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Manakhov P, Sidenmark L, Pfeuffer K, Gellersen H. Filtering on the Go: Effect of Filters on Gaze Pointing Accuracy During Physical Locomotion in Extended Reality. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS 2024; 30:7234-7244. [PMID: 39255110 DOI: 10.1109/tvcg.2024.3456153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/12/2024]
Abstract
Eye tracking filters have been shown to improve accuracy of gaze estimation and input for stationary settings. However, their effectiveness during physical movement remains underexplored. In this work, we compare common online filters in the context of physical locomotion in extended reality and propose alterations to improve them for on-the-go settings. We conducted a computational experiment where we simulate performance of the online filters using data on participants attending visual targets located in world-, path-, and two head-based reference frames while standing, walking, and jogging. Our results provide insights into the filters' effectiveness and factors that affect it, such as the amount of noise caused by locomotion and differences in compensatory eye movements, and demonstrate that filters with saccade detection prove most useful for on-the-go settings. We discuss the implications of our findings and conclude with guidance on gaze data filtering for interaction in extended reality.
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Graham L, Armitage J, Vitorio R, Das J, Barry G, Godfrey A, McDonald C, Walker R, Mancini M, Morris R, Stuart S. Visual Exploration While Walking With and Without Visual Cues in Parkinson's Disease: Freezer Versus Non-Freezer. Neurorehabil Neural Repair 2023; 37:734-743. [PMID: 37772512 PMCID: PMC10666478 DOI: 10.1177/15459683231201149] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/30/2023]
Abstract
BACKGROUND Visual cues can improve gait in Parkinson's disease (PD), including those experiencing freezing of gait (FOG). However, responses are variable and underpinning mechanisms remain unclear. Visuo-cognitive processing (measured through visual exploration) has been implicated in cue response, but this has not been comprehensively examined. OBJECTIVE To examine visual exploration and gait with and without visual cues in PD who do and do not self-report FOG, and healthy controls (HC). METHODS 17 HC, 21 PD without FOG, and 22 PD with FOG walked with and without visual cues, under single and dual-task conditions. Visual exploration (ie, saccade frequency, duration, peak velocity, amplitude, and fixation duration) was measured via mobile eye-tracking and gait (ie, gait speed, stride length, foot strike angle, stride time, and stride time variability) with inertial sensors. RESULTS PD had impaired gait compared to HC, and dual-tasking made gait variables worse across groups (all P < .01). Visual cues improved stride length, foot strike angle, and stride time in all groups (P < .01). Visual cueing also increased saccade frequency, but reduced saccade peak velocity and amplitude in all groups (P < .01). Gait improvement related to changes in visual exploration with visual cues in PD but not HC, with relationships dependent on group (FOG vs non-FOG) and task (single vs dual). CONCLUSION Visual cues improved visual exploration and gait outcomes in HC and PD, with similar responses in freezers and non-freezers. Freezer and non-freezer specific associations between cue-related changes in visual exploration and gait indicate different underlying visuo-cognitive processing within these subgroups for cue response.
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Affiliation(s)
- Lisa Graham
- Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle, UK
| | - Jordan Armitage
- Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle, UK
| | - Rodrigo Vitorio
- Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle, UK
- Northumbria Healthcare NHS Foundation Trust, North Shields, UK
| | - Julia Das
- Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle, UK
- Northumbria Healthcare NHS Foundation Trust, North Shields, UK
| | - Gill Barry
- Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle, UK
| | - Alan Godfrey
- Department of Computer and Information Science, Northumbria University, Newcastle, UK
| | | | - Richard Walker
- Northumbria Healthcare NHS Foundation Trust, North Shields, UK
| | - Martina Mancini
- Department of Neurology, Oregon Health & Science University, Portland, OR, USA
| | - Rosie Morris
- Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle, UK
- Northumbria Healthcare NHS Foundation Trust, North Shields, UK
| | - Samuel Stuart
- Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle, UK
- Northumbria Healthcare NHS Foundation Trust, North Shields, UK
- Department of Neurology, Oregon Health & Science University, Portland, OR, USA
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Das J, Morris R, Barry G, Vitorio R, Oman P, McDonald C, Walker R, Stuart S. Exploring the feasibility of technological visuo-cognitive training in Parkinson's: Study protocol for a pilot randomised controlled trial. PLoS One 2022; 17:e0275738. [PMID: 36206239 PMCID: PMC9543984 DOI: 10.1371/journal.pone.0275738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 08/19/2022] [Indexed: 11/12/2022] Open
Abstract
Visual and cognitive dysfunction are common in Parkinson's disease and relate to balance and gait impairment, as well as increased falls risk and reduced quality of life. Vision and cognition are interrelated (termed visuo-cognition) which makes intervention complex in people with Parkinson's (PwP). Non-pharmacological interventions for visuo-cognitive deficits are possible with modern technology, such as combined mobile applications and stroboscopic glasses, but evidence for their effectiveness in PwP is lacking. We aim to investigate whether technological visuo-cognitive training (TVT) can improve visuo-cognitive function in PwP. We will use a parallel group randomised controlled trial to evaluate the feasibility and acceptability of TVT versus standard care in PwP. Forty PwP who meet our inclusion criteria will be randomly assigned to one of two visuo-cognitive training interventions. Both interventions will be carried out by a qualified physiotherapist in participants own homes (1-hour sessions, twice a week, for 4 weeks). Outcome measures will be assessed on anti-parkinsonian medication at baseline and at the end of the 4-week intervention. Feasibility of the TVT intervention will be assessed in relation to safety and acceptability of the technological intervention, compliance and adherence to the intervention and usability of equipment in participants homes. Additionally, semi structured interviews will be conducted to explore participants' experience of the technology. Exploratory efficacy outcomes will include change in visual attention measured using the Trail Making Test as well as changes in balance, gait, quality of life, fear of falling and levels of activity. This pilot study will focus on the feasibility and acceptability of TVT in PwP and provide preliminary data to support the design of a larger, multi-centre randomised controlled trial. This trial is registered at isrctn.com (ISRCTN46164906).
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Affiliation(s)
- Julia Das
- Department of Sport, Exercise & Rehabilitation, Northumbria University, Newcastle upon Tyne, United Kingdom
- Northumbria Healthcare NHS Foundation Trust, North Tyneside General Hospital, North Shields, United Kingdom
| | - Rosie Morris
- Department of Sport, Exercise & Rehabilitation, Northumbria University, Newcastle upon Tyne, United Kingdom
- Northumbria Healthcare NHS Foundation Trust, North Tyneside General Hospital, North Shields, United Kingdom
| | - Gill Barry
- Department of Sport, Exercise & Rehabilitation, Northumbria University, Newcastle upon Tyne, United Kingdom
| | - Rodrigo Vitorio
- Department of Sport, Exercise & Rehabilitation, Northumbria University, Newcastle upon Tyne, United Kingdom
| | - Paul Oman
- Department of Mathematics, Physics & Electrical Engineering, Northumbria University, Newcastle upon Tyne, United Kingdom
| | - Claire McDonald
- Gateshead Health NHS Foundation Trust, Gateshead, United Kingdom
| | - Richard Walker
- Northumbria Healthcare NHS Foundation Trust, North Tyneside General Hospital, North Shields, United Kingdom
| | - Samuel Stuart
- Department of Sport, Exercise & Rehabilitation, Northumbria University, Newcastle upon Tyne, United Kingdom
- Northumbria Healthcare NHS Foundation Trust, North Tyneside General Hospital, North Shields, United Kingdom
- * E-mail:
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Lirani-Silva E, Stuart S, Parrington L, Campbell K, King L. Saccade and Fixation Eye Movements During Walking in People With Mild Traumatic Brain Injury. Front Bioeng Biotechnol 2021; 9:701712. [PMID: 34805104 PMCID: PMC8602343 DOI: 10.3389/fbioe.2021.701712] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Accepted: 10/15/2021] [Indexed: 11/29/2022] Open
Abstract
Background: Clinical and laboratory assessment of people with mild traumatic brain injury (mTBI) indicate impairments in eye movements. These tests are typically done in a static, seated position. Recently, the use of mobile eye-tracking systems has been proposed to quantify subtle deficits in eye movements and visual sampling during different tasks. However, the impact of mTBI on eye movements during functional tasks such as walking remains unknown. Objective: Evaluate differences in eye-tracking measures collected during gait between healthy controls (HC) and patients in the sub-acute stages of mTBI recovery and to determine if there are associations between eye-tracking measures and gait speed. Methods: Thirty-seven HC participants and 67individuals with mTBI were instructed to walk back and forth over 10-m, at a comfortable self-selected speed. A single 1-min trial was performed. Eye-tracking measures were recorded using a mobile eye-tracking system (head-mounted infra-red Tobbii Pro Glasses 2, 100 Hz, Tobii Technology Inc. VA, United States). Eye-tracking measures included saccadic (frequency, mean and peak velocity, duration and distance) and fixation measurements (frequency and duration). Gait was assessed using six inertial sensors (both feet, sternum, right wrist, lumbar vertebrae and the forehead) and gait velocity was selected as the primary outcome. General linear model was used to compare the groups and association between gait and eye-tracking outcomes were explored using partial correlations. Results: Individuals with mTBI showed significantly reduced saccade frequency (p = 0.016), duration (p = 0.028) and peak velocity (p = 0.032) compared to the HC group. No significant differences between groups were observed for the saccade distance, fixation measures and gait velocity (p > 0.05). A positive correlation was observed between saccade duration and gait velocity only for participants with mTBI (p = 0.025). Conclusion: Findings suggest impaired saccadic eye movement, but not fixations, during walking in individuals with mTBI. These findings have implications in real-world function including return to sport for athletes and return to duty for military service members. Future research should investigate whether or not saccade outcomes are influenced by the time after the trauma and rehabilitation.
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Affiliation(s)
- Ellen Lirani-Silva
- Balance Disorders Laboratory, Department of Neurology, Oregon Health and Science University, Portland, OR, United States
| | - Samuel Stuart
- Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle Upon Tyne, United Kingdom.,Northumbria Healthcare NHS Foundation Trust, North Shields, United Kingdom
| | - Lucy Parrington
- Balance Disorders Laboratory, Department of Neurology, Oregon Health and Science University, Portland, OR, United States.,Veterans Affairs Portland Oregon Health Care System, Portland, OR, United States
| | - Kody Campbell
- Balance Disorders Laboratory, Department of Neurology, Oregon Health and Science University, Portland, OR, United States.,Veterans Affairs Portland Oregon Health Care System, Portland, OR, United States
| | - Laurie King
- Balance Disorders Laboratory, Department of Neurology, Oregon Health and Science University, Portland, OR, United States.,Veterans Affairs Portland Oregon Health Care System, Portland, OR, United States
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5
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Schöberl F, Pradhan C, Grosch M, Brendel M, Jostes F, Obermaier K, Sowa C, Jahn K, Bartenstein P, Brandt T, Dieterich M, Zwergal A. Bilateral vestibulopathy causes selective deficits in recombining novel routes in real space. Sci Rep 2021; 11:2695. [PMID: 33514827 PMCID: PMC7846808 DOI: 10.1038/s41598-021-82427-6] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Accepted: 01/20/2021] [Indexed: 11/28/2022] Open
Abstract
The differential impact of complete and incomplete bilateral vestibulopathy (BVP) on spatial orientation, visual exploration, and navigation-induced brain network activations is still under debate. In this study, 14 BVP patients (6 complete, 8 incomplete) and 14 age-matched healthy controls performed a navigation task requiring them to retrace familiar routes and recombine novel routes to find five items in real space. [18F]-fluorodeoxyglucose-PET was used to determine navigation-induced brain activations. Participants wore a gaze-controlled, head-fixed camera that recorded their visual exploration behaviour. Patients performed worse, when recombining novel routes (p < 0.001), whereas retracing of familiar routes was normal (p = 0.82). These deficits correlated with the severity of BVP. Patients exhibited higher gait fluctuations, spent less time at crossroads, and used a possible shortcut less often (p < 0.05). The right hippocampus and entorhinal cortex were less active and the bilateral parahippocampal place area more active during navigation in patients. Complete BVP showed reduced activations in the pontine brainstem, anterior thalamus, posterior insular, and retrosplenial cortex compared to incomplete BVP. The navigation-induced brain activation pattern in BVP is compatible with deficits in creating a mental representation of a novel environment. Residual vestibular function allows recruitment of brain areas involved in head direction signalling to support navigation.
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Affiliation(s)
- Florian Schöberl
- Department of Neurology, University Hospital, LMU Munich, Munich, Germany.,German Center for Vertigo and Balance Disorders, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany
| | - Cauchy Pradhan
- German Center for Vertigo and Balance Disorders, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany
| | - Maximilian Grosch
- German Center for Vertigo and Balance Disorders, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany
| | - Matthias Brendel
- Department of Nuclear Medicine, University Hospital, LMU Munich, Munich, Germany
| | - Florian Jostes
- Department of Neurology, University Hospital, LMU Munich, Munich, Germany
| | - Katrin Obermaier
- Department of Neurology, University Hospital, LMU Munich, Munich, Germany
| | - Chantal Sowa
- Department of Neurology, University Hospital, LMU Munich, Munich, Germany
| | - Klaus Jahn
- German Center for Vertigo and Balance Disorders, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany.,Neurological Hospital, Schön Klinik Bad Aibling, Bad Aibling, Germany
| | - Peter Bartenstein
- Department of Nuclear Medicine, University Hospital, LMU Munich, Munich, Germany
| | - Thomas Brandt
- German Center for Vertigo and Balance Disorders, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany.,Clinical Neurosciences, University Hospital, LMU Munich, Munich, Germany
| | - Marianne Dieterich
- Department of Neurology, University Hospital, LMU Munich, Munich, Germany.,German Center for Vertigo and Balance Disorders, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany.,Munich Cluster of Systems Neurology, SyNergy, Munich, Germany
| | - Andreas Zwergal
- Department of Neurology, University Hospital, LMU Munich, Munich, Germany. .,German Center for Vertigo and Balance Disorders, University Hospital, LMU Munich, Marchioninistrasse 15, 81377, Munich, Germany.
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Parrington L, Jehu DA, Fino PC, Stuart S, Wilhelm J, Pettigrew N, Murchison CF, El-Gohary M, VanDerwalker J, Pearson S, Hullar T, Chesnutt JC, Peterka RJ, Horak FB, King LA. The Sensor Technology and Rehabilitative Timing (START) Protocol: A Randomized Controlled Trial for the Rehabilitation of Mild Traumatic Brain Injury. Phys Ther 2020; 100:687-697. [PMID: 31951263 PMCID: PMC8493665 DOI: 10.1093/ptj/pzaa007] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Revised: 11/16/2018] [Accepted: 10/04/2019] [Indexed: 01/01/2023]
Abstract
BACKGROUND Clinical practice for rehabilitation after mild traumatic brain injury (mTBI) is variable, and guidance on when to initiate physical therapy is lacking. Wearable sensor technology may aid clinical assessment, performance monitoring, and exercise adherence, potentially improving rehabilitation outcomes during unsupervised home exercise programs. OBJECTIVE The objectives of this study were to: (1) determine whether initiating rehabilitation earlier than typical will improve outcomes after mTBI, and (2) examine whether using wearable sensors during a home-exercise program will improve outcomes in participants with mTBI. DESIGN This was a randomized controlled trial. SETTING This study will take place within an academic hospital setting at Oregon Health & Science University and Veterans Affairs Portland Health Care System, and in the home environment. PARTICIPANTS This study will include 160 individuals with mTBI. INTERVENTION The early intervention group (n = 80) will receive one-on-one physical therapy 8 times over 6 weeks and complete daily home exercises. The standard care group (n = 80) will complete the same intervention after a 6- to 8-week wait period. One-half of each group will receive wearable sensors for therapist monitoring of patient adherence and quality of movements during their home exercise program. MEASUREMENTS The primary outcome measure will be the Dizziness Handicap Inventory score. Secondary outcome measures will include symptomatology, static and dynamic postural control, central sensorimotor integration posturography, and vestibular-ocular-motor function. LIMITATIONS Potential limitations include variable onset of care, a wide range of ages, possible low adherence and/or withdrawal from the study in the standard of care group, and low Dizziness Handicap Inventory scores effecting ceiling for change after rehabilitation. CONCLUSIONS If initiating rehabilitation earlier improves primary and secondary outcomes post-mTBI, this could help shape current clinical care guidelines for rehabilitation. Additionally, using wearable sensors to monitor performance and adherence may improve home exercise outcomes.
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Affiliation(s)
- Lucy Parrington
- Department of Neurology, Oregon Health & Science University,
Portland, Oregon; and Veterans Affairs Portland Health Care System, Portland, Oregon
| | - Deborah A Jehu
- Department of Neurology, Oregon Health & Science University;
Djavad Mowafaghian Centre for Brain Health, Centre for Hip Health and Mobility, and
Department of Physical Therapy, University of British Columbia, Vancouver, British Columbia,
Canada
| | - Peter C Fino
- Department of Neurology, Oregon Health & Science University;
Veterans Affairs Portland Health Care System; and Department of Health, Kinesiology, and
Recreation, University of Utah, Salt Lake City, Utah
| | - Samuel Stuart
- Department of Neurology, Oregon Health & Science University;
and Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle upon
Tyne, United Kingdom
| | | | | | - Charles F Murchison
- Department of Neurology, Oregon Health & Science University;
and Department of Biostatistics at the University of Alabama, Birmingham, Alabama
| | | | | | | | - Timothy Hullar
- Department of Otolaryngology-Head and Neck Surgery, Oregon Health
& Science University
| | - James C Chesnutt
- Departments of Family Medicine, Neurology, and Orthopedics &
Rehabilitation, Oregon Health & Science University
| | - Robert J Peterka
- National Center for Rehabilitative Auditory Research, Veterans
Affairs Portland Health Care System
| | - Fay B Horak
- Department of Neurology, Oregon Health & Science University;
Veterans Affairs Portland Health Care System; and APDM Inc
| | - Laurie A King
- Department of Neurology, Oregon Health & Science University,
3181 SW Sam Jackson Park Rd, Portland, OR 97239 (USA); Veterans Affairs Portland Health Care
System; and National Center for Rehabilitative Auditory Research, Veterans Affairs Portland
Health Care System
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Stuart S, Parrington L, Martini D, Peterka R, Chesnutt J, King L. The Measurement of Eye Movements in Mild Traumatic Brain Injury: A Structured Review of an Emerging Area. Front Sports Act Living 2020; 2:5. [PMID: 33345000 PMCID: PMC7739790 DOI: 10.3389/fspor.2020.00005] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2019] [Accepted: 01/08/2020] [Indexed: 11/13/2022] Open
Abstract
Mild traumatic brain injury (mTBI), or concussion, occurs following a direct or indirect force to the head that causes a change in brain function. Many neurological signs and symptoms of mTBI can be subtle and transient, and some can persist beyond the usual recovery timeframe, such as balance, cognitive or sensory disturbance that may pre-dispose to further injury in the future. There is currently no accepted definition or diagnostic criteria for mTBI and therefore no single assessment has been developed or accepted as being able to identify those with an mTBI. Eye-movement assessment may be useful, as specific eye-movements and their metrics can be attributed to specific brain regions or functions, and eye-movement involves a multitude of brain regions. Recently, research has focused on quantitative eye-movement assessments using eye-tracking technology for diagnosis and monitoring symptoms of an mTBI. However, the approaches taken to objectively measure eye-movements varies with respect to instrumentation, protocols and recognition of factors that may influence results, such as cognitive function or basic visual function. This review aimed to examine previous work that has measured eye-movements within those with mTBI to inform the development of robust or standardized testing protocols. Medline/PubMed, CINAHL, PsychInfo and Scopus databases were searched. Twenty-two articles met inclusion/exclusion criteria and were reviewed, which examined saccades, smooth pursuits, fixations and nystagmus in mTBI compared to controls. Current methodologies for data collection, analysis and interpretation from eye-tracking technology in individuals following an mTBI are discussed. In brief, a wide range of eye-movement instruments and outcome measures were reported, but validity and reliability of devices and metrics were insufficiently reported across studies. Interpretation of outcomes was complicated by poor study reporting of demographics, mTBI-related features (e.g., time since injury), and few studies considered the influence that cognitive or visual functions may have on eye-movements. The reviewed evidence suggests that eye-movements are impaired in mTBI, but future research is required to accurately and robustly establish findings. Standardization and reporting of eye-movement instruments, data collection procedures, processing algorithms and analysis methods are required. Recommendations also include comprehensive reporting of demographics, mTBI-related features, and confounding variables.
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Affiliation(s)
- Samuel Stuart
- Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle upon Tyne, United Kingdom
- Department of Neurology, Oregon Health and Science University, Portland, OR, United States
- Veterans Affairs Portland Health Care System, Portland, OR, United States
| | - Lucy Parrington
- Department of Neurology, Oregon Health and Science University, Portland, OR, United States
- Veterans Affairs Portland Health Care System, Portland, OR, United States
| | - Douglas Martini
- Department of Neurology, Oregon Health and Science University, Portland, OR, United States
- Veterans Affairs Portland Health Care System, Portland, OR, United States
| | - Robert Peterka
- Department of Neurology, Oregon Health and Science University, Portland, OR, United States
- Veterans Affairs Portland Health Care System, Portland, OR, United States
- National Center for Rehabilitative Auditory Research, Veterans Affairs Portland Health Care System, Portland, OR, United States
| | - James Chesnutt
- Department of Neurology, Oregon Health and Science University, Portland, OR, United States
- Department of Family Medicine, Oregon Health & Science University, Portland, OR, United States
- Orthopaedics and Rehabilitation, Oregon Health & Science University, Portland, OR, United States
| | - Laurie King
- Department of Neurology, Oregon Health and Science University, Portland, OR, United States
- Veterans Affairs Portland Health Care System, Portland, OR, United States
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Stuart S, Parrington L, Martini D, Popa B, Fino PC, King LA. Validation of a velocity-based algorithm to quantify saccades during walking and turning in mild traumatic brain injury and healthy controls. Physiol Meas 2019; 40:044006. [PMID: 30943463 PMCID: PMC7608620 DOI: 10.1088/1361-6579/ab159d] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
OBJECTIVE Saccadic (fast) eye movements are a routine aspect of neurological examination and are a potential biomarker of mild traumatic brain injury (mTBI). Objective measurement of saccades has become a prominent focus of mTBI research, as eye movements may be a useful assessment tool for deficits in neural structures or processes. However, saccadic measurement within mobile infra-red (IR) eye-tracker raw data requires a valid algorithm. The objective of this study was to validate a velocity-based algorithm for saccade detection in IR eye-tracking raw data during walking (straight ahead and while turning) in people with mTBI and healthy controls. APPROACH Eye-tracking via a mobile IR Tobii Pro Glasses 2 eye-tracker (100 Hz) was performed in people with mTBI (n = 10) and healthy controls (n = 10). Participants completed two walking tasks: straight walking (walking back and forth for 1 min over a 10 m distance), and walking and turning (turns course included 45°, 90° and 135° turns). Five trials per subject, for one-hundred total trials, were completed. A previously reported velocity-based saccade detection algorithm was adapted and validated by assessing agreement between algorithm saccade detections and the number of correct saccade detections determined from manual video inspection (ground truth reference). MAIN RESULTS Compared with video inspection, the IR algorithm detected ~97% (n = 4888) and ~95% (n = 3699) of saccades made by people with mTBI and controls, respectively, with excellent agreement to the ground truth (intra-class correlation coefficient2,1 = .979 to .999). SIGNIFICANCE This study provides a simple yet highly robust algorithm for the processing of mobile eye-tracker raw data in mTBI and controls. Future studies may consider validating this algorithm with other IR eye-trackers and populations.
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Affiliation(s)
- Samuel Stuart
- Department of Neurology, Oregon Health and Science University, Portland, OR, United States of America. Veterans Affairs Portland Health Care System, Portland, OR, United States of America. Author to whom any correspondence should be addressed
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Arslan Aydın Ü, Kalkan S, Acartürk C. MAGiC: A Multimodal Framework for Analysing Gaze in Dyadic Communication. J Eye Mov Res 2018; 11. [PMID: 33828712 PMCID: PMC7906569 DOI: 10.16910/jemr.11.6.2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The analysis of dynamic scenes has been a challenging domain in eye tracking research.
This study presents a framework, named MAGiC, for analyzing gaze contact and gaze aversion
in face-to-face communication. MAGiC provides an environment that is able to detect
and track the conversation partner’s face automatically, overlay gaze data on top of the face
video, and incorporate speech by means of speech-act annotation. Specifically, MAGiC integrates
eye tracking data for gaze, audio data for speech segmentation, and video data for
face tracking. MAGiC is an open source framework and its usage is demonstrated via publicly
available video content and wiki pages. We explored the capabilities of MAGiC
through a pilot study and showed that it facilitates the analysis of dynamic gaze data by
reducing the annotation effort and the time spent for manual analysis of video data.
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Affiliation(s)
- Ülkü Arslan Aydın
- Cognitive Science Program Middle East Technical University Ankara, Turkey
| | - Sinan Kalkan
- Computer Science Department Middle East Technical University Ankara, Turkey
| | - Cengiz Acartürk
- Cognitive Science Program Middle East Technical University Ankara, Turkey
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Irving S, Pradhan C, Dieterich M, Brandt T, Zwergal A, Schöberl F. Transient topographical disorientation due to right-sided hippocampal hemorrhage. Brain Behav 2018; 8:e01078. [PMID: 30141244 PMCID: PMC6160660 DOI: 10.1002/brb3.1078] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2018] [Accepted: 06/15/2018] [Indexed: 11/10/2022] Open
Abstract
INTRODUCTION Topographical disorientation is defined as the inability to recognize familiar or unfamiliar environments. While its slowly progressive development is a common feature of neurodegenerative processes like Alzheimer's dementia, acute presentations are less frequent and mostly caused by strategic lesions within the cerebral navigation network. Depending on the lesion site, topographical disorientation can originate from deficits in landmark recognition and utilization for route planning (egocentric navigation deficit), or disturbance of an overarching cognitive map of the spatial environment (allocentric navigation deficit). However, objective measurements of spatial navigation performance over time are largely missing in patients with topographical disorientation. METHODS We here report a 55-year-old patient with acute topographical disorientation as the single symptom of right-sided hippocampal hemorrhage and present quantitative gaze-monitoring head camera-based analyses of his path-finding strategy and visual exploration behavior in a real space navigation paradigm. RESULTS The patient exhibited severe allocentric and also egocentric navigation deficits during the acute phase, shown by higher error rates at finding target items. In addition, he showed a more extensive use of search saccades toward, and fixations on, landmarks that could potentially serve as spatial cues. These deficits had been completely compensated for after four months, when the patient performed unremarkably in the real space navigation task, and used even more strongly allocentric path optimization strategies than age-matched controls. CONCLUSIONS This case report highlights the integral function and right-sided dominance of the hippocampal formation in the cerebral navigation network in humans. It shows that the cognitive map can be restored completely despite a residual hippocampal lesion, which illustrates the enormous plasticity of the cerebral navigation network in humans.
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Affiliation(s)
- Stephanie Irving
- German Center for Vertigo and Balance Disorders, DSGZ, Ludwig-Maximilians-University, Munich, Germany.,Graduate School of Systemic Neuroscience (GSN), Ludwig-Maximilians-University, Munich, Germany
| | - Cauchy Pradhan
- German Center for Vertigo and Balance Disorders, DSGZ, Ludwig-Maximilians-University, Munich, Germany
| | - Marianne Dieterich
- German Center for Vertigo and Balance Disorders, DSGZ, Ludwig-Maximilians-University, Munich, Germany.,Graduate School of Systemic Neuroscience (GSN), Ludwig-Maximilians-University, Munich, Germany.,Department of Neurology, Ludwig-Maximilians-University, Munich, Germany.,Munich Cluster of Systems Neurology, SyNergy, Munich, Germany
| | - Thomas Brandt
- German Center for Vertigo and Balance Disorders, DSGZ, Ludwig-Maximilians-University, Munich, Germany.,Graduate School of Systemic Neuroscience (GSN), Ludwig-Maximilians-University, Munich, Germany.,Clinical Neurosciences, Ludwig-Maximilians-University, Munich, Germany
| | - Andreas Zwergal
- German Center for Vertigo and Balance Disorders, DSGZ, Ludwig-Maximilians-University, Munich, Germany.,Department of Neurology, Ludwig-Maximilians-University, Munich, Germany
| | - Florian Schöberl
- German Center for Vertigo and Balance Disorders, DSGZ, Ludwig-Maximilians-University, Munich, Germany.,Department of Neurology, Ludwig-Maximilians-University, Munich, Germany
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11
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A novel real-space navigation paradigm reveals age- and gender-dependent changes of navigational strategies and hippocampal activation. J Neurol 2018; 265:113-126. [PMID: 30073501 DOI: 10.1007/s00415-018-8987-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2018] [Revised: 07/24/2018] [Accepted: 07/25/2018] [Indexed: 10/28/2022]
Abstract
OBJECTIVE To establish a novel multimodal real-space navigation paradigm and define age- and gender-related normative values for navigation performance and visual exploration strategies in space. METHODS A group of 30 healthy subjects (mean age 45.9 ± 16.5 years, 16 men) performed a real-space navigation paradigm, requiring allo- and egocentric spatial orientation abilities. Visual exploration behaviour and navigation strategy were documented by a gaze-controlled, head-fixed camera. Allo- and egocentric spatial orientation performance were compared in younger and older subjects (age threshold 50 years) as well as men and women. Navigation-induced changes of regional cerebral glucose metabolism (rCGM) were measured by [18F]-fluorodeoxyglucose-positron emission tomography in a subgroup of 15 subjects (8 men) and compared across age and gender. RESULTS The majority of healthy subjects (73.3%) completed the navigation task without errors. There was no gender difference in navigation performance. Normalized total error rates increased slightly, but significantly with age (r = 0.36, p = 0.05). Analysis of navigation path indicated a significantly reduced use of short cuts in older age (r = 0.44, p = 0.015). Visual exploration analysis revealed that older subjects made significantly more total saccades (r = 0.49, p = 0.006) and search saccades (r = 0.54, p = 0.002) during navigation. All visual exploration parameters were similar in men and women. Navigation-induced rCGM decreased with age in the hippocampus and precuneus and increased in the frontal cortex, basal ganglia and cerebellum. Women showed an increase of rCGM in the left hippocampus and right middle temporal gyrus, men in the superior vermis. CONCLUSION Real-space navigation testing was a feasible and sensitive method to depict age-related changes in navigation performance and strategy. Normalized error rates, total mean durations per item and total number of saccades were the most sensitive and practical parameters to indicate deterioration of allocentric navigation strategies and right hippocampal function in age irrespective of gender.
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12
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Stuart S, Lord S, Galna B, Rochester L. Saccade frequency response to visual cues during gait in Parkinson's disease: the selective role of attention. Eur J Neurosci 2018; 47:769-778. [PMID: 29431890 DOI: 10.1111/ejn.13864] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2017] [Revised: 02/05/2018] [Accepted: 02/06/2018] [Indexed: 12/01/2022]
Abstract
Gait impairment is a core feature of Parkinson's disease (PD) with implications for falls risk. Visual cues improve gait in PD, but the underlying mechanisms are unclear. Evidence suggests that attention and vision play an important role; however, the relative contribution from each is unclear. Measurement of visual exploration (specifically saccade frequency) during gait allows for real-time measurement of attention and vision. Understanding how visual cues influence visual exploration may allow inferences of the underlying mechanisms to response which could help to develop effective therapeutics. This study aimed to examine saccade frequency during gait in response to a visual cue in PD and older adults and investigate the roles of attention and vision in visual cue response in PD. A mobile eye-tracker measured saccade frequency during gait in 55 people with PD and 32 age-matched controls. Participants walked in a straight line with and without a visual cue (50 cm transverse lines) presented under single task and dual-task (concurrent digit span recall). Saccade frequency was reduced when walking in PD compared to controls; however, visual cues ameliorated saccadic deficit. Visual cues significantly increased saccade frequency in both PD and controls under both single task and dual-task. Attention rather than visual function was central to saccade frequency and gait response to visual cues in PD. In conclusion, this study highlights the impact of visual cues on visual exploration when walking and the important role of attention in PD. Understanding these complex features will help inform intervention development.
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Affiliation(s)
- Samuel Stuart
- Institute of Neuroscience/Newcastle University Institute of Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle upon Tyne, NE4 5PL, UK.,Department of Neurology, Oregon Health and Science University, Portland, OR, USA
| | - Sue Lord
- Institute of Neuroscience/Newcastle University Institute of Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle upon Tyne, NE4 5PL, UK.,School of Clinical Sciences, Auckland University of Technology, Auckland, New Zealand
| | - Brook Galna
- Institute of Neuroscience/Newcastle University Institute of Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle upon Tyne, NE4 5PL, UK.,School of Biomedical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Lynn Rochester
- Institute of Neuroscience/Newcastle University Institute of Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle upon Tyne, NE4 5PL, UK.,Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
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13
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Zwergal A, Schöberl F, Xiong G, Pradhan C, Covic A, Werner P, Trapp C, Bartenstein P, la Fougère C, Jahn K, Dieterich M, Brandt T. Anisotropy of Human Horizontal and Vertical Navigation in Real Space: Behavioral and PET Correlates. Cereb Cortex 2018; 26:4392-4404. [PMID: 26420782 DOI: 10.1093/cercor/bhv213] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Spatial orientation was tested during a horizontal and vertical real navigation task in humans. Video tracking of eye movements was used to analyse the behavioral strategy and combined with simultaneous measurements of brain activation and metabolism ([18F]-FDG-PET). Spatial navigation performance was significantly better during horizontal navigation. Horizontal navigation was predominantly visually and landmark-guided. PET measurements indicated that glucose metabolism increased in the right hippocampus, bilateral retrosplenial cortex, and pontine tegmentum during horizontal navigation. In contrast, vertical navigation was less reliant on visual and landmark information. In PET, vertical navigation activated the bilateral hippocampus and insula. Direct comparison revealed a relative activation in the pontine tegmentum and visual cortical areas during horizontal navigation and in the flocculus, insula, and anterior cingulate cortex during vertical navigation. In conclusion, these data indicate a functional anisotropy of human 3D-navigation in favor of the horizontal plane. There are common brain areas for both forms of navigation (hippocampus) as well as unique areas such as the retrosplenial cortex, visual cortex (horizontal navigation), flocculus, and vestibular multisensory cortex (vertical navigation). Visually guided landmark recognition seems to be more important for horizontal navigation, while distance estimation based on vestibular input might be more relevant for vertical navigation.
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Affiliation(s)
- Andreas Zwergal
- Department of Neurology.,German Center for Vertigo and Balance Disorders, DSGZ
| | - Florian Schöberl
- Department of Neurology.,German Center for Vertigo and Balance Disorders, DSGZ
| | - Guoming Xiong
- German Center for Vertigo and Balance Disorders, DSGZ
| | | | | | | | | | - Peter Bartenstein
- German Center for Vertigo and Balance Disorders, DSGZ.,Department of Nuclear Medicine
| | - Christian la Fougère
- German Center for Vertigo and Balance Disorders, DSGZ.,Department of Nuclear Medicine, Eberhard Karls University of Tübingen, Tübingen, Germany
| | - Klaus Jahn
- Department of Neurology.,German Center for Vertigo and Balance Disorders, DSGZ.,Neurology, Schön Klinik Bad Aibling, Bad Aibling, Germany
| | - Marianne Dieterich
- Department of Neurology.,German Center for Vertigo and Balance Disorders, DSGZ.,Munich Cluster of Systems Neurology, SyNergy, Munich, Germany
| | - Thomas Brandt
- German Center for Vertigo and Balance Disorders, DSGZ.,Clinical Neurosciences, Ludwig-Maximilians-University of Munich, Munich, Germany
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14
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Stuart S, Hunt D, Nell J, Godfrey A, Hausdorff JM, Rochester L, Alcock L. Do you see what I see? Mobile eye-tracker contextual analysis and inter-rater reliability. Med Biol Eng Comput 2017; 56:289-296. [PMID: 28712014 PMCID: PMC5790862 DOI: 10.1007/s11517-017-1669-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2017] [Accepted: 06/16/2017] [Indexed: 11/29/2022]
Abstract
Mobile eye-trackers are currently used during real-world tasks (e.g. gait) to monitor visual and cognitive processes, particularly in ageing and Parkinson’s disease (PD). However, contextual analysis involving fixation locations during such tasks is rarely performed due to its complexity. This study adapted a validated algorithm and developed a classification method to semi-automate contextual analysis of mobile eye-tracking data. We further assessed inter-rater reliability of the proposed classification method. A mobile eye-tracker recorded eye-movements during walking in five healthy older adult controls (HC) and five people with PD. Fixations were identified using a previously validated algorithm, which was adapted to provide still images of fixation locations (n = 116). The fixation location was manually identified by two raters (DH, JN), who classified the locations. Cohen’s kappa correlation coefficients determined the inter-rater reliability. The algorithm successfully provided still images for each fixation, allowing manual contextual analysis to be performed. The inter-rater reliability for classifying the fixation location was high for both PD (kappa = 0.80, 95% agreement) and HC groups (kappa = 0.80, 91% agreement), which indicated a reliable classification method. This study developed a reliable semi-automated contextual analysis method for gait studies in HC and PD. Future studies could adapt this methodology for various gait-related eye-tracking studies.
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Affiliation(s)
- S Stuart
- Institute of Neuroscience/Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle upon Tyne, NE4 5PL, UK.
- Newcastle upon Tyne Hospitals NHS foundation trust, Newcastle upon Tyne, UK.
| | - D Hunt
- Institute of Neuroscience/Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle upon Tyne, NE4 5PL, UK
| | - J Nell
- Institute of Neuroscience/Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle upon Tyne, NE4 5PL, UK
| | - A Godfrey
- Institute of Neuroscience/Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle upon Tyne, NE4 5PL, UK
| | - J M Hausdorff
- Center for Study of Movement, Cognition and Mobility, Neurological Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
- Rush Alzheimer's Disease Center and Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, IL, USA
- Sagol School of Neuroscience and Department of Physical Therapy, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - L Rochester
- Institute of Neuroscience/Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle upon Tyne, NE4 5PL, UK
- Newcastle upon Tyne Hospitals NHS foundation trust, Newcastle upon Tyne, UK
| | - L Alcock
- Institute of Neuroscience/Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle upon Tyne, NE4 5PL, UK
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15
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Stuart S, Galna B, Delicato LS, Lord S, Rochester L. Direct and indirect effects of attention and visual function on gait impairment in Parkinson's disease: influence of task and turning. Eur J Neurosci 2017; 46:1703-1716. [PMID: 28444834 DOI: 10.1111/ejn.13589] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2017] [Revised: 04/11/2017] [Accepted: 04/12/2017] [Indexed: 12/26/2022]
Abstract
Gait impairment is a core feature of Parkinson's disease (PD) which has been linked to cognitive and visual deficits, but interactions between these features are poorly understood. Monitoring saccades allows investigation of real-time cognitive and visual processes and their impact on gait when walking. This study explored: (i) saccade frequency when walking under different attentional manipulations of turning and dual-task; and (ii) direct and indirect relationships between saccades, gait impairment, vision and attention. Saccade frequency (number of fast eye movements per-second) was measured during gait in 60 PD and 40 age-matched control participants using a mobile eye-tracker. Saccade frequency was significantly reduced in PD compared to controls during all conditions. However, saccade frequency increased with a turn and decreased under dual-task for both groups. Poorer attention directly related to saccade frequency, visual function and gait impairment in PD, but not controls. Saccade frequency did not directly relate to gait in PD, but did in controls. Instead, saccade frequency and visual function deficit indirectly impacted gait impairment in PD, which was underpinned by their relationship with attention. In conclusion, our results suggest a vital role for attention with direct and indirect influences on gait impairment in PD. Attention directly impacted saccade frequency, visual function and gait impairment in PD, with connotations for falls. It also underpinned indirect impact of visual and saccadic impairment on gait. Attention therefore represents a key therapeutic target that should be considered in future research.
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Affiliation(s)
- Samuel Stuart
- Clinical Ageing Research Unit, Institute of Neuroscience, Newcastle University Institute of Ageing, Newcastle University, Campus for Ageing and Vitality, Newcastle upon Tyne, NE4 5PL, UK.,Newcastle upon Tyne Hospitals NHS foundation trust, Newcastle upon Tyne, UK
| | - Brook Galna
- Clinical Ageing Research Unit, Institute of Neuroscience, Newcastle University Institute of Ageing, Newcastle University, Campus for Ageing and Vitality, Newcastle upon Tyne, NE4 5PL, UK
| | - Louise S Delicato
- Clinical Ageing Research Unit, Institute of Neuroscience, Newcastle University Institute of Ageing, Newcastle University, Campus for Ageing and Vitality, Newcastle upon Tyne, NE4 5PL, UK.,School of Psychology, University of Sunderland, Sunderland, UK
| | - Sue Lord
- Clinical Ageing Research Unit, Institute of Neuroscience, Newcastle University Institute of Ageing, Newcastle University, Campus for Ageing and Vitality, Newcastle upon Tyne, NE4 5PL, UK
| | - Lynn Rochester
- Clinical Ageing Research Unit, Institute of Neuroscience, Newcastle University Institute of Ageing, Newcastle University, Campus for Ageing and Vitality, Newcastle upon Tyne, NE4 5PL, UK.,Newcastle upon Tyne Hospitals NHS foundation trust, Newcastle upon Tyne, UK
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16
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Stuart S, Hickey A, Galna B, Lord S, Rochester L, Godfrey A. iTrack: instrumented mobile electrooculography (EOG) eye-tracking in older adults and Parkinson's disease. Physiol Meas 2016; 38:N16-N31. [PMID: 27941232 DOI: 10.1088/1361-6579/38/1/n16] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Detection of saccades (fast eye-movements) within raw mobile electrooculography (EOG) data involves complex algorithms which typically process data acquired during seated static tasks only. Processing of data during dynamic tasks such as walking is relatively rare and complex, particularly in older adults or people with Parkinson's disease (PD). Development of algorithms that can be easily implemented to detect saccades is required. This study aimed to develop an algorithm for the detection and measurement of saccades in EOG data during static (sitting) and dynamic (walking) tasks, in older adults and PD. Eye-tracking via mobile EOG and infra-red (IR) eye-tracker (with video) was performed with a group of older adults (n = 10) and PD participants (n = 10) (⩾50 years). Horizontal saccades made between targets set 5°, 10° and 15° apart were first measured while seated. Horizontal saccades were then measured while a participant walked and executed a 40° turn left and right. The EOG algorithm was evaluated by comparing the number of correct saccade detections and agreement (ICC2,1) between output from visual inspection of eye-tracker videos and IR eye-tracker. The EOG algorithm detected 75-92% of saccades compared to video inspection and IR output during static testing, with fair to excellent agreement (ICC2,1 0.49-0.93). However, during walking EOG saccade detection reduced to 42-88% compared to video inspection or IR output, with poor to excellent (ICC2,1 0.13-0.88) agreement between methodologies. The algorithm was robust during seated testing but less so during walking, which was likely due to increased measurement and analysis error with a dynamic task. Future studies may consider a combination of EOG and IR for comprehensive measurement.
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Ivanov IV, Mackeben M, Vollmer A, Martus P, Nguyen NX, Trauzettel-Klosinski S. Eye Movement Training and Suggested Gaze Strategies in Tunnel Vision - A Randomized and Controlled Pilot Study. PLoS One 2016; 11:e0157825. [PMID: 27351629 PMCID: PMC4924791 DOI: 10.1371/journal.pone.0157825] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2015] [Accepted: 06/06/2016] [Indexed: 11/18/2022] Open
Abstract
PURPOSE Degenerative retinal diseases, especially retinitis pigmentosa (RP), lead to severe peripheral visual field loss (tunnel vision), which impairs mobility. The lack of peripheral information leads to fewer horizontal eye movements and, thus, diminished scanning in RP patients in a natural environment walking task. This randomized controlled study aimed to improve mobility and the dynamic visual field by applying a compensatory Exploratory Saccadic Training (EST). METHODS Oculomotor responses during walking and avoiding obstacles in a controlled environment were studied before and after saccade or reading training in 25 RP patients. Eye movements were recorded using a mobile infrared eye tracker (Tobii glasses) that measured a range of spatial and temporal variables. Patients were randomly assigned to two training conditions: Saccade (experimental) and reading (control) training. All subjects who first performed reading training underwent experimental training later (waiting list control group). To assess the effect of training on subjects, we measured performance in the training task and the following outcome variables related to daily life: Response Time (RT) during exploratory saccade training, Percent Preferred Walking Speed (PPWS), the number of collisions with obstacles, eye position variability, fixation duration, and the total number of fixations including the ones in the subjects' blind area of the visual field. RESULTS In the saccade training group, RTs on average decreased, while the PPWS significantly increased. The improvement persisted, as tested 6 weeks after the end of the training. On average, the eye movement range of RP patients before and after training was similar to that of healthy observers. In both, the experimental and reading training groups, we found many fixations outside the subjects' seeing visual field before and after training. The average fixation duration was significantly shorter after the training, but only in the experimental training condition. CONCLUSIONS We conclude that the exploratory saccade training was beneficial for RP patients and resulted in shorter fixation durations after the training. We also found a significant improvement in relative walking speed during navigation in a real-world like controlled environment.
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Affiliation(s)
- Iliya V. Ivanov
- Vision Rehabilitation Research Unit, Centre for Ophthalmology, University Eye Hospital, Eberhard-Karls University of Tuebingen, Tuebingen, Germany
- ZEISS Vision Science Lab, Institute for Ophthalmic Research, Centre for Ophthalmology, Eberhard-Karls University of Tuebingen, Tuebingen, Germany
- * E-mail:
| | - Manfred Mackeben
- The Smith-Kettlewell Eye Research Institute, San Francisco, United States of America
| | - Annika Vollmer
- Vision Rehabilitation Research Unit, Centre for Ophthalmology, University Eye Hospital, Eberhard-Karls University of Tuebingen, Tuebingen, Germany
- Low Vision Clinic, Centre for Ophthalmology, University Eye-Hospital, Eberhard-Karls University of Tuebingen, Tuebingen, Germany
| | - Peter Martus
- Institute for Clinical Epidemiology and Applied Biometry, Eberhard-Karls University of Tuebingen, Tuebingen, Germany
| | - Nhung X. Nguyen
- Low Vision Clinic, Centre for Ophthalmology, University Eye-Hospital, Eberhard-Karls University of Tuebingen, Tuebingen, Germany
| | - Susanne Trauzettel-Klosinski
- Vision Rehabilitation Research Unit, Centre for Ophthalmology, University Eye Hospital, Eberhard-Karls University of Tuebingen, Tuebingen, Germany
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Stuart S, Galna B, Lord S, Rochester L. A protocol to examine vision and gait in Parkinson's disease: impact of cognition and response to visual cues. F1000Res 2015; 4:1379. [PMID: 27092242 PMCID: PMC4821288 DOI: 10.12688/f1000research.7320.2] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/17/2016] [Indexed: 01/24/2023] Open
Abstract
Background Cognitive and visual impairments are common in Parkinson’s disease (PD) and contribute to gait deficit and falls. To date, cognition and vision in gait in PD have been assessed separately. Impact of both functions (which we term ‘visuo-cognition’) on gait however is likely interactive and can be tested using visual sampling (specifically saccadic eye movements) to provide an online behavioural measure of performance. Although experiments using static paradigms show saccadic impairment in PD, few studies have quantified visual sampling during dynamic motor tasks such as gait. This article describes a protocol developed for testing visuo-cognition during gait in order to examine the: 1) independent roles of cognition and vision in gait in PD, 2) interaction between both functions, and 3) role of visuo-cognition in gait in PD. Methods Two groups of older adults (≥50 years old) were recruited; non-demented people with PD (n=60) and age-matched controls (n=40). Participants attended one session and a sub-group (n=25) attended two further sessions in order to establish mobile eye-tracker reliability. Participants walked in a gait laboratory under different attentional (single and dual task), environmental (walk straight, through a door and turning), and cueing (no visual cues and visual cues) conditions. Visual sampling was recorded using synchronised mobile eye-tracker and electrooculography systems, and gait was measured using 3D motion analysis. Discussion This exploratory study examined visuo-cognitive processes and their impact on gait in PD. Improved understanding of the influence of cognitive and visual functions on visual sampling during gait and gait in PD will assist in development of interventions to improve gait and reduce falls risk. This study will also help establish robust mobile eye-tracking methods in older adults and people with PD.
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Affiliation(s)
- Samuel Stuart
- Institute of Neuroscience/ Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle, NE1 7RU, UK
| | - Brook Galna
- Institute of Neuroscience/ Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle, NE1 7RU, UK
| | - Sue Lord
- Institute of Neuroscience/ Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle, NE1 7RU, UK
| | - Lynn Rochester
- Institute of Neuroscience/ Newcastle University Institute for Ageing, Clinical Ageing Research Unit, Newcastle University, Newcastle, NE1 7RU, UK
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