China; School of Physical Education and Sport Science, Fujian Normal University, No. 18, Wulongjiang Middle Avenue, Shangjie Town, Minhou County, Fuzhou 350108, China
| | - Yingying Wang
- The Center of Neuroscience and Sports, Capital University of Physical Education and Sports, Beijing 100191, China; School of Kinesiology and Health, Capital University of Physical Education and Sports, Beijing 100191, China
| | - Qiang Zhang
- The Center of Neuroscience and Sports, Capital University of Physical Education and Sports, Beijing 100191, China; School of Kinesiology and Health, Capital University of Physical Education and Sports, Beijing 100191, China
| | - Kanya Wongwitwichote
- The School of Sport, Exercise and Rehabilitation Sciences, University of Birmingham, Birmingham, UK
| | - Changhao Jiang
- The Center of Neuroscience and Sports, Capital University of Physical Education and Sports, Beijing 100191, China; School of Kinesiology and Health, Capital University of Physical Education and Sports, Beijing 100191, China.
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Roberts TPL, Birnbaum C, Bloy L, Gaetz W. Beyond sensitivity: what are the enabling opportunities of OPM-MEG? FRONTIERS IN MEDICAL TECHNOLOGY 2025; 7:1515548. [PMID: 39911606 PMCID: PMC11790644 DOI: 10.3389/fmedt.2025.1515548] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2024] [Accepted: 01/03/2025] [Indexed: 02/07/2025] Open
Abstract
While optically-pumped magnetometer (OPM) technology offers a number of compelling advantages over its SQUID predecessor for magnetoencephalography (MEG), many studies and viewpoints focus on issues of (i) scalp placement, with commensurate increases in sensitivity to weak magnetic fields and (ii) room temperature operation (without the need for baths of liquid helium to maintain superconducting properties of SQUIDs). This article addresses another unique and tantalizing opportunity-the ability for the OPM array to be "wearable", and thus to move with the participant. This is critical in adoption of naturalistic paradigms that move beyond "laboratory neuroscience" toward "real world neuroscience". It is also critically important in application to pediatric populations who cannot or will not remain still during conventional MEG scan procedures. Application to the developing infant brain will be considered as well as application to pediatric neuropsychiatric and developmental disorders, such as autism spectrum disorder. Rather than present solutions, this article will highlight the challenges faced by conventional SQUID-based cryo-MEG and explore the potential avenues for OPM-MEG to make a positive impact to the field of pediatric neuroscience.
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Affiliation(s)
- Timothy P. L. Roberts
- Department of Radiology, Program in Advanced Imaging Research and Lurie Family Foundations MEG Imaging Center, Children’s Hospital of Philadelphia, Philadelphia, PA, United States
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Charlotte Birnbaum
- Department of Radiology, Program in Advanced Imaging Research and Lurie Family Foundations MEG Imaging Center, Children’s Hospital of Philadelphia, Philadelphia, PA, United States
| | - Luke Bloy
- Department of Radiology, Program in Advanced Imaging Research and Lurie Family Foundations MEG Imaging Center, Children’s Hospital of Philadelphia, Philadelphia, PA, United States
| | - William Gaetz
- Department of Radiology, Program in Advanced Imaging Research and Lurie Family Foundations MEG Imaging Center, Children’s Hospital of Philadelphia, Philadelphia, PA, United States
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
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Alexander NA, Kelly CL, Wang H, Nash RA, Beebe S, Brookes MJ, Kessler K. Oscillatory Neural Correlates of Police Firearms Decision-Making in Virtual Reality. eNeuro 2024; 11:ENEURO.0112-24.2024. [PMID: 38977304 PMCID: PMC11289585 DOI: 10.1523/eneuro.0112-24.2024] [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: 03/14/2024] [Accepted: 05/23/2024] [Indexed: 07/10/2024] Open
Abstract
We investigated the neural signatures of expert decision-making in the context of police training in a virtual reality-based shoot/don't shoot scenario. Police officers can use stopping force against a perpetrator, which may require using a firearm and each decision made by an officer to discharge their firearm or not has substantial implications. Therefore, it is important to understand the cognitive and underlying neurophysiological processes that lead to such a decision. We used virtual reality-based simulations to elicit ecologically valid behavior from authorized firearms officers (AFOs) in the UK and matched novices in a shoot/don't shoot task and recorded electroencephalography concurrently. We found that AFOs had consistently faster response times than novices, suggesting our task was sensitive to their expertise. To investigate differences in decision-making processes under varying levels of threat and expertise, we analyzed electrophysiological signals originating from the anterior cingulate cortex. In line with similar response inhibition tasks, we found greater increases in preresponse theta power when participants inhibited the response to shoot when under no threat as compared with shooting. Most importantly, we showed that when preparing against threat, theta power increase was greater for experts than novices, suggesting that differences in performance between experts and novices are due to their greater orientation toward threat. Additionally, shorter beta rebounds suggest that experts were "ready for action" sooner. More generally, we demonstrate that the investigation of expert decision-making should incorporate naturalistic stimuli and an appropriate control group to enhance validity.
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Affiliation(s)
- Nicholas A Alexander
- Wellcome Centre for Human Neuroimaging, Department of Imaging Neuroscience, UCL Queen Square Institute of Neurology, University College London, London WC1N 3AR, United Kingdom
- Aston Institute of Health and Neurodevelopment, College of Health and Life Sciences, Aston University, Birmingham B4 7E, United Kingdom
| | - Clíona L Kelly
- Aston Institute of Health and Neurodevelopment, College of Health and Life Sciences, Aston University, Birmingham B4 7E, United Kingdom
- Yale Child Study Center, Yale University School of Medicine, New Haven, Connecticut 06520
| | - Hongfang Wang
- Aston Institute of Health and Neurodevelopment, College of Health and Life Sciences, Aston University, Birmingham B4 7E, United Kingdom
- School of Psychology, University College Dublin, Dublin D4, Ireland
| | - Robert A Nash
- Aston Institute of Health and Neurodevelopment, College of Health and Life Sciences, Aston University, Birmingham B4 7E, United Kingdom
| | - Shaun Beebe
- Sir Peter Mansfield Imaging Centre, School of Physics and Astronomy, University of Nottingham, Nottingham NG7 2QX, United Kingdom
| | - Matthew J Brookes
- Sir Peter Mansfield Imaging Centre, School of Physics and Astronomy, University of Nottingham, Nottingham NG7 2QX, United Kingdom
| | - Klaus Kessler
- Aston Institute of Health and Neurodevelopment, College of Health and Life Sciences, Aston University, Birmingham B4 7E, United Kingdom
- School of Psychology, University College Dublin, Dublin D4, Ireland
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Walshe EA, Roberts TPL, Ward McIntosh C, Winston FK, Romer D, Gaetz W. An event-based magnetoencephalography study of simulated driving: Establishing a novel paradigm to probe the dynamic interplay of executive and motor function. Hum Brain Mapp 2023; 44:2109-2121. [PMID: 36617993 PMCID: PMC9980886 DOI: 10.1002/hbm.26197] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 10/27/2022] [Accepted: 12/10/2022] [Indexed: 01/10/2023] Open
Abstract
Magnetoencephalography (MEG) is particularly well-suited to the study of human motor cortex oscillatory rhythms and motor control. However, the motor tasks studied to date are largely overly simplistic. This study describes a new approach: a novel event-based simulated drive made operational via MEG compatible driving simulator hardware, paired with differential beamformer methods to characterize the neural correlates of realistic, complex motor activity. We scanned 23 healthy individuals aged 16-23 years (mean age = 19.5, SD = 2.5; 18 males and 5 females, all right-handed) who completed a custom-built repeated trials driving scenario. MEG data were recorded with a 275-channel CTF, and a volumetric magnetic resonance imaging scan was used for MEG source localization. To validate this paradigm, we hypothesized that pedal-use would elicit expected modulation of primary motor responses beta-event-related desynchronization (B-ERD) and movement-related gamma synchrony (MRGS). To confirm the added utility of this paradigm, we hypothesized that the driving task could also probe frontal cognitive control responses (specifically, frontal midline theta [FMT]). Three of 23 participants were removed due to excess head motion (>1.5 cm/trial), confirming feasibility. Nonparametric group analysis revealed significant regions of pedal-use related B-ERD activity (at left precentral foot area, as well as bilateral superior parietal lobe: p < .01 corrected), MRGS (at medial precentral gyrus: p < .01 corrected), and FMT band activity sustained around planned braking (at bilateral superior frontal gyrus: p < .01 corrected). This paradigm overcomes the limits of previous efforts by allowing for characterization of the neural correlates of realistic, complex motor activity in terms of brain regions, frequency bands and their dynamic temporal interplay.
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Affiliation(s)
- Elizabeth A. Walshe
- Center for Injury Research and PreventionChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA
| | - Timothy P. L. Roberts
- Center for Injury Research and PreventionChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA,Lurie Family Foundations' MEG Imaging Center, Department of RadiologyChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA,Department of RadiologyPerelman School of Medicine, University of PennsylvaniaPhiladelphiaPennsylvaniaUSA
| | - Chelsea Ward McIntosh
- Center for Injury Research and PreventionChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA
| | - Flaura K. Winston
- Center for Injury Research and PreventionChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA,Department of RadiologyPerelman School of Medicine, University of PennsylvaniaPhiladelphiaPennsylvaniaUSA,Department of PediatricsPerelamn School of Medicine, University of PennysylvaniaPhiladelphiaPennsylvaniaUSA
| | - Dan Romer
- Annenberg Public Policy CenterUniversity of PennsylvaniaPhiladelphiaPennsylvaniaUSA
| | - William Gaetz
- Center for Injury Research and PreventionChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA,Lurie Family Foundations' MEG Imaging Center, Department of RadiologyChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA,Department of RadiologyPerelman School of Medicine, University of PennsylvaniaPhiladelphiaPennsylvaniaUSA
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