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Khanna RK, Catanese S, Mortemousque G, Mureau N, Emond P, Pisella P, Blasco H, Corcia P. Exploring amyotrophic lateral sclerosis through the visual system: A systematic review. Eur J Neurol 2024; 31:e16475. [PMID: 39302063 PMCID: PMC11555009 DOI: 10.1111/ene.16475] [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: 03/11/2024] [Revised: 07/27/2024] [Accepted: 08/28/2024] [Indexed: 09/22/2024]
Abstract
BACKGROUND AND PURPOSE The human visual system relies on neural networks throughout the brain that are easily accessible for tests exploring eye structures and movements. Over the past two decades, investigations have been carried out on both afferent and efferent components of the visual system in people with amyotrophic lateral sclerosis (ALS). This approach might represent an innovative biomarker research strategy to better characterise the phenotypic variability of ALS. The purpose of this review was to determine whether exploring the visual system of patients with ALS (pwALS) is an effective strategy. METHODS The Medline and Web of science databases were searched for studies with terms relating to ALS and vision. Of 1146 references identified, 43 articles were included. RESULTS In this review article, both afferent and efferent components of the visual system were found to be impaired in pwALS in the absence of visual complaint, thereby contributing to the hypothesis that ALS is a multisystem disease with sensory involvement. Of note, some areas of the eye remain unexplored (i.e., tears, and retinal function using electroretinography). CONCLUSIONS According to the findings available in the literature, investigating the oculomotor system and exploring the ocular surface could represent two key promising strategies to identify new diagnostic biomarkers in pwALS. Further longitudinal studies are needed to identify relevant indicators of disease progression and response to therapeutic intervention.
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Affiliation(s)
- Raoul K. Khanna
- Department of OphthalmologyBretonneau University Hospital of ToursToursFrance
- INSERM, Imaging Brain & Neuropsychiatry iBraiN U1253Université de ToursToursFrance
| | - Sophie Catanese
- Department of OphthalmologyBretonneau University Hospital of ToursToursFrance
- INSERM, Imaging Brain & Neuropsychiatry iBraiN U1253Université de ToursToursFrance
| | | | - Nicolas Mureau
- Department of Nuclear Medicine In VitroUniversity Hospital of ToursToursFrance
- Department of Biochemistry and Molecular BiologyUniversity Hospital of ToursToursFrance
| | - Patrick Emond
- INSERM, Imaging Brain & Neuropsychiatry iBraiN U1253Université de ToursToursFrance
- Department of Nuclear Medicine In VitroUniversity Hospital of ToursToursFrance
| | - Pierre‐Jean Pisella
- Department of OphthalmologyBretonneau University Hospital of ToursToursFrance
| | - Hélène Blasco
- INSERM, Imaging Brain & Neuropsychiatry iBraiN U1253Université de ToursToursFrance
- Department of Biochemistry and Molecular BiologyUniversity Hospital of ToursToursFrance
| | - Philippe Corcia
- INSERM, Imaging Brain & Neuropsychiatry iBraiN U1253Université de ToursToursFrance
- Department of Neurology, Amyotrophic Lateral Sclerosis CentreUniversity Hospital of ToursToursFrance
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Berkman O, Raveh E, Harpaz E, Kreitman R, Ben-Ami E, Nechushtan E, Birman N, Drory VE. Changes in saccadic intrusions over time as an objective biomarker to follow ALS disease progression. Amyotroph Lateral Scler Frontotemporal Degener 2024; 25:760-766. [PMID: 38975625 DOI: 10.1080/21678421.2024.2376732] [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: 04/05/2024] [Accepted: 06/30/2024] [Indexed: 07/09/2024]
Abstract
Objective: Saccadic Intrusions (SIs) are abnormal eye movements during gaze fixation. Studies have indicated the clinical relevance of SIs, especially of square wave jerks (SWJ) in ALS. We used a software-based platform to extract SIs as a part of an interventional drug trial. The objective was to examine SIs' change over time as a potential biomarker of ALS disease progression. Methods: 28 ALS patients (61.95 ± 8.6 years) were assessed with the revised ALS Functional Rating Scale (ALSFRS-R) and with an oculometric test. Changes of SIs over time and correlations with ALSFRS-R and its bulbar subscale were calculated. A power calculation was conducted to understand the practical implications of results. Results: A significant increase of SWJ over trial duration was observed, with an increase in frequency (mean rise of 0.14 ± 0.28, p < 0.01), amplitude (0.001 ± 0.0016 degrees, p < 0.005), overall duration of SWJ (0.13 ± 0.25, in %, p < 0.01), and in their relative part out of all intrusions (0.18 ± 0.32, in %, p < 0.005). Negative correlations were found with the bulbar subscale (R=-0.43, -0.41, -0.39 and -0.47, respectively, p < 0.001). The required sample size for observing a 40% reduction in bulbar aspects when using the oculometric test (α = 0.05 and β = 0.8), was found to be 150 patients per arm, compared with 200 patients using the bulbar subscale. Conclusions: Evaluation of saccadic intrusions during fixation was able to detect disease progression over time, correlated with ALSFRS-R bulbar subscale. Eye movements can potentially serve as an objective biomarker in ALS clinical trials and reduce the required sample size to show clinical effect of therapies.
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Affiliation(s)
| | | | | | | | | | - Elisheva Nechushtan
- Neuromuscular Diseases Unit, Department of Neurology, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel, and
| | - Nurit Birman
- Neuromuscular Diseases Unit, Department of Neurology, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel, and
| | - Vivian E Drory
- Neuromuscular Diseases Unit, Department of Neurology, Tel Aviv Sourasky Medical Center, and Tel-Aviv Faculty of Medical Sciences, Tel-Aviv University, Tel Aviv, Israel
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Bampton A, McHutchison C, Talbot K, Benatar M, Thompson AG, Turner MR. The Basis of Cognitive and Behavioral Dysfunction in Amyotrophic Lateral Sclerosis. Brain Behav 2024; 14:e70115. [PMID: 39501538 PMCID: PMC11538089 DOI: 10.1002/brb3.70115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Revised: 09/29/2024] [Accepted: 10/05/2024] [Indexed: 11/09/2024] Open
Abstract
OBJECTIVE To summarize and evaluate evidence pertaining to the clinical, genetic, histopathological, and neuroimaging correlates of cognitive and behavioral dysfunction in amyotrophic lateral sclerosis (ALS). METHODOLOGY We comprehensively reviewed the literature on cognitive and behavioral manifestations of ALS, narrating findings from both cross-sectional and longitudinal studies. We discussed knowledge gaps in the evidence base and key limitations affecting studies to date, before formulating a framework for future research paradigms aimed at investigating clinicopathological correlates of neuropsychological dysfunction in ALS. RESULTS Studies have demonstrated clinical associations with cognitive dysfunction in ALS e.g., bulbar-onset of symptoms, pathological associations (extramotor TDP-43 deposition), and imaging associations (frontotemporal involvement). The most common behavioral deficit, apathy, is highly associated with verbal fluency, but longitudinal studies assessing behavioral dysfunction in ALS are comparatively lacking. CONCLUSION Longitudinal studies have been helpful in identifying several potential correlates of cognitive and behavioral dysfunction but have frequently been confounded by selection bias and inappropriate testing platforms. This review provides a framework for more robust assessment of clinicopathological associations of neuropsychological abnormalities in ALS in the future, advocating for greater utilization of pre-symptomatic C9orf72 repeat expansion-carrying cohorts.
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Affiliation(s)
- Alexander Bampton
- Nuffield Department of Clinical NeurosciencesUniversity of OxfordOxfordUK
| | | | - Kevin Talbot
- Nuffield Department of Clinical NeurosciencesUniversity of OxfordOxfordUK
| | - Michael Benatar
- Department of NeurologyUniversity of Miami Miller School of MedicineMiamiFloridaUSA
| | | | - Martin R. Turner
- Nuffield Department of Clinical NeurosciencesUniversity of OxfordOxfordUK
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Readman MR, Polden M, Gibbs MC, Donohue A, Chhetri SK, Crawford TJ. Oculomotor atypicalities in motor neurone disease: a systematic review. Front Neurosci 2024; 18:1399923. [PMID: 38988765 PMCID: PMC11233471 DOI: 10.3389/fnins.2024.1399923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Accepted: 06/13/2024] [Indexed: 07/12/2024] Open
Abstract
Introduction Cognitive dysfunction is commonplace in Motor Neurone Disease (MND). However, due to the prominent motor symptoms in MND, assessing patients' cognitive function through traditional cognitive assessments, which oftentimes require motoric responses, may become increasingly challenging as the disease progresses. Oculomotor pathways are apparently resistant to pathological degeneration in MND. As such, abnormalities in oculomotor functions, largely driven by cognitive processes such as saccades and smooth pursuit eye movement, may be reflective of frontotemporal cognitive deficits in MND. Thus, saccadic and smooth pursuit eye movements may prove to be ideal mechanistic markers of cognitive function in MND. Methods To ascertain the utility of saccadic and smooth pursuit eye movements as markers of cognitive function in MND, this review summarizes the literature concerning saccadic and smooth pursuit eye movement task performance in people with MND. Results and discussion Of the 22 studies identified, noticeable patterns suggest that people with MND can be differentiated from controls based on antisaccade and smooth pursuit task performance, and thus the antisaccade task and smooth pursuit task may be potential candidates for markers of cognition in MND. However, further studies which ascertain the concordance between eye tracking measures and traditional measures of cognition are required before this assumption is extrapolated, and clinical recommendations are made. Systematic review registration https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=376620, identifier CRD42023376620.
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Affiliation(s)
- Megan Rose Readman
- Department of Psychology, Lancaster University, Lancaster, United Kingdom
- Department of Primary Care and Mental Health, The University of Liverpool, Liverpool, United Kingdom
- National Institute of Health Research Applied Research Collaboration North West Coast, Liverpool, United Kingdom
| | - Megan Polden
- Department of Primary Care and Mental Health, The University of Liverpool, Liverpool, United Kingdom
- National Institute of Health Research Applied Research Collaboration North West Coast, Liverpool, United Kingdom
- Division of Health Research, Lancaster University, Lancaster, United Kingdom
| | - Melissa C Gibbs
- Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, University of Oxford, Oxford, United Kingdom
| | - Aisling Donohue
- School of Psychology, Faculty of Health, Liverpool John Moores University, Liverpool, United Kingdom
| | - Suresh K Chhetri
- Lancashire and South Cumbria Motor Neurone Disease Care and Research Centre, Neurology Department, Lancashire Teaching Hospitals NHS Foundation Trust, Royal Preston Hospital, Preston, United Kingdom
| | - Trevor J Crawford
- Department of Psychology, Lancaster University, Lancaster, United Kingdom
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Kleinerova J, Tahedl M, Tan EL, Delaney S, Hengeveld JC, Doherty MA, McLaughlin RL, Hardiman O, Chang KM, Finegan E, Bede P. Supra- and infra-tentorial degeneration patterns in primary lateral sclerosis: a multimodal longitudinal neuroradiology study. J Neurol 2024; 271:3239-3255. [PMID: 38438819 PMCID: PMC11136747 DOI: 10.1007/s00415-024-12261-z] [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: 12/21/2023] [Revised: 02/14/2024] [Accepted: 02/15/2024] [Indexed: 03/06/2024]
Abstract
BACKGROUND Primary lateral sclerosis (PLS) is traditionally solely associated with progressive upper motor neuron dysfunction manifesting in limb spasticity, gait impairment, bulbar symptoms and pseudobulbar affect. Recent studies have described frontotemporal dysfunction in some patients resulting in cognitive manifestations. Cerebellar pathology is much less well characterised despite sporadic reports of cerebellar disease. METHODS A multi-timepoint, longitudinal neuroimaging study was conducted to characterise the evolution of both intra-cerebellar disease burden and cerebro-cerebellar connectivity. The volumes of deep cerebellar nuclei, cerebellar cortical volumes, cerebro-cerebellar structural and functional connectivity were assessed longitudinally in a cohort of 43 individuals with PLS. RESULTS Cerebello-frontal, -temporal, -parietal, -occipital and cerebello-thalamic structural disconnection was detected at baseline based on radial diffusivity (RD) and cerebello-frontal decoupling was also evident based on fractional anisotropy (FA) alterations. Functional connectivity changes were also detected in cerebello-frontal, parietal and occipital projections. Volume reductions were identified in the vermis, anterior lobe, posterior lobe, and crura. Among the deep cerebellar nuclei, the dorsal dentate was atrophic. Longitudinal follow-up did not capture statistically significant progressive changes. Significant primary motor cortex atrophy and inter-hemispheric transcallosal degeneration were also captured. CONCLUSIONS PLS is not only associated with upper motor neuron dysfunction, but cerebellar cortical volume loss and deep cerebellar nuclear atrophy can also be readily detected. In addition to intra-cerebellar disease burden, cerebro-cerebellar connectivity alterations also take place. Our data add to the evolving evidence of widespread neurodegeneration in PLS beyond the primary motor regions. Cerebellar dysfunction in PLS is likely to exacerbate bulbar, gait and dexterity impairment and contribute to pseudobulbar affect.
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Affiliation(s)
- Jana Kleinerova
- Computational Neuroimaging Group (CNG), School of Medicine, Trinity College Dublin, Dublin 2, Ireland
| | - Marlene Tahedl
- Computational Neuroimaging Group (CNG), School of Medicine, Trinity College Dublin, Dublin 2, Ireland
| | - Ee Ling Tan
- Computational Neuroimaging Group (CNG), School of Medicine, Trinity College Dublin, Dublin 2, Ireland
| | - Siobhan Delaney
- Computational Neuroimaging Group (CNG), School of Medicine, Trinity College Dublin, Dublin 2, Ireland
- Department of Neurology, St James's Hospital, Dublin, Ireland
| | | | - Mark A Doherty
- Smurfit Institute of Genetics, Trinity College Dublin, Dublin, Ireland
| | | | - Orla Hardiman
- Computational Neuroimaging Group (CNG), School of Medicine, Trinity College Dublin, Dublin 2, Ireland
| | - Kai Ming Chang
- Computational Neuroimaging Group (CNG), School of Medicine, Trinity College Dublin, Dublin 2, Ireland
| | - Eoin Finegan
- Computational Neuroimaging Group (CNG), School of Medicine, Trinity College Dublin, Dublin 2, Ireland
| | - Peter Bede
- Computational Neuroimaging Group (CNG), School of Medicine, Trinity College Dublin, Dublin 2, Ireland.
- Department of Neurology, St James's Hospital, Dublin, Ireland.
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Vacchiano V, Bonan L, Liguori R, Rizzo G. Primary Lateral Sclerosis: An Overview. J Clin Med 2024; 13:578. [PMID: 38276084 PMCID: PMC10816328 DOI: 10.3390/jcm13020578] [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: 12/12/2023] [Revised: 01/15/2024] [Accepted: 01/17/2024] [Indexed: 01/27/2024] Open
Abstract
Primary lateral sclerosis (PLS) is a rare neurodegenerative disorder which causes the selective deterioration of the upper motor neurons (UMNs), sparing the lower motor neuron (LMN) system. The clinical course is defined by a progressive motor disability due to muscle spasticity which typically involves lower extremities and bulbar muscles. Although classically considered a sporadic disease, some familiar cases and possible causative genes have been reported. Despite it having been recognized as a rare but distinct entity, whether it actually represents an extreme end of the motor neuron diseases continuum is still an open issue. The main knowledge gap is the lack of specific biomarkers to improve the clinical diagnostic accuracy. Indeed, the diagnostic imprecision, together with some uncertainty about overlap with UMN-predominant ALS and Hereditary Spastic Paraplegia (HSP), has become an obstacle to the development of specific therapeutic trials. In this study, we provided a comprehensive analysis of the existing literature, including neuropathological, clinical, neuroimaging, and neurophysiological features of the disease, and highlighting the controversies still unsolved in the differential diagnoses and the current diagnostic criteria. We also discussed the current knowledge gaps still present in both diagnostic and therapeutic fields when approaching this rare condition.
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Affiliation(s)
- Veria Vacchiano
- IRCCS, Istituto delle Scienze Neurologiche di Bologna, UOC Clinica Neurologica, 40139 Bologna, Italy; (V.V.); (R.L.)
| | - Luigi Bonan
- Department of Biomedical and Neuromotor Sciences (DIBINEM), University of Bologna, 40126 Bologna, Italy;
| | - Rocco Liguori
- IRCCS, Istituto delle Scienze Neurologiche di Bologna, UOC Clinica Neurologica, 40139 Bologna, Italy; (V.V.); (R.L.)
- Department of Biomedical and Neuromotor Sciences (DIBINEM), University of Bologna, 40126 Bologna, Italy;
| | - Giovanni Rizzo
- IRCCS, Istituto delle Scienze Neurologiche di Bologna, UOC Clinica Neurologica, 40139 Bologna, Italy; (V.V.); (R.L.)
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Oliveira Santos M, Swash M, de Carvalho M. Current challenges in primary lateral sclerosis diagnosis. Expert Rev Neurother 2024; 24:45-53. [PMID: 38093670 DOI: 10.1080/14737175.2023.2295010] [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: 10/14/2023] [Accepted: 12/11/2023] [Indexed: 01/09/2024]
Abstract
INTRODUCTION Primary lateral sclerosis (PLS) is a rare, adult-onset and slowly progressive motor neuron disorder whose clinical core is characterized by upper motor neuron (UMN) dysfunction. Its formal diagnosis is clinically based and disease duration-dependent. Differentiating PLS from other disorders involving UMN can be challenging, particularly in the early stages. AREAS COVERED Our review covers and discusses different aspects of the PLS field, including the diagnostic criteria and its limitations, its differential diagnosis and their major pitfalls, and the actual role of neurophysiology, neuroimaging, genetics, and molecular biomarkers. Symptomatic treatment of the different manifestations is also addressed. The authors searched MEDLINE and Scopus. They also searched the reference lists of articles identified by our search strategy and reviewed and selected those deemed relevant. They selected papers and studies based on the quality of the report, significance of the findings, and on the author's critical appraise and expertise. EXPERT OPINION It is important to investigate novel molecular biomarkers and plan multicenter clinical trials for PLS. However, this will require a large international project to recruit enough patients, particularly given the diagnostic uncertainty of the current clinical criteria. A better understanding of PLS pathophysiology is crucial for designing disease-targeted therapies.
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Affiliation(s)
- Miguel Oliveira Santos
- Institute of Physiology, Instituto de Medicina Molecular João Lobo Antunes, Centro de Estudos Egas Moniz, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
- Department of Neurosciences and Mental Health, Hospital de Santa Maria, Centro Hospitalar Universitário de Lisboa Norte, Lisbon, Portugal
| | - Michael Swash
- Institute of Physiology, Instituto de Medicina Molecular João Lobo Antunes, Centro de Estudos Egas Moniz, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
- Departments of Neurology and Neuroscience, Barts and the London School of Medicine, Queen Mary University of London, London, UK
| | - Mamede de Carvalho
- Institute of Physiology, Instituto de Medicina Molecular João Lobo Antunes, Centro de Estudos Egas Moniz, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
- Department of Neurosciences and Mental Health, Hospital de Santa Maria, Centro Hospitalar Universitário de Lisboa Norte, Lisbon, Portugal
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Aust E, Graupner ST, Günther R, Linse K, Joos M, Grosskreutz J, Prudlo J, Pannasch S, Hermann A. Impairment of oculomotor functions in patients with early to advanced amyotrophic lateral sclerosis. J Neurol 2024; 271:325-339. [PMID: 37713127 PMCID: PMC10770212 DOI: 10.1007/s00415-023-11957-y] [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: 06/09/2023] [Revised: 08/17/2023] [Accepted: 08/18/2023] [Indexed: 09/16/2023]
Abstract
Amyotrophic lateral sclerosis (ALS) can result into an incomplete locked in state (iLIS), in which communication depends on eye tracking computer devices. Oculomotor function impairments in ALS have been reported, but there is little research, particularly with respect to patients in iLIS. In the present study, we compared reflexive and executive oculomotor function by means of an eye tracking test battery between three groups: advanced ALS patients in iLIS (n = 22), patients in early to middle ALS stages (n = 44) and healthy subjects (n = 32). Patients with ALS showed significant deteriorations in oculomotor functions, with stronger impairments in iLIS. More specifically, ALS patients produced visually guided prosaccades with longer latencies and more frequent hypometria compared to healthy subjects. Longest latencies were obtained in iLIS patients, with a stronger prolongation for vertical than for horizontal prosaccades. ALS patients made more antisaccade errors and generated antisaccades with longer latencies. Smooth pursuit was also impaired in ALS. In the earlier ALS stages, bulbar onset patients presented stronger antisaccade and smooth pursuit deficits than spinal onset patients. Our findings reveal a relevant deterioration of important oculomotor functions in ALS, which increases in iLIS. It includes impairments of reflexive eye movements to loss of executive inhibitory control, indicating a progressing pathological involvement of prefrontal, midbrain and brainstem areas. The assessment of oculomotor functions may therefore provide clinically relevant bio- and progression marker, particularly in advanced ALS.
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Affiliation(s)
- Elisa Aust
- Department of Neurology, Technische Universität Dresden, Dresden, Germany
| | - Sven-Thomas Graupner
- Verkehrspsychologie, Fakultät Verkehrswissenschaften, Technische Universität Dresden, Dresden, Germany
| | - René Günther
- Department of Neurology, Technische Universität Dresden, Dresden, Germany
- Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) Dresden, Dresden, Germany
| | - Katharina Linse
- Department of Neurology, Technische Universität Dresden, Dresden, Germany
- Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) Dresden, Dresden, Germany
| | - Markus Joos
- Interactive Minds Research, Interactive Minds Dresden GmbH, Dresden, Germany
| | - Julian Grosskreutz
- Precision Neurology and Cluster "Precision Medicine in Inflammation", University of Lübeck, Lübeck, Germany
| | - Johannes Prudlo
- Department of Neurology, University of Rostock, Rostock, Germany
- Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) Rostock/Greifswald, Rostock, Germany
| | - Sebastian Pannasch
- Engineering Psychology and Applied Cognitive Research, Technische Universität Dresden, Dresden, Germany
| | - Andreas Hermann
- Center for Transdisciplinary Neurosciences Rostock (CTNR), University Medical Center Rostock, University of Rostock, Rostock, Germany.
- Translational Neurodegeneration Section "Albrecht Kossel", Department of Neurology, University of Rostock, Rostock, Germany.
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McMackin R, Bede P, Ingre C, Malaspina A, Hardiman O. Biomarkers in amyotrophic lateral sclerosis: current status and future prospects. Nat Rev Neurol 2023; 19:754-768. [PMID: 37949994 DOI: 10.1038/s41582-023-00891-2] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/09/2023] [Indexed: 11/12/2023]
Abstract
Disease heterogeneity in amyotrophic lateral sclerosis poses a substantial challenge in drug development. Categorization based on clinical features alone can help us predict the disease course and survival, but quantitative measures are also needed that can enhance the sensitivity of the clinical categorization. In this Review, we describe the emerging landscape of diagnostic, categorical and pharmacodynamic biomarkers in amyotrophic lateral sclerosis and their place in the rapidly evolving landscape of new therapeutics. Fluid-based markers from cerebrospinal fluid, blood and urine are emerging as useful diagnostic, pharmacodynamic and predictive biomarkers. Combinations of imaging measures have the potential to provide important diagnostic and prognostic information, and neurophysiological methods, including various electromyography-based measures and quantitative EEG-magnetoencephalography-evoked responses and corticomuscular coherence, are generating useful diagnostic, categorical and prognostic markers. Although none of these biomarker technologies has been fully incorporated into clinical practice or clinical trials as a primary outcome measure, strong evidence is accumulating to support their clinical utility.
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Affiliation(s)
- Roisin McMackin
- Discipline of Physiology, School of Medicine, Trinity Biomedical Sciences Institute, Trinity College Dublin, The University of Dublin, Dublin, Ireland
- Academic Unit of Neurology, School of Medicine, Trinity Biomedical Sciences Institute, Trinity College Dublin, The University of Dublin, Dublin, Ireland
| | - Peter Bede
- Academic Unit of Neurology, School of Medicine, Trinity Biomedical Sciences Institute, Trinity College Dublin, The University of Dublin, Dublin, Ireland
- Computational Neuroimaging Group, School of Medicine, Trinity College Dublin, The University of Dublin, Dublin, Ireland
- Department of Neurology, St James's Hospital, Dublin, Ireland
| | - Caroline Ingre
- Department of Neuroscience, Karolinska Institute, Stockholm, Sweden
- Department of Neurology, Karolinska University Hospital, Stockholm, Sweden
| | - Andrea Malaspina
- Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Orla Hardiman
- Academic Unit of Neurology, School of Medicine, Trinity Biomedical Sciences Institute, Trinity College Dublin, The University of Dublin, Dublin, Ireland.
- Department of Neurology, Beaumont Hospital, Dublin, Ireland.
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Chandrasekharan J, Joseph A, Ram A, Nollo G. ETMT: A Tool for Eye-Tracking-Based Trail-Making Test to Detect Cognitive Impairment. SENSORS (BASEL, SWITZERLAND) 2023; 23:6848. [PMID: 37571630 PMCID: PMC10422410 DOI: 10.3390/s23156848] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Revised: 07/19/2023] [Accepted: 07/26/2023] [Indexed: 08/13/2023]
Abstract
The growing number of people with cognitive impairment will significantly increase healthcare demand. Screening tools are crucial for detecting cognitive impairment due to a shortage of mental health experts aiming to improve the quality of life for those living with this condition. Eye tracking is a powerful tool that can provide deeper insights into human behavior and inner cognitive processes. The proposed Eye-Tracking-Based Trail-Making Test, ETMT, is a screening tool for monitoring a person's cognitive function. The proposed system utilizes a fuzzy-inference system as an integral part of its framework to calculate comprehensive scores assessing visual search speed and focused attention. By employing an adaptive neuro-fuzzy-inference system, the tool provides an overall cognitive-impairment score, allowing psychologists to assess and quantify the extent of cognitive decline or impairment in their patients. The ETMT model offers a comprehensive understanding of cognitive abilities and identifies potential deficits in various domains. The results indicate that the ETMT model is a potential tool for evaluating cognitive impairment and can capture significant changes in eye movement behavior associated with cognitive impairment. It provides a convenient and affordable diagnosis, prioritizing healthcare resources for severe conditions while enhancing feedback to practitioners.
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Affiliation(s)
- Jyotsna Chandrasekharan
- Department of Computer Science and Engineering, Amrita School of Computing, Amrita Vishwa Vidyapeetham, Bengaluru 560035, India;
- Department of Industrial Engineering, University of Trento, 38123 Trento, Italy;
| | - Amudha Joseph
- Department of Computer Science and Engineering, Amrita School of Computing, Amrita Vishwa Vidyapeetham, Bengaluru 560035, India;
| | | | - Giandomenico Nollo
- Department of Industrial Engineering, University of Trento, 38123 Trento, Italy;
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11
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Vautier A, Lebreton AL, Codron P, Awada Z, Gohier P, Cassereau J. Retinal vessels as a window on amyotrophic lateral sclerosis pathophysiology: A systematic review. Rev Neurol (Paris) 2023; 179:548-562. [PMID: 36842953 DOI: 10.1016/j.neurol.2022.11.010] [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: 07/30/2022] [Revised: 10/13/2022] [Accepted: 11/04/2022] [Indexed: 02/28/2023]
Abstract
Amyotrophic lateral sclerosis (ALS) is a rare fatal motor neuron disease. Although many potential mechanisms have been proposed, the pathophysiology of the disease remains unknown. Currently available treatments can only delay the progression of the disease and prolong life expectancy by a few months. There is still no definitive cure for ALS, and the development of new treatments is limited by a lack of understanding of the underlying biological processes that trigger and promote neurodegeneration. Several scientific results suggest a neurovascular impairment in ALS providing perspectives for the development of new biomarkers and treatments. In this article, we performed a systematic review using PRISMA guidelines including PubMed, EmBase, GoogleScholar, and Web of Science Core Collection to analyze the scientific literature published between 2000 and 2021 discussing the neurocardiovascular involvement and ophthalmologic abnormalities in ALS. In total, 122 articles were included to establish this systematic review. Indeed, microvascular pathology seems to be involved in ALS, affecting all the neurovascular unit components. Retinal changes have also been recently highlighted without significant alteration of the visual pathways. Despite the peripheral location of the retina, it is considered as an extension of the central nervous system (CNS) as it displays similarities to the brain, the inner blood-retinal barrier, and the blood-brain barrier. This suggests that the eye could be considered as a 'window' into the brain in many CNS disorders. Thus, studying ocular manifestations of brain pathologies seems very promising in understanding neurodegenerative disorders, mainly ALS. Optical coherence tomography angiography (OCT-A) could therefore be a powerful approach for exploration of retinal microvascularization allowing to obtain new diagnostic and prognostic biomarkers of ALS.
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Affiliation(s)
- A Vautier
- Department of Ophthalmology, University Hospital, Angers, France.
| | - A L Lebreton
- Department of Ophthalmology, University Hospital, Angers, France
| | - P Codron
- Amyotrophic Lateral Sclerosis (ALS) Center, Department of Neurology, University Hospital, Angers, France; Department of Neurobiology and Neuropathology, University Hospital, Angers, France; University of Angers, Inserm, CNRS, MITOVASC, SFR ICAT, Angers, France
| | - Z Awada
- Department of neuroscience, LHH-SIUH, New York, USA
| | - P Gohier
- Department of Ophthalmology, University Hospital, Angers, France
| | - J Cassereau
- Amyotrophic Lateral Sclerosis (ALS) Center, Department of Neurology, University Hospital, Angers, France; University of Angers, Inserm, CNRS, MITOVASC, SFR ICAT, Angers, France.
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12
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Ezzat M, Maged M, Gamal Y, Adel M, Alrahmawy M, El-Metwally S. Blink-To-Live eye-based communication system for users with speech impairments. Sci Rep 2023; 13:7961. [PMID: 37198193 PMCID: PMC10192441 DOI: 10.1038/s41598-023-34310-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Accepted: 04/27/2023] [Indexed: 05/19/2023] Open
Abstract
Eye-based communication languages such as Blink-To-Speak play a key role in expressing the needs and emotions of patients with motor neuron disorders. Most invented eye-based tracking systems are complex and not affordable in low-income countries. Blink-To-Live is an eye-tracking system based on a modified Blink-To-Speak language and computer vision for patients with speech impairments. A mobile phone camera tracks the patient's eyes by sending real-time video frames to computer vision modules for facial landmarks detection, eye identification and tracking. There are four defined key alphabets in the Blink-To-Live eye-based communication language: Left, Right, Up, and Blink. These eye gestures encode more than 60 daily life commands expressed by a sequence of three eye movement states. Once the eye gestures encoded sentences are generated, the translation module will display the phrases in the patient's native speech on the phone screen, and the synthesized voice can be heard. A prototype of the Blink-To-Live system is evaluated using normal cases with different demographic characteristics. Unlike the other sensor-based eye-tracking systems, Blink-To-Live is simple, flexible, and cost-efficient, with no dependency on specific software or hardware requirements. The software and its source are available from the GitHub repository ( https://github.com/ZW01f/Blink-To-Live ).
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Affiliation(s)
- Mohamed Ezzat
- Department of Computer Science, Faculty of Computers and Information, Mansoura University, P.O. Box: 35516, Mansoura, Egypt
| | - Mohamed Maged
- Department of Computer Science, Faculty of Computers and Information, Mansoura University, P.O. Box: 35516, Mansoura, Egypt
| | - Youssef Gamal
- Department of Computer Science, Faculty of Computers and Information, Mansoura University, P.O. Box: 35516, Mansoura, Egypt
| | - Mustafa Adel
- Department of Computer Science, Faculty of Computers and Information, Mansoura University, P.O. Box: 35516, Mansoura, Egypt
| | - Mohammed Alrahmawy
- Department of Computer Science, Faculty of Computers and Information, Mansoura University, P.O. Box: 35516, Mansoura, Egypt
| | - Sara El-Metwally
- Department of Computer Science, Faculty of Computers and Information, Mansoura University, P.O. Box: 35516, Mansoura, Egypt.
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13
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Finsel J, Uttner I, Vázquez Medrano CR, Ludolph AC, Lulé D. Cognition in the course of ALS-a meta-analysis. Amyotroph Lateral Scler Frontotemporal Degener 2023; 24:2-13. [PMID: 35866707 DOI: 10.1080/21678421.2022.2101379] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Objective: The goal of this meta-analysis is to improve insight into the development of cognition over the course of ALS and to assess predictors of cognitive performance.Method: A literature search was conducted in Pubmed and Web of Science on 29 July 2019 and 16 March 2021. Data were screened in Endnote® Version X9 (London, UK). Meta-analyses and meta-regressions were calculated for cross-sectional data using Rstudio®. Studies were assigned to temporal and physical categories and Hedges' g was calculated for the respective categories to provide an estimate of a cognitive course based on cross-sectional data. Due to low numbers and heterogeneity in reporting, longitudinal studies were analyzed descriptively.Results: A total of N = 45 cross-sectional and N = 13 longitudinal studies were included. Impairments in all cognitive domains, except verbal IQ, were found in ALS patients (PALS). PALS showed stable cognitive performances in cross-sectional and in most longitudinal studies. PALS with symptoms for 18-24 months and PALS who had an ALSFRS-R score of 40-36 were the most frequently reported subgroup regarding neuropsychology. Age was related to visuospatial functioning, and depressiveness to attention. In longitudinal studies, impact of site of onset and cognitive status at baseline on cognitive course was found.Conclusion: Despite vast evidence for cognitive impairment at disease onset in different domains, evidence for evolution of these deficits is rather limited, suggesting that PALS present with cognitive impairment early in the course possibly in a sense of disease trait.
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Affiliation(s)
- Julia Finsel
- Department of Neurology, Ulm University, Ulm, Germany and
| | - Ingo Uttner
- Department of Neurology, Ulm University, Ulm, Germany and
| | | | - Albert C Ludolph
- Department of Neurology, Ulm University, Ulm, Germany and.,German Center for Neurodegenerative Diseases (DZNE), Ulm, Germany
| | - Dorothée Lulé
- Department of Neurology, Ulm University, Ulm, Germany and
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14
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Zaino D, Serchi V, Giannini F, Pucci B, Veneri G, Pretegiani E, Rosini F, Monti L, Rufa A. Different saccadic profile in bulbar versus spinal-onset amyotrophic lateral sclerosis. Brain 2023; 146:266-277. [PMID: 35136957 DOI: 10.1093/brain/awac050] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 12/21/2021] [Accepted: 01/16/2022] [Indexed: 01/11/2023] Open
Abstract
Two clinical phenotypes characterize the onset of amyotrophic lateral sclerosis (ALS): the spinal variant, with symptoms beginning in the limbs, and the bulbar variant, affecting firstly speech and swallowing. The two variants show some distinct features in the histopathology, localization and prognosis, but to which extent they really differ clinically and pathologically remains to be clarified. Recent neuropathological and neuroimaging studies have suggested a broader spreading of the neurodegenerative process in ALS, extending beyond the motor areas, toward other cortical and deep grey matter regions, many of which are involved in visual processing and saccadic control. Indeed, a wide range of eye movement deficits have been reported in ALS, but they have never been used to distinguish the two ALS variants. Since quantifying eye movements is a very sensitive and specific method for the study of brain networks, we compared different saccadic and visual search behaviours across spinal ALS patients (n = 12), bulbar ALS patients (n = 6) and healthy control subjects (n = 13), along with cognitive and MRI measures, with the aim to define more accurately the two patients subgroups and possibly clarify a different underlying neural impairment. We found separate profiles of visually-guided saccades between spinal (short saccades) and bulbar (slow saccades) ALS, which could result from the pathologic involvement of different pathways. We suggest an early involvement of the parieto-collicular-cerebellar network in spinal ALS and the fronto-brainstem circuit in bulbar ALS. Overall, our data confirm the diagnostic value of the eye movements analysis in ALS and add new insight on the involved neural networks.
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Affiliation(s)
- Domenica Zaino
- Eye tracking and Visual Application Lab (EVA Lab), Department of Medicine, Surgery and Neurosciences, University of Siena, 53100 Siena, Italy.,Neurology and Neurometabolic Unit, Department of Medicine, Surgery and Neurosciences, University of Siena, 53100 Siena, Italy
| | - Valeria Serchi
- Eye tracking and Visual Application Lab (EVA Lab), Department of Medicine, Surgery and Neurosciences, University of Siena, 53100 Siena, Italy
| | - Fabio Giannini
- Centre for Motor Neuron Diseases, Neurology and Neurophysiology Unit, Department of Medicine, Surgery and Neurosciences, University of Siena, 53100 Siena, Italy
| | - Barbara Pucci
- Neurology and Neurophysiology Unit, Department of Medicine, Surgery and Neuroscience, University of Siena, 53100 Siena, Italy
| | - Giacomo Veneri
- Eye tracking and Visual Application Lab (EVA Lab), Department of Medicine, Surgery and Neurosciences, University of Siena, 53100 Siena, Italy
| | - Elena Pretegiani
- Eye tracking and Visual Application Lab (EVA Lab), Department of Medicine, Surgery and Neurosciences, University of Siena, 53100 Siena, Italy
| | - Francesca Rosini
- Eye tracking and Visual Application Lab (EVA Lab), Department of Medicine, Surgery and Neurosciences, University of Siena, 53100 Siena, Italy
| | - Lucia Monti
- Unit of Neuroimaging and Neurointervention, Department of Neurological and Neurosensorial Sciences, AOUS, 53100, Siena, Italy
| | - Alessandra Rufa
- Eye tracking and Visual Application Lab (EVA Lab), Department of Medicine, Surgery and Neurosciences, University of Siena, 53100 Siena, Italy
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15
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Lencastre P, Bhurtel S, Yazidi A, E Mello GBM, Denysov S, Lind PG. EyeT4Empathy: Dataset of foraging for visual information, gaze typing and empathy assessment. Sci Data 2022; 9:752. [PMID: 36463232 PMCID: PMC9719458 DOI: 10.1038/s41597-022-01862-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Accepted: 11/23/2022] [Indexed: 12/05/2022] Open
Abstract
We present a dataset of eye-movement recordings collected from 60 participants, along with their empathy levels, towards people with movement impairments. During each round of gaze recording, participants were divided into two groups, each one completing one task. One group performed a task of free exploration of structureless images, and a second group performed a task consisting of gaze typing, i.e. writing sentences using eye-gaze movements on a card board. The eye-tracking data recorded from both tasks is stored in two datasets, which, besides gaze position, also include pupil diameter measurements. The empathy levels of participants towards non-verbal movement-impaired people were assessed twice through a questionnaire, before and after each task. The questionnaire is composed of forty questions, extending a established questionnaire of cognitive and affective empathy. Finally, our dataset presents an opportunity for analysing and evaluating, among other, the statistical features of eye-gaze trajectories in free-viewing as well as how empathy is reflected in eye features.
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Affiliation(s)
- Pedro Lencastre
- Dep. Computer Science, OsloMet - Oslo Metropolitan University, P.O. Box 4 St. Olavs plass, N-0130, Oslo, Norway.
- OsloMet Artificial Intelligence lab, OsloMet, Pilestredet 52, N-0166, Oslo, Norway.
- NordSTAR - Nordic Center for Sustainable and Trustworthy AI Research, Pilestredet 52, N-0166, Oslo, Norway.
| | - Samip Bhurtel
- Dep. Computer Science, OsloMet - Oslo Metropolitan University, P.O. Box 4 St. Olavs plass, N-0130, Oslo, Norway
- OsloMet Artificial Intelligence lab, OsloMet, Pilestredet 52, N-0166, Oslo, Norway
| | - Anis Yazidi
- Dep. Computer Science, OsloMet - Oslo Metropolitan University, P.O. Box 4 St. Olavs plass, N-0130, Oslo, Norway
- OsloMet Artificial Intelligence lab, OsloMet, Pilestredet 52, N-0166, Oslo, Norway
- NordSTAR - Nordic Center for Sustainable and Trustworthy AI Research, Pilestredet 52, N-0166, Oslo, Norway
| | - Gustavo B M E Mello
- Dep. Computer Science, OsloMet - Oslo Metropolitan University, P.O. Box 4 St. Olavs plass, N-0130, Oslo, Norway
- OsloMet Artificial Intelligence lab, OsloMet, Pilestredet 52, N-0166, Oslo, Norway
- NordSTAR - Nordic Center for Sustainable and Trustworthy AI Research, Pilestredet 52, N-0166, Oslo, Norway
| | - Sergiy Denysov
- Dep. Computer Science, OsloMet - Oslo Metropolitan University, P.O. Box 4 St. Olavs plass, N-0130, Oslo, Norway
- OsloMet Artificial Intelligence lab, OsloMet, Pilestredet 52, N-0166, Oslo, Norway
- NordSTAR - Nordic Center for Sustainable and Trustworthy AI Research, Pilestredet 52, N-0166, Oslo, Norway
| | - Pedro G Lind
- Dep. Computer Science, OsloMet - Oslo Metropolitan University, P.O. Box 4 St. Olavs plass, N-0130, Oslo, Norway
- OsloMet Artificial Intelligence lab, OsloMet, Pilestredet 52, N-0166, Oslo, Norway
- NordSTAR - Nordic Center for Sustainable and Trustworthy AI Research, Pilestredet 52, N-0166, Oslo, Norway
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16
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Yae Y, Yuge K, Maeda T, Ichinose F, Matsuo M, Kobayashi O, Okanari K, Baba Y, Yonee C, Maruyama S, Shibata M, Fujii T, Chinen M, Yamashita Y. Exploratory evaluation of an eye-tracking system in patients with advanced spinal muscular atrophy type I receiving nusinersen. Front Neurol 2022; 13:918255. [PMID: 36247789 PMCID: PMC9563313 DOI: 10.3389/fneur.2022.918255] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 09/12/2022] [Indexed: 11/13/2022] Open
Abstract
ObjectiveThis study evaluated the feasibility of a matching-pair test using eye-tracking technology to assess nusinersen effectiveness in patients with advanced spinal muscular atrophy (SMA) type I.MethodsThis prospective, observational study enrolled patients with 5q-SMA type I who had lost gross motor function. Three different levels of matching-pair tests were conducted using the eye-gaze system (My Tobii; TobiiDynavox Inc.) at baseline, and after 9 and 24 weeks of nusinersen treatment. The primary endpoint was the change from baseline in matching-pair test scores and response times (i.e., the time to answer matching-pair test) at 24 weeks from baseline. Children's Hospital of Philadelphia Infant Test of Neuromuscular Disorders (CHOP-INTEND), Pediatric Quality of Life inventory for patients with Neuromuscular Disease (PedsQL-NM) and Numerical Rating Scale (NRS) scores were also assessed as secondary endpoints. Analysis of ocular fixation was performed as an additional analysis. This study was registered at https://www.umin.ac.jp/ctr/ (UMIN000033935).ResultsSeven patients (one male, six female) aged 5–21 years (median 11 years) were enrolled; all patients were bedridden and six patients were ventilated. All seven patients were able to conduct level 1 matching-pair tests at each assessment; five patients were also able to conduct levels 2 and 3. Two patients (those with the highest CHOP-INTEND scores) were able to complete all tests correctly within 60 s. There was a non-significant trend toward improvement in CHOP-INTEND, PedsQL-NM, and NRS scores over the 6-month period. There were no significant differences in the number of actions, errors, correct answers, or response times between baseline and Week 9 or 24 at any level. However, the result of an additional analysis suggests that detection of eye movement would be useful to evaluate for advanced SMA.ConclusionsEye-tracking systems are possibly feasible for the assessment of treatment efficacy in patients with advanced SMA type I.
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Affiliation(s)
- Yukako Yae
- Department of Pediatrics and Child Health, Kurume University School of Medicine, Kurume, Fukuoka, Japan
| | - Kotaro Yuge
- Department of Pediatrics and Child Health, Kurume University School of Medicine, Kurume, Fukuoka, Japan
- *Correspondence: Kotaro Yuge
| | - Toshiyuki Maeda
- Department of Pediatrics, Faculty of Medicine, Saga University, Saga, Japan
| | - Fumio Ichinose
- Department of Pediatrics, Faculty of Medicine, Saga University, Saga, Japan
| | - Muneaki Matsuo
- Department of Pediatrics, Faculty of Medicine, Saga University, Saga, Japan
| | - Osamu Kobayashi
- Department of Pediatrics, Oita University Faculty of Medicine, Yufu, Oita, Japan
| | - Kazuo Okanari
- Department of Pediatrics, Oita University Faculty of Medicine, Yufu, Oita, Japan
| | - Yusei Baba
- Department of Pediatrics, Kagoshima University Graduate School of Medical and Dental Sciences, Kagoshima, Japan
| | - Chihiro Yonee
- Department of Pediatrics, Kagoshima University Graduate School of Medical and Dental Sciences, Kagoshima, Japan
| | - Shinsuke Maruyama
- Department of Pediatrics, Kagoshima University Graduate School of Medical and Dental Sciences, Kagoshima, Japan
| | - Minoru Shibata
- Department of Pediatrics, Shiga Medical Center for Children, Moriyama, Japan
| | - Tatsuya Fujii
- Department of Pediatrics, Shiga Medical Center for Children, Moriyama, Japan
| | | | - Yushiro Yamashita
- Department of Pediatrics and Child Health, Kurume University School of Medicine, Kurume, Fukuoka, Japan
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17
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Behler A, Müller HP, Del Tredici K, Braak H, Ludolph AC, Lulé D, Kassubek J. Multimodal in vivo staging in amyotrophic lateral sclerosis using artificial intelligence. Ann Clin Transl Neurol 2022; 9:1069-1079. [PMID: 35684940 PMCID: PMC9268886 DOI: 10.1002/acn3.51601] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 05/10/2022] [Accepted: 05/26/2022] [Indexed: 01/18/2023] Open
Abstract
Background The underlying neuropathological process of amyotrophic lateral sclerosis (ALS) can be classified in a four‐stage sequential pTDP‐43 cerebral propagation scheme. Using diffusion tensor imaging (DTI), in vivo imaging of these stages has already been shown to be feasible for the specific corticoefferent tract systems. Because both cognitive and oculomotor dysfunctions are associated with microstructural changes at the brain level in ALS, a cognitive and an oculomotor staging classification were developed, respectively. The association of these different in vivo staging schemes has not been attempted to date. Methods A total of 245 patients with ALS underwent DTI, video‐oculography, and cognitive testing using Edinburgh Cognitive and Behavioral ALS Screen (ECAS). A set of tract‐related diffusion metrics, cognitive, and oculomotor parameters was selected for further analysis. Hierarchical and k‐means clustering algorithms were used to obtain an optimal cluster solution. Results According to cluster analysis, differentiation of patients with ALS into four clusters resulted: Cluster A showed the highest fractional anisotropy (FA) values and thereby the best performances in executive oculomotor tasks and cognitive tests, whereas cluster D showed the lowest FA values, the lowest ECAS scores, and the worst executive oculomotor performance across all clusters. Clusters B and C showed intermediate results regarding parameter values. Discussion In a multimodal dataset of technical assessments of brain structure and function in ALS, an artificial intelligence‐based cluster analysis showed high congruence of DTI, executive oculomotor function, and neuropsychological performance for mapping in vivo correlates of neuropathological spreading.
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Affiliation(s)
- Anna Behler
- Department of Neurology, University of Ulm, Germany
| | | | | | - Heiko Braak
- Department of Neurology, University of Ulm, Germany
| | - Albert C Ludolph
- Department of Neurology, University of Ulm, Germany.,Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Ulm, Germany
| | | | - Jan Kassubek
- Department of Neurology, University of Ulm, Germany.,Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Ulm, Germany
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18
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Kacem I, Abida Y, Ferchichi W, Mrabet S, Sghaier I, Gharbi A, Souissi A, Nasri A, Gargouri A, Ben Djebara M, Gouider R. Arabic adaptation of the Edinburgh cognitive and behavioural Amyotrophic lateral sclerosis screen (ECAS-AR). Rev Neurol (Paris) 2022; 178:817-825. [DOI: 10.1016/j.neurol.2021.12.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Revised: 12/14/2021] [Accepted: 12/27/2021] [Indexed: 10/18/2022]
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19
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Pandya S, Maia PD, Freeze B, Menke RAL, Talbot K, Turner MR, Raj A. Modeling seeding and neuroanatomic spread of pathology in amyotrophic lateral sclerosis. Neuroimage 2022; 251:118968. [PMID: 35143975 PMCID: PMC10729776 DOI: 10.1016/j.neuroimage.2022.118968] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2021] [Revised: 01/26/2022] [Accepted: 02/02/2022] [Indexed: 12/12/2022] Open
Abstract
The neurodegenerative disorder amyotrophic lateral sclerosis (ALS) is characterized by the progressive loss of upper and lower motor neurons, with pathological involvement of cerebral motor and extra-motor areas in a clinicopathological spectrum with frontotemporal dementia (FTD). A key unresolved issue is how the non-random distribution of pathology in ALS reflects differential network vulnerability, including molecular factors such as regional gene expression, or preferential spread of pathology via anatomical connections. A system of histopathological staging of ALS based on the regional burden of TDP-43 pathology observed in postmortem brains has been supported to some extent by analysis of distribution of in vivo structural MRI changes. In this paper, computational modeling using a Network Diffusion Model (NDM) was used to investigate whether a process of focal pathological 'seeding' followed by structural network-based spread recapitulated postmortem histopathological staging and, secondly, whether this had any correlation to the pattern of expression of a panel of genes implicated in ALS across the healthy brain. Regionally parcellated T1-weighted MRI data from ALS patients (baseline n=79) was studied in relation to a healthy control structural connectome and a database of associated regional cerebral gene expression. The NDM provided strong support for a structural network-based basis for regional pathological spread in ALS, but no simple relationship to the spatial distribution of ALS-related genes in the healthy brain. Interestingly, OPTN gene was identified as a significant but a weaker non-NDM contributor within the network-gene interaction model (LASSO). Intriguingly, the critical seed regions for spread within the model were not within the primary motor cortex but basal ganglia, thalamus and insula, where NDM recapitulated aspects of the postmortem histopathological staging system. Within the ALS-FTD clinicopathological spectrum, non-primary motor structures may be among the earliest sites of cerebral pathology.
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Affiliation(s)
- Sneha Pandya
- Department of Radiology, Weill Cornell Medicine, 1300 York Avenue, New York, NY, United States.
| | - Pedro D Maia
- Department of Mathematics, University of Texas at Arlington, TX, United States
| | - Benjamin Freeze
- Scripps Health/MD Anderson Cancer Center, Department of Radiology, CA, United States
| | - Ricarda A L Menke
- Wellcome Centre for Integrative Neuroimaging, University of Oxford, West Wing Level 6, Oxford OX2 7PZ, United Kingdom
| | - Kevin Talbot
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom
| | - Martin R Turner
- Wellcome Centre for Integrative Neuroimaging, University of Oxford, West Wing Level 6, Oxford OX2 7PZ, United Kingdom; Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom.
| | - Ashish Raj
- Department of Radiology, Weill Cornell Medicine, 1300 York Avenue, New York, NY, United States; Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA 94121, United States.
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20
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Londral A. Assistive Technologies for Communication Empower Patients With ALS to Generate and Self-Report Health Data. Front Neurol 2022; 13:867567. [PMID: 35557618 PMCID: PMC9090469 DOI: 10.3389/fneur.2022.867567] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 03/25/2022] [Indexed: 11/25/2022] Open
Affiliation(s)
- Ana Londral
- Value for Health CoLAB, Lisbon, Portugal
- Comprehensive Health Research Center, Nova Medical School, Nova University of Lisbon, Lisbon, Portugal
- *Correspondence: Ana Londral
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21
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Eye Movement Abnormalities in Amyotrophic Lateral Sclerosis. Brain Sci 2022; 12:brainsci12040489. [PMID: 35448020 PMCID: PMC9026966 DOI: 10.3390/brainsci12040489] [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: 02/28/2022] [Revised: 04/03/2022] [Accepted: 04/09/2022] [Indexed: 11/27/2022] Open
Abstract
It is generally believed that eye movements are completely spared in amyotrophic lateral sclerosis (ALS). Although a series of eye movement abnormalities has been recognized in recent years, the findings are highly controversial, and bulbar disabilities should be considered in relation to eye movement abnormalities. The present study aimed to determine whether eye movement abnormalities are present in ALS and, if so, to investigate their characteristics and their association with bulbar disability in ALS patients. A total of 60 patients and 30 controls were recruited and underwent the standardized evaluations of the oculomotor system using videonystagmography. Square-wave jerks (OR: 16.20, 95% CI: 3.50−74.95, p < 0.001) and abnormal cogwheeling during smooth pursuit (OR: 14.04, 95% CI: 3.00−65.75, p = 0.001) were more frequently observed in ALS patients than in the control subjects. In subgroup analyses, square-wave jerks (OR: 26.51, 95% CI: 2.83−248.05, p = 0.004) and abnormal cogwheeling during smooth pursuit (OR: 6.56, 95% CI: 1.19−36.16, p = 0.031) were found to be more common in ALS patients with bulbar involvement (n = 44) than in those without bulbar involvement (n = 16). There were no significant differences in the investigated eye movement parameters between bulbar-onset (n = 12) and spinal-onset patients (n = 48). ALS patients showed a range of eye movement abnormalities, affecting mainly the ocular fixation and smooth pursuit systems. Our pioneering study indicates that the region of involvement could better indicate the pathophysiological essence of the abnormalities than the type of onset pattern in ALS. Eye movement abnormalities may be potential clinical markers for objectively evaluating upper brainstem or supratentorial cerebral lesion neurodegeneration in ALS.
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22
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Finegan E, Siah WF, Li Hi Shing S, Chipika RH, Hardiman O, Bede P. Cerebellar degeneration in primary lateral sclerosis: an under-recognized facet of PLS. Amyotroph Lateral Scler Frontotemporal Degener 2022; 23:542-553. [PMID: 34991421 DOI: 10.1080/21678421.2021.2023188] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Abstract
While primary lateral sclerosis (PLS) has traditionally been regarded as a pure upper motor neuron disorder, recent clinical, neuroimaging and postmortem studies have confirmed significant extra-motor involvement. Sporadic reports have indicated that in addition to the motor cortex and corticospinal tracts, the cerebellum may also be affected in PLS. Cerebellar manifestations are difficult to ascertain in PLS as the clinical picture is dominated by widespread upper motor neuron signs. The likely contribution of cerebellar dysfunction to gait disturbance, falls, pseudobulbar affect and dysarthria may be overlooked in the context of progressive spasticity. The objective of this study is the comprehensive characterization of cerebellar gray and white matter degeneration in PLS using multiparametric quantitative neuroimaging methods to systematically evaluate each cerebellar lobule and peduncle. Forty-two patients with PLS and 117 demographically-matched healthy controls were enrolled in a prospective MRI study. Complementary volumetric and voxelwise analyses revealed focal cerebellar alterations instead of global cerebellar atrophy. Bilateral gray matter volume reductions were observed in lobules III, IV and VIIb. Significant diffusivity alterations within the superior cerebellar peduncle indicate disruption of the main cerebellar outflow tracts. These findings suggest that the considerable intra-cerebellar disease-burden is coupled with concomitant cerebro-cerebellar connectivity disruptions. While cerebellar dysfunction is challenging to demonstrate clinically, cerebellar pathology is likely to be a significant contributor to disability in PLS.
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Affiliation(s)
- Eoin Finegan
- Computational Neuroimaging Group, Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
| | - We Fong Siah
- Computational Neuroimaging Group, Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
| | - Stacey Li Hi Shing
- Computational Neuroimaging Group, Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
| | - Rangariroyashe H Chipika
- Computational Neuroimaging Group, Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
| | - Orla Hardiman
- Computational Neuroimaging Group, Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
| | - Peter Bede
- Computational Neuroimaging Group, Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland.,Department of Neurology, St James's Hospital Dublin, Dublin, Ireland
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Si Y, Wang L, Zhao M. Anti-saccade as a Tool to Evaluate Neurocognitive Impairment in Alcohol Use Disorder. Front Psychiatry 2022; 13:823848. [PMID: 35573351 PMCID: PMC9094713 DOI: 10.3389/fpsyt.2022.823848] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2021] [Accepted: 03/23/2022] [Indexed: 11/13/2022] Open
Abstract
It has been widely shown that chronic alcohol use leads to cognitive dysfunctions, especially inhibitory control. In an extension of the traditional approach, this research field has benefited from the emergence of innovative measures, among which is an anti-saccade, allowing direct and sensitive measure of the eye movements indexing attention bias to alcohol-related cues and the capability of inhibiting the reflexive saccades to the cues. During the past decade, there are numerous reports showing that drinkers make more unwanted reflexive saccades and longer latency in the anti-saccade task. These increased errors are usually explained by the deficits in inhibitory control. It has been demonstrated that inhibitory control on eye movement may be one of the earliest biomarkers of the onset of alcohol-related cognitive impairments. This review summarizes how an anti-saccade task can be used as a tool to investigate and assess the cognitive dysfunctions and the early detection of relapsing risk of alcohol dependence.
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Affiliation(s)
- Yuqi Si
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Lihui Wang
- Shanghai Key Laboratory of Psychotic Disorders, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Institute of Psychology and Behavioral Science, Shanghai Jiao Tong University, Shanghai, China
| | - Min Zhao
- Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Shanghai Key Laboratory of Psychotic Disorders, Shanghai, China.,CAS Center for Excellence in Brain Science and Intelligence Technology (CEBSIT), Chinese Academy of Sciences, Shanghai, China
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Poletti B, Solca F, Carelli L, Diena A, Colombo E, Torre S, Maranzano A, Greco L, Cozza F, Lizio A, Ferrucci R, Girotti F, Verde F, Morelli C, Lunetta C, Silani V, Ticozzi N. Association of Clinically Evident Eye Movement Abnormalities With Motor and Cognitive Features in Patients With Motor Neuron Disorders. Neurology 2021; 97:e1835-e1846. [PMID: 34504031 DOI: 10.1212/wnl.0000000000012774] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Accepted: 08/16/2021] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND AND OBJECTIVES Although oculomotor abnormalities (OMAs) are not usually considered prominent features of amyotrophic lateral sclerosis (ALS), they may represent potential clinical markers of neurodegeneration, especially when investigated together with cognitive and behavioral alterations. The aim of our study was to identify patterns of clinically evident OMAs in patients with ALS and to correlate such findings with cognitive-behavioral data. METHODS Three consecutive inpatient cohorts of Italian patients with ALS and controls were retrospectively evaluated to assess the frequency of OMAs and cognitive-behavioral alterations. The ALS population was divided into a discovery cohort and a replication cohort. Controls included a cohort of cognitively impaired individuals and patients with Alzheimer disease (AD). Participants underwent bedside eye movement evaluation to determine the presence and pattern of OMAs. Cognitive assessment was performed with a standard neuropsychological battery (discovery ALS cohort and AD cohort) and the Italian Edinburgh Cognitive and Behavioural ALS Screen (ECAS) (replication ALS cohort). RESULTS We recruited 864 individuals with ALS (635 discovery, 229 replication), 798 who were cognitively unimpaired and 171 with AD. OMAs were detected in 10.5% of our ALS cohort vs 1.6% of cognitively unimpaired controls (p = 1.2 × 10-14) and 11.4% of patients with AD (p = NS). The most frequent deficits were smooth pursuit and saccadic abnormalities. OMA frequency was higher in patients with bulbar onset, prominent upper motor neuron signs, and advanced disease stages. Cognitive dysfunction was significantly more frequent in patients with OMAs in both ALS cohorts (p = 1.1 × 10-25). Furthermore, OMAs significantly correlated with the severity of cognitive impairment and with pathologic scores at the ECAS ALS-specific domains. Last, OMAs could be observed in 35.0% of cognitively impaired patients with ALS vs 11.4% of patients with AD (p = 6.4 × 10-7), suggesting a possible involvement of frontal oculomotor areas in ALS. CONCLUSION Patients with ALS showed a range of clinically evident OMAs, and these alterations were significantly correlated with cognitive, but not behavioral, changes. OMAs may be a marker of neurodegeneration, and bedside assessment represents a rapid, highly specific tool for detecting cognitive impairment in ALS.
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Affiliation(s)
- Barbara Poletti
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Federica Solca
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Laura Carelli
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Alberto Diena
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Eleonora Colombo
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Silvia Torre
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Alessio Maranzano
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Lucia Greco
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Federica Cozza
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Andrea Lizio
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Roberta Ferrucci
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Floriano Girotti
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Federico Verde
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Claudia Morelli
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Christian Lunetta
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Vincenzo Silani
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy
| | - Nicola Ticozzi
- From the Department of Neurology (B.P., L.C., A.D., E.C., S.T., A.M., F.G., F.V., C.M., V.S., N.T.), Istituto Auxologico Italiano IRCCS; Department of Pathophysiology and Transplantation (F.S., F.V., V.S., N.T.), Dino Ferrari Center and Department of Health Sciences (R.F.), Aldo Ravelli Center for Neurotechnology and Experimental Brain Therapeutics, Universitá degli Studi di Milano; Neuromuscular Omnicenter (L.G., F.C., A.L., C.L.), Fondazione Serena Onlus; Department of Materials Science and COMiB Research Center (F.C.), Università degli Studi di Milano-Bicocca; ASST Santi Paolo e Carlo (R.F.), Neurology Clinic III; and IRCCS Ca Granda Foundation Maggiore Policlinico Hospital (R.F.), Milan, Italy.
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Souto D, Marsh O, Hutchinson C, Judge S, Paterson KB. Cognitive plasticity induced by gaze-control technology: Gaze-typing improves performance in the antisaccade task. COMPUTERS IN HUMAN BEHAVIOR 2021. [DOI: 10.1016/j.chb.2021.106831] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Gilmore M, Elman L, Babu S, Andres P, Floeter MK. Measuring disease progression in primary lateral sclerosis. Amyotroph Lateral Scler Frontotemporal Degener 2021; 21:59-66. [PMID: 33602016 DOI: 10.1080/21678421.2020.1837179] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Quantitative measures of disease severity are essential outcome measures for clinical trials. The slow progression of disease in primary lateral sclerosis (PLS) requires clinical measures that are sensitive to changes occurring within the time frame of a clinical trial. Proposed clinical outcome measures include the PLS functional rating scale (PLSFRS), burden scores derived from clinical examination findings, and quantitative measures of motor performance. The PLSFRS has good inter-rater reliability and showed greater longitudinal change over 6- and 12-months compared to the revised ALS functional rating scale. Examination-based upper motor neuron burden (UMNB) scales also have good reliability, and longitudinal studies are in process. Quantitative measures of strength, dexterity, gait, and speech have the potential to provide objective and precise measures of clinical change, but have been the least studied in persons with PLS.
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Affiliation(s)
- Madison Gilmore
- Department of Neurology, Columbia University Medical Center, New York, NY, USA
| | - Lauren Elman
- Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA
| | - Suma Babu
- Sean M Healy & AMG Center for ALS, Massachusetts General Hospital, Boston, MA, USA
| | - Patricia Andres
- Neurological Clinical Research Institute, Massachusetts General Hospital, Boston, MA, USA
| | - Mary Kay Floeter
- National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD, USA
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Liu Z, Yang Z, Gu Y, Liu H, Wang P. The effectiveness of eye tracking in the diagnosis of cognitive disorders: A systematic review and meta-analysis. PLoS One 2021; 16:e0254059. [PMID: 34252113 PMCID: PMC8274929 DOI: 10.1371/journal.pone.0254059] [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: 04/15/2021] [Accepted: 06/18/2021] [Indexed: 02/05/2023] Open
Abstract
Background Eye tracking (ET) is a viable marker for the recognition of cognitive disorders. We assessed the accuracy and clinical value of ET for the diagnosis of cognitive disorders in patients. Methods We searched the Medline, Embase, Web of Science, Cochrane Library, and Pubmed databases from inception to March 2, 2021, as well as the reference lists of identified primary studies. We included articles written in English that investigated ET for cognitive disorder patients—Mild cognitive impairment (MCI), Alzheimer’s disease (AD), Amyotrophic lateral sclerosis (ALS), and dementia. Two independent researchers extracted the data and the characteristics of each study; We calculated pooled sensitivities and specificities. A hierarchical summary of receiver performance characteristics (HSROC) model was used to test the diagnostic accuracy of ET for cognitive impairment (CI). Findings 11 studies met the inclusion criteria and were included in qualitative comprehensive analysis. Meta-analysis was performed on 9 trials using Neuropsychological Cognitive Testing (NCT) as the reference standard. The comprehensive sensitivity and specificity of ET for detecting cognitive disorders were 0.75 (95% CI 0.72–0.79) and 0.73 (95% CI 0.70 to 0.76), respectively. The combined positive likelihood ratio (LR+) was 2.74 (95%CI 2.32–3.24) and the negative likelihood ratio (LR−) was 0.27 (95%CI 0.18–0.42). Conclusions This review showed that ET technology could be used to detect the decline in CI, clinical use of ET techniques in combination with other tools to assess CI can be encouraged.
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Affiliation(s)
- Zicai Liu
- Department of Rehabilitation Medicine, Yue Bei People's Hospital, Shaoguan, Guangdong, China
| | - Zhen Yang
- Histology and Imaging platform, Core Facilities of West China Hospital, Sichuan University, China
| | - Yueming Gu
- Rehabilitation College of Gannan Medical University, Ganzhou, Jiangxi, China
| | - Huiyu Liu
- Department of Rehabilitation Medicine, Yue Bei People's Hospital, Shaoguan, Guangdong, China
| | - Pu Wang
- Department of Rehabilitation Medicine, The 7th Affiliated Hospital of Sun Yat-Sen University (Shenzhen), Shenzhen, Guangdong, China.,Guangdong Engineering and Technology Research Center for Rehabilitation Medicine and Translation, Guangzhou, China
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Behler A, Knehr A, Finsel J, Kunz MS, Lang C, Müller K, Müller HP, Pinkhardt EH, Ludolph AC, Lulé D, Kassubek J. Eye movement alterations in presymptomatic C9orf72 expansion gene carriers. J Neurol 2021; 268:3390-3399. [PMID: 33709219 PMCID: PMC8357645 DOI: 10.1007/s00415-021-10510-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 03/04/2021] [Accepted: 03/05/2021] [Indexed: 11/29/2022]
Abstract
Objective The clinical manifestation of amyotrophic lateral sclerosis (ALS) is characterized by motor neuron degeneration, whereas frontotemporal dementia (FTD) patients show alterations of behavior and cognition. Both share repeat expansions in C9orf72 as the most prevalent genetic cause. Before disease-defining symptoms onset, structural and functional changes at cortical level may emerge in C9orf72 carriers. Here, we characterized oculomotor parameters and their association to neuropsychological domains in apparently asymptomatic individuals with mutations in ALS/FTD genes. Patients and methods Forty-eight carriers of ALS genes, without any clinical symptoms underwent video-oculographic examination, including 22 subjects with C9orf72 mutation, 17 with SOD1, and 9 with other ALS associated gene mutations (n = 3 KIF5A; n = 3 FUS/FUS + TBK1; n = 1 NEK1; n = 1 SETX; n = 1 TDP43). A total of 17 subjects underwent a follow-up measurement. Data were compared to 54 age- and gender-matched healthy controls. Additionally, mutation carriers performed a neuropsychological assessment. Results In comparison to controls, the presymptomatic subjects performed significantly worse in executive oculomotor tasks such as the ability to perform correct anti-saccades. A gene mutation subgroup analysis showed that dysfunctions in C9orf72 carriers were much more pronounced than in SOD1 carriers. The anti-saccade error rate of ALS mutation carriers was associated with cognitive deficits: this correlation was increased in subjects with C9orf72 mutation, whereas SOD1 carriers showed no associations. Conclusion In C9orf72 carriers, executive eye movement dysfunctions, especially the increased anti-saccade error rate, were associated with cognitive impairment and unrelated to time. These oculomotor impairments are in support of developmental deficits in these mutations, especially in prefrontal areas.
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Affiliation(s)
- Anna Behler
- Department of Neurology, University of Ulm, Oberer Eselsberg 45, 89081, Ulm, Germany
| | - Antje Knehr
- Department of Neurology, University of Ulm, Oberer Eselsberg 45, 89081, Ulm, Germany
| | - Julia Finsel
- Neuropsychology, Department of Neurology, University of Ulm, Ulm, Germany
| | - Martin S Kunz
- Department of Neurology, University of Ulm, Oberer Eselsberg 45, 89081, Ulm, Germany
| | - Christina Lang
- Department of Neurology, University of Ulm, Oberer Eselsberg 45, 89081, Ulm, Germany
| | - Kathrin Müller
- Department of Neurology, University of Ulm, Oberer Eselsberg 45, 89081, Ulm, Germany
| | - Hans-Peter Müller
- Department of Neurology, University of Ulm, Oberer Eselsberg 45, 89081, Ulm, Germany
| | - Elmar H Pinkhardt
- Department of Neurology, University of Ulm, Oberer Eselsberg 45, 89081, Ulm, Germany
| | - Albert C Ludolph
- Department of Neurology, University of Ulm, Oberer Eselsberg 45, 89081, Ulm, Germany
| | - Dorothée Lulé
- Neuropsychology, Department of Neurology, University of Ulm, Ulm, Germany
| | - Jan Kassubek
- Department of Neurology, University of Ulm, Oberer Eselsberg 45, 89081, Ulm, Germany.
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Cozza F, Lizio A, Greco LC, Bona S, Donvito G, Carraro E, Tavazzi S, Ticozzi N, Poletti B, Sansone VA, Lunetta C. Ocular Involvement Occurs Frequently at All Stages of Amyotrophic Lateral Sclerosis: Preliminary Experience in a Large Italian Cohort. J Clin Neurol 2021; 17:96-105. [PMID: 33480204 PMCID: PMC7840315 DOI: 10.3988/jcn.2021.17.1.96] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 10/25/2020] [Accepted: 10/28/2020] [Indexed: 11/29/2022] Open
Abstract
Background and Purpose The study aimed to obtain optometric findings of amyotrophic lateral sclerosis (ALS) patients in different stages of the disease, and to determine the relation between ocular data and ALS-related features; that is, functional and cognitive impairment and staging. Methods The optometric protocol included tests of the ocular motility [broad-H test and Northeastern State University College of Optometry (NSUCO) test], near point of convergence (NPC), error refraction, best-corrected visual acuity, and binocular visual alignment, and an ocular symptoms questionnaire. The functional measures included the Amyotrophic Lateral Sclerosis Functional Rating Scale–revised (ALSFRS-r) and Milano-Torino staging (MiToS), and cognitive impairment was assessed using the Edinburgh Cognitive and Behavioural ALS Screen (ECAS). Demographic and clinical features were also collected, including whether the patients used an eye-tracking communication device (ETCD). Results Two-hundred consecutive ALS patients (median age of 64 years, 118 males and 82 females) in different stages of disease were recruited. Nearly 70% of patients reported at least one ocular symptom, and the use of an ETCD was found to be significantly related to the presence of most symptoms. Moreover, the severely symptomatic group was characterized by significantly lower ALSFRS-r total and subscale scores, and higher MiToS. Abnormal NPC values were significantly related to lower ALSFRS-r total and bulbar-subscale scores. Patients with acceptable NSUCO test values exhibited significantly higher ECAS scores. Conclusions The presence of ocular alteration in patients in different stages of ALS supports the idea that this is a multisystem disorder and emphasizes the importance of optometric evaluations in multidisciplinary assessments to address ocular impairment early in the disease process.
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Affiliation(s)
- Federica Cozza
- Neuromuscular Omnicentre (NEMO), Fondazione Serena Onlus, Milan, Italy.,Materials Science Department & COMiB Research Center, University of Milano Bicocca, Milan, Italy.
| | - Andrea Lizio
- Neuromuscular Omnicentre (NEMO), Fondazione Serena Onlus, Milan, Italy
| | | | - Stefania Bona
- Neuromuscular Omnicentre (NEMO), Fondazione Serena Onlus, Milan, Italy
| | - Giordana Donvito
- Neuromuscular Omnicentre (NEMO), Fondazione Serena Onlus, Milan, Italy
| | - Elena Carraro
- Neuromuscular Omnicentre (NEMO), Fondazione Serena Onlus, Milan, Italy
| | - Silvia Tavazzi
- Materials Science Department & COMiB Research Center, University of Milano Bicocca, Milan, Italy
| | - Nicola Ticozzi
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy.,Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy
| | - Barbara Poletti
- Department of Neurology and Laboratory of Neuroscience, Istituto Auxologico Italiano IRCCS, Milan, Italy
| | - Valeria Ada Sansone
- Neuromuscular Omnicentre (NEMO), Fondazione Serena Onlus, Milan, Italy.,Neurorehabilitation Unit, Department of Biomedical Sciences of Health, University of Milan, Milan, Italy
| | - Christian Lunetta
- Neuromuscular Omnicentre (NEMO), Fondazione Serena Onlus, Milan, Italy
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Castelnovo V, Canu E, Riva N, Poletti B, Cividini C, Fontana A, Solca F, Silani V, Filippi M, Agosta F. Progression of cognitive and behavioral disturbances in motor neuron diseases assessed using standard and computer-based batteries. Amyotroph Lateral Scler Frontotemporal Degener 2021; 22:223-236. [DOI: 10.1080/21678421.2020.1867179] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Veronica Castelnovo
- Neuroimaging Research Unit, Division of Neuroscience, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Elisa Canu
- Neuroimaging Research Unit, Division of Neuroscience, Milan, Italy
| | - Nilo Riva
- Neurology Unit and Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Barbara Poletti
- Department of Neurology and Laboratory of Neuroscience, IRCCS Istituto Auxologico Italiano, Milan, Italy
| | - Camilla Cividini
- Neuroimaging Research Unit, Division of Neuroscience, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Andrea Fontana
- Unit of Biostatistics, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Foggia, Italy
| | - Federica Solca
- Department of Neurology and Laboratory of Neuroscience, IRCCS Istituto Auxologico Italiano, Milan, Italy
| | - Vincenzo Silani
- Department of Neurology and Laboratory of Neuroscience, IRCCS Istituto Auxologico Italiano, Milan, Italy
- Department of Pathophysiology and Transplantation, “Dino Ferrari” Center, Università degli Studi di Milano, Milano, Italy, and
| | - Massimo Filippi
- Neuroimaging Research Unit, Division of Neuroscience, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
- Neurology Unit and Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Neurophysiology Service, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Federica Agosta
- Neuroimaging Research Unit, Division of Neuroscience, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
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31
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Rojas P, Ramírez AI, Fernández-Albarral JA, López-Cuenca I, Salobrar-García E, Cadena M, Elvira-Hurtado L, Salazar JJ, de Hoz R, Ramírez JM. Amyotrophic Lateral Sclerosis: A Neurodegenerative Motor Neuron Disease With Ocular Involvement. Front Neurosci 2020; 14:566858. [PMID: 33071739 PMCID: PMC7544921 DOI: 10.3389/fnins.2020.566858] [Citation(s) in RCA: 53] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Accepted: 08/24/2020] [Indexed: 12/11/2022] Open
Abstract
Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease that causes degeneration of the lower and upper motor neurons and is the most prevalent motor neuron disease. This disease is characterized by muscle weakness, stiffness, and hyperreflexia. Patients survive for a short period from the onset of the disease. Most cases are sporadic, with only 10% of the cases being genetic. Many genes are now known to be involved in familial ALS cases, including some of the sporadic cases. It has also been observed that, in addition to genetic factors, there are numerous molecular mechanisms involved in these pathologies, such as excitotoxicity, mitochondrial disorders, alterations in axonal transport, oxidative stress, accumulation of misfolded proteins, and neuroinflammation. This pathology affects the motor neurons, the spinal cord, the cerebellum, and the brain, but recently, it has been shown that it also affects the visual system. This impact occurs not only at the level of the oculomotor system but also at the retinal level, which is why the retina is being proposed as a possible biomarker of this pathology. The current review discusses the main aspects mentioned above related to ALS, such as the main genes involved, the most important molecular mechanisms that affect this pathology, its ocular involvement, and the possible usefulness of the retina as a biomarker.
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Affiliation(s)
- Pilar Rojas
- Instituto de Investigaciones Oftalmológicas Ramón Castroviejo, Universidad Complutense de Madrid, Madrid, Spain.,Hospital General Universitario Gregorio Marañón, Instituto Oftálmico de Madrid, Madrid, Spain
| | - Ana I Ramírez
- Instituto de Investigaciones Oftalmológicas Ramón Castroviejo, Universidad Complutense de Madrid, Madrid, Spain.,OFTARED, ISCIII, Madrid, Spain.,Departamento de Inmunología Oftalmología y ORL, Facultad de Óptica y Optometría, Universidad Complutense de Madrid, Madrid, Spain
| | - José A Fernández-Albarral
- Instituto de Investigaciones Oftalmológicas Ramón Castroviejo, Universidad Complutense de Madrid, Madrid, Spain
| | - Inés López-Cuenca
- Instituto de Investigaciones Oftalmológicas Ramón Castroviejo, Universidad Complutense de Madrid, Madrid, Spain
| | - Elena Salobrar-García
- Instituto de Investigaciones Oftalmológicas Ramón Castroviejo, Universidad Complutense de Madrid, Madrid, Spain.,OFTARED, ISCIII, Madrid, Spain.,Departamento de Inmunología Oftalmología y ORL, Facultad de Óptica y Optometría, Universidad Complutense de Madrid, Madrid, Spain
| | - Manuel Cadena
- Hospital General Universitario Gregorio Marañón, Instituto Oftálmico de Madrid, Madrid, Spain
| | - Lorena Elvira-Hurtado
- Instituto de Investigaciones Oftalmológicas Ramón Castroviejo, Universidad Complutense de Madrid, Madrid, Spain
| | - Juan J Salazar
- Instituto de Investigaciones Oftalmológicas Ramón Castroviejo, Universidad Complutense de Madrid, Madrid, Spain.,OFTARED, ISCIII, Madrid, Spain.,Departamento de Inmunología Oftalmología y ORL, Facultad de Óptica y Optometría, Universidad Complutense de Madrid, Madrid, Spain
| | - Rosa de Hoz
- Instituto de Investigaciones Oftalmológicas Ramón Castroviejo, Universidad Complutense de Madrid, Madrid, Spain.,OFTARED, ISCIII, Madrid, Spain.,Departamento de Inmunología Oftalmología y ORL, Facultad de Óptica y Optometría, Universidad Complutense de Madrid, Madrid, Spain
| | - José M Ramírez
- Instituto de Investigaciones Oftalmológicas Ramón Castroviejo, Universidad Complutense de Madrid, Madrid, Spain.,OFTARED, ISCIII, Madrid, Spain.,Departamento de Inmunología Oftalmología y ORL, Facultad de Medicina, Universidad Complutense de Madrid, Madrid, Spain
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32
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Carr DB, Grover P. The Role of Eye Tracking Technology in Assessing Older Driver Safety. Geriatrics (Basel) 2020; 5:E36. [PMID: 32517336 PMCID: PMC7345272 DOI: 10.3390/geriatrics5020036] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2020] [Revised: 05/21/2020] [Accepted: 05/22/2020] [Indexed: 12/11/2022] Open
Abstract
A growing body of literature is focused on the use of eye tracking (ET) technology to understand the association between objective visual parameters and higher order brain processes such as cognition. One of the settings where this principle has found practical utility is in the area of driving safety. METHODS We reviewed the literature to identify the changes in ET parameters with older adults and neurodegenerative disease. RESULTS This narrative review provides a brief overview of oculomotor system anatomy and physiology, defines common eye movements and tracking variables that are typically studied, explains the most common methods of eye tracking measurements during driving in simulation and in naturalistic settings, and examines the association of impairment in ET parameters with advanced age and neurodegenerative disease. CONCLUSION ET technology is becoming less expensive, more portable, easier to use, and readily applicable in a variety of clinical settings. Older adults and especially those with neurodegenerative disease may have impairments in visual search parameters, placing them at risk for motor vehicle crashes. Advanced driver assessment systems are becoming more ubiquitous in newer cars and may significantly reduce crashes related to impaired visual search, distraction, and/or fatigue.
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Affiliation(s)
- David B. Carr
- Department of Medicine and Neurology, Washington University School of Medicine, St Louis, MO 63110, USA
| | - Prateek Grover
- Department of Neurology, Washington University School of Medicine, St Louis, MO 63110, USA;
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33
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Liu AJ, Chang JE, Naasan G, Boxer AL, Miller BL, Spina S. Progressive supranuclear palsy and primary lateral sclerosis secondary to globular glial tauopathy: a case report and a practical theoretical framework for the clinical prediction of this rare pathological entity. Neurocase 2020; 26:91-97. [PMID: 32090696 PMCID: PMC7197509 DOI: 10.1080/13554794.2020.1732427] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Globular glial tauopathy (GGT) is a rare 4-repeat tauopathy characterized by the accumulation of tau globular inclusions in astrocytes and oligodendrocytes. Several clinical phenotypes have been associated with GGT, making the prediction of this rare pathological entity difficult. We report the case of a patient with eye-movement abnormalities and gait instability, reminiscent of progressive supranuclear palsy-Richardson's syndrome (PSP-RS), who later developed upper motor neuron symptoms suggestive of primary lateral sclerosis (PLS). Neuropathological assessment revealed GGT type III pathology. A theoretical framework is proposed to help clinicians predict GGT in subjects with coexistent features of PSP-RS and PLS.
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Affiliation(s)
- Andy J Liu
- Memory and Aging Center, Department of Neurology, University of California San Francisco, San Francisco, CA, USA
| | - Jessica E Chang
- Department of Psychological Services, San Francisco Veterans Affairs Medical Center, San Francisco, CA, USA
| | - Georges Naasan
- Memory and Aging Center, Department of Neurology, University of California San Francisco, San Francisco, CA, USA
| | - Adam L Boxer
- Memory and Aging Center, Department of Neurology, University of California San Francisco, San Francisco, CA, USA
| | - Bruce L Miller
- Memory and Aging Center, Department of Neurology, University of California San Francisco, San Francisco, CA, USA
| | - Salvatore Spina
- Memory and Aging Center, Department of Neurology, University of California San Francisco, San Francisco, CA, USA
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34
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Abstract
Primary lateral sclerosis (PLS) is a rare neurodegenerative disorder at the upper motor neurone extreme of the spectrum of motor neurone disease. The diagnosis is clinical and based on the characteristic features of slowly progressive spasticity beginning in the lower limbs, or more rarely with spastic dysarthria, typically presenting around 50 years of age. The absence of lower motor neurone involvement is considered to be a defining feature, but confident distinction of PLS from upper motor neurone-predominant forms of amyotrophic lateral sclerosis may be difficult in the first few years. Corticobulbar involvement in PLS is frequently accompanied by emotionality. While there may be dysphagia, gastrostomy is rarely required to maintain nutrition. Cognitive dysfunction is recognised, though dementia is rarely a prominent management issue. PLS is not necessarily life shortening. Specialised multidisciplinary care is recommended. Increasing international research cooperation is required if the aspiration of dedicated therapeutic trials for PLS is to be achieved.
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Affiliation(s)
- Martin R Turner
- Nuffield Department of Clinical Neurosciences, Oxford University, Oxford, UK
| | - Kevin Talbot
- Nuffield Department of Clinical Neurosciences, Oxford University, Oxford, UK
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35
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Tao L, Wang Q, Liu D, Wang J, Zhu Z, Feng L. Eye tracking metrics to screen and assess cognitive impairment in patients with neurological disorders. Neurol Sci 2020; 41:1697-1704. [PMID: 32125540 DOI: 10.1007/s10072-020-04310-y] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2019] [Accepted: 02/20/2020] [Indexed: 12/11/2022]
Abstract
PURPOSE OF REVIEW Eye tracking is a powerful method to investigate the relationship between behavior and neural mechanisms. In recent years, eye movement analysis has been used in patients with neurological disorders to assess cognitive function. In this review, we explore the latest eye tracking researches in neurological disorders that are commonly associated with cognitive deficits, specifically, amyotrophic lateral sclerosis (ALS), Alzheimer's disease (AD), Parkinson's disease (PD), multiple sclerosis (MS), and epilepsy. We focus on the application of ocular measures in these disorders, with the goal of understanding how eye tracking technology can be used in the clinical setting. FINDINGS Eye tracking tasks (especially saccadic tasks) are often used as an adjunct to traditional scales for cognitive assessment. Eye tracking data confirmed that executive dysfunction is common in PD and ALS, whereas AD and MS are characterized by attention deficits. Research in evaluating cognitive function in epilepsy using eye tracking is still in its early stages, but this approach has shown advantages as a sensitive quantitative method with high temporal and spatial resolution. Eye tracking technology can facilitate the assessment of cognitive impairment with higher temporal resolution and finer granularity than traditional cognitive assessment. Oculomotor data collected during cognitive tasks can provide insight into biological processes. Eye tracking provides a nonverbal and less cognitively demanding method of measuring disease progression in cognitively impaired patients.
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Affiliation(s)
- Ling Tao
- XiangYa School of Medicine, Central South University, Changsha, Hunan, China
| | - Quan Wang
- Key Laboratory of Biomedical Spectroscopy of Xi' An, Key Laboratory of Spectral Imaging technology, Xi'an, Institute of Optics and Precision Mechanics (XIOPM), Chinese Academy of Sciences, Xi' An, China
| | - Ding Liu
- Department of Neurology, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Jing Wang
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Ziqing Zhu
- XiangYa School of Medicine, Central South University, Changsha, Hunan, China
| | - Li Feng
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China.
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36
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Huynh W, Ahmed R, Mahoney CJ, Nguyen C, Tu S, Caga J, Loh P, Lin CSY, Kiernan MC. The impact of cognitive and behavioral impairment in amyotrophic lateral sclerosis. Expert Rev Neurother 2020; 20:281-293. [DOI: 10.1080/14737175.2020.1727740] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Affiliation(s)
- William Huynh
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
- Prince of Wales Clinical School, The University of New South Wales, Sydney, Australia
| | - Rebekah Ahmed
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
- Department of Clinical Neurosciences, Royal Prince Alfred Hospital, Sydney, Australia
| | - Colin J. Mahoney
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
| | - Chilan Nguyen
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
- School of Medicine, The University of Notre Dame, Sydney, Australia
| | - Sicong Tu
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
- Nuffield Department of Clinical Neuroscience, University of Oxford, Oxford, UK
| | - Jashelle Caga
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
| | - Patricia Loh
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
| | - Cindy S-Y Lin
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
| | - Matthew C. Kiernan
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
- Department of Clinical Neurosciences, Royal Prince Alfred Hospital, Sydney, Australia
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37
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Rojas P, de Hoz R, Ramírez AI, Ferreras A, Salobrar-Garcia E, Muñoz-Blanco JL, Urcelay-Segura JL, Salazar JJ, Ramírez JM. Changes in Retinal OCT and Their Correlations with Neurological Disability in Early ALS Patients, a Follow-Up Study. Brain Sci 2019; 9:brainsci9120337. [PMID: 31771268 PMCID: PMC6955774 DOI: 10.3390/brainsci9120337] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2019] [Revised: 11/12/2019] [Accepted: 11/21/2019] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND To compare early visual changes in amyotrophic lateral sclerosis (ALS) patients with healthy controls in a baseline exploration, to follow-up the patients after 6 months, and to correlate these visual changes with neurological disability. METHODS All patients underwent a comprehensive neurological and ophthalmological examination. A linear mixed analysis and Bonferroni p-value correction were performed, testing four comparisons as follows: Control baseline vs. control follow-up, control baseline vs. ALS baseline, control follow-up vs. ALS follow-up, and ALS baseline vs. ALS follow-up. RESULTS The mean time from the diagnosis was 10.80 ± 5.5 months. The analysis of the optical coherence tomography (OCT) showed: (1) In ALS baseline vs. control baseline, a macular significantly increased thickness of the inner macular ring temporal and inferior areas; (2) in ALS follow-up vs. ALS baseline, a significant macular thinning in the inner and outer macular ring inferior areas; (3) in ALS follow-up vs. ALS baseline, a significant peripapillary retinal nerve fiber layer (pRNFL) thinning in the superior and inferior quadrants; and (4) ALS patients showed a moderate correlation between some OCT pRNFL parameters and Amyotrophic Lateral Sclerosis Functional Rating Scale-Revised (ALSFRS-R) score. CONCLUSION The OCT showed retinal changes in patients with motoneuron disease and could serve as a complementary tool for studying ALS.
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Affiliation(s)
- Pilar Rojas
- General University Hospital Gregorio Marañón, Ophthalmic Institute of Madrid, 28007 Madrid, Spain; (P.R.); (J.L.U.-S.)
- Ramón Castroviejo Ophthalmological Research Institute, Complutense University of Madrid, 28040 Madrid, Spain; (R.d.H.); (A.I.R.); (E.S.-G.)
| | - Rosa de Hoz
- Ramón Castroviejo Ophthalmological Research Institute, Complutense University of Madrid, 28040 Madrid, Spain; (R.d.H.); (A.I.R.); (E.S.-G.)
- Department of Immunology, Ophthalmology and Otorhinolaryngology, School of Optics and Optometry, Complutense University of Madrid, 28037 Madrid, Spain
| | - Ana I. Ramírez
- Ramón Castroviejo Ophthalmological Research Institute, Complutense University of Madrid, 28040 Madrid, Spain; (R.d.H.); (A.I.R.); (E.S.-G.)
- Department of Immunology, Ophthalmology and Otorhinolaryngology, School of Optics and Optometry, Complutense University of Madrid, 28037 Madrid, Spain
| | - Antonio Ferreras
- Miguel Servet University Hospital, Aragonese Institute of Health Sciences, 50009 Zaragoza, Spain;
| | - Elena Salobrar-Garcia
- Ramón Castroviejo Ophthalmological Research Institute, Complutense University of Madrid, 28040 Madrid, Spain; (R.d.H.); (A.I.R.); (E.S.-G.)
- Department of Immunology, Ophthalmology and Otorhinolaryngology, School of Medicine, Complutense University, 28040 Madrid, Spain
| | - José L. Muñoz-Blanco
- Department of Neurology, ALS-Neuromuscular Unit, Gregorio Marañón Health Research Institute, 28007 Madrid, Spain;
| | - José L. Urcelay-Segura
- General University Hospital Gregorio Marañón, Ophthalmic Institute of Madrid, 28007 Madrid, Spain; (P.R.); (J.L.U.-S.)
- Department of Immunology, Ophthalmology and Otorhinolaryngology, School of Medicine, Complutense University, 28040 Madrid, Spain
| | - Juan J. Salazar
- Ramón Castroviejo Ophthalmological Research Institute, Complutense University of Madrid, 28040 Madrid, Spain; (R.d.H.); (A.I.R.); (E.S.-G.)
- Department of Immunology, Ophthalmology and Otorhinolaryngology, School of Optics and Optometry, Complutense University of Madrid, 28037 Madrid, Spain
- Correspondence: (J.J.S.); (J.M.R.)
| | - José M. Ramírez
- Ramón Castroviejo Ophthalmological Research Institute, Complutense University of Madrid, 28040 Madrid, Spain; (R.d.H.); (A.I.R.); (E.S.-G.)
- Department of Immunology, Ophthalmology and Otorhinolaryngology, School of Medicine, Complutense University, 28040 Madrid, Spain
- Correspondence: (J.J.S.); (J.M.R.)
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Bueno APA, Sato JR, Hornberger M. Eye tracking - The overlooked method to measure cognition in neurodegeneration? Neuropsychologia 2019; 133:107191. [PMID: 31521634 DOI: 10.1016/j.neuropsychologia.2019.107191] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Revised: 08/26/2019] [Accepted: 09/08/2019] [Indexed: 12/11/2022]
Abstract
Eye tracking (ET) studies are becoming increasingly popular due to rapid methodological and technological advances as well as the development of cost efficient and portable eye trackers. Although historically ET has been mostly employed in psychophysics or developmental cognition studies, there is also promising scope to use ET for movement disorders and measuring cognitive processes in neurodegeneration. Particularly, ET can be a powerful tool for cognitive and neuropsychological assessments of patients with pathologies affecting motor and verbal abilities, as tasks can be adapted without requiring motor (except eye movements) or verbal responses. In this review, we will examine the existing evidence of ET methods in neurodegenerative conditions and its potential clinical impact for cognitive assessment. We highlight that current evidence for ET is mostly focused on diagnostics of cognitive impairments in neurodegenerative disorders, where it is debatable whether it has any more sensitivity or specificity than existing cognitive assessments. By contrast, there is currently a lack of ET studies in more advanced disease stages, when patients' motor and verbal functions can be significantly affected, and standard cognitive assessments are challenging or often not possible. We conclude that ET is a promising method not only for cognitive diagnostics but more importantly, for potential cognitive disease tracking in progressive neurodegenerative conditions.
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Affiliation(s)
- A P A Bueno
- - Center of Mathematics, Computing and Cognition, Universidade Federal do ABC, Santo André, Brazil; - Department of Medicine, Norwich Medical School, University of East Anglia, Norwich, UK.
| | - J R Sato
- - Center of Mathematics, Computing and Cognition, Universidade Federal do ABC, Santo André, Brazil
| | - M Hornberger
- - Department of Medicine, Norwich Medical School, University of East Anglia, Norwich, UK; - Norfolk and Suffolk NHS Foundation Trust, Norwich, UK
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Ragagnin AMG, Shadfar S, Vidal M, Jamali MS, Atkin JD. Motor Neuron Susceptibility in ALS/FTD. Front Neurosci 2019; 13:532. [PMID: 31316328 PMCID: PMC6610326 DOI: 10.3389/fnins.2019.00532] [Citation(s) in RCA: 129] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Accepted: 05/08/2019] [Indexed: 12/11/2022] Open
Abstract
Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease characterized by the death of both upper and lower motor neurons (MNs) in the brain, brainstem and spinal cord. The neurodegenerative mechanisms leading to MN loss in ALS are not fully understood. Importantly, the reasons why MNs are specifically targeted in this disorder are unclear, when the proteins associated genetically or pathologically with ALS are expressed ubiquitously. Furthermore, MNs themselves are not affected equally; specific MNs subpopulations are more susceptible than others in both animal models and human patients. Corticospinal MNs and lower somatic MNs, which innervate voluntary muscles, degenerate more readily than specific subgroups of lower MNs, which remain resistant to degeneration, reflecting the clinical manifestations of ALS. In this review, we discuss the possible factors intrinsic to MNs that render them uniquely susceptible to neurodegeneration in ALS. We also speculate why some MN subpopulations are more vulnerable than others, focusing on both their molecular and physiological properties. Finally, we review the anatomical network and neuronal microenvironment as determinants of MN subtype vulnerability and hence the progression of ALS.
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Affiliation(s)
- Audrey M G Ragagnin
- Centre for Motor Neuron Disease Research, Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, NSW, Australia
| | - Sina Shadfar
- Centre for Motor Neuron Disease Research, Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, NSW, Australia
| | - Marta Vidal
- Centre for Motor Neuron Disease Research, Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, NSW, Australia
| | - Md Shafi Jamali
- Centre for Motor Neuron Disease Research, Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, NSW, Australia
| | - Julie D Atkin
- Centre for Motor Neuron Disease Research, Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, NSW, Australia.,Department of Biochemistry and Genetics, La Trobe Institute for Molecular Science, La Trobe University, Melbourne, VIC, Australia
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Lenglet T, Mirault J, Veyrat-Masson M, Funkiewiez A, Amador MDM, Bruneteau G, Le Forestier N, Pradat PF, Salachas F, Vacher Y, Lacomblez L, Lorenceau J. Cursive Eye-Writing With Smooth-Pursuit Eye-Movement Is Possible in Subjects With Amyotrophic Lateral Sclerosis. Front Neurosci 2019; 13:538. [PMID: 31191230 PMCID: PMC6548885 DOI: 10.3389/fnins.2019.00538] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Accepted: 05/09/2019] [Indexed: 11/13/2022] Open
Abstract
Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disorder causing a progressive motor weakness of all voluntary muscles, whose progression challenges communication modalities such as handwriting or speech. The current study investigated whether ALS subjects can use Eye-On-Line (EOL), a novel eye-operated communication device allowing, after training, to voluntarily control smooth-pursuit eye-movements (SPEM) so as to eye-write in cursive. To that aim, ALS participants (n = 12) with preserved eye-movements but impaired handwriting were trained during six on-site visits. The primary outcome of the study was the recognition of eye-written digits (0-9) from ALS and healthy control subjects by naïve "readers." Changes in oculomotor performance and the safety of EOL were also evaluated. At the end of the program, 69.4% of the eye-written digits from 11 ALS subjects were recognized by naïve readers, similar to the 67.3% found for eye-written digits from controls participants, with however, large inter-individual differences in both groups of "writers." Training with EOL was associated with a transient fatigue leading one ALS subject to drop out the study at the fifth visit. Otherwise, itching eyes was the most common adverse event (3 subjects). This study shows that, despite the impact of ALS on the motor system, most ALS participants could improve their mastering of eye-movements, so as to produce recognizable eye-written digits, although the eye-traces sometimes needed smoothing to ease digit legibility from both ALS subjects and control participants. The capability to endogenously and voluntarily generate eye-traces using EOL brings a novel way to communicate for disabled individuals, allowing creative personal and emotional expression.
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Affiliation(s)
- Timothée Lenglet
- Département de Neurologie, Centre de Référence SLA-IdF, Hôpital Pitié Salpêtrière, AP-HP, Paris, France.,Département de Neurophysiologie, Hôpital Pitié Salpêtrière, AP-HP, Paris, France
| | - Jonathan Mirault
- Laboratoire des Systèmes Perceptifs (UMR 8248), Département d'Études Cognitives de l'École Normale Supérieure, Paris, France
| | - Marie Veyrat-Masson
- Laboratoire des Systèmes Perceptifs (UMR 8248), Département d'Études Cognitives de l'École Normale Supérieure, Paris, France
| | - Aurélie Funkiewiez
- Institut du Cerveau et de la Moelle Epinière (ICM), UMRS 975, ICM-INSERM 1127, FrontLab, Paris, France.,Département de Neurologie, Institut de la Mémoire et de la Maladie d'Alzheimer, Centre de Référence National 'Démences Rares', Hôpital Pitié Salpêtrière, AP-HP, Paris, France
| | - Maria Del Mar Amador
- Département de Neurologie, Centre de Référence SLA-IdF, Hôpital Pitié Salpêtrière, AP-HP, Paris, France
| | - Gaelle Bruneteau
- Département de Neurologie, Centre de Référence SLA-IdF, Hôpital Pitié Salpêtrière, AP-HP, Paris, France.,Centre de Recherche en Myologie, UMRS974, Equipe 10 NMCONNECT, Sorbonne Université, Paris, France
| | - Nadine Le Forestier
- Département de Neurologie, Centre de Référence SLA-IdF, Hôpital Pitié Salpêtrière, AP-HP, Paris, France.,Département de Recherche en Éthique, EA 1610: Etude des Sciences et Techniques, Université Paris Sud/Paris Saclay, Paris, France
| | - Pierre-Francois Pradat
- Département de Neurologie, Centre de Référence SLA-IdF, Hôpital Pitié Salpêtrière, AP-HP, Paris, France.,Sorbonne Université, CNRS, INSERM, Laboratoire d'Imagerie Biomédicale, Paris, France.,Northern Ireland Centre for Stratified Medicine, Biomedical Sciences Research Institute Ulster University, C-TRIC, Altnagelvin Area Hospital, Londonderry, United Kingdom
| | - Francois Salachas
- Département de Neurologie, Centre de Référence SLA-IdF, Hôpital Pitié Salpêtrière, AP-HP, Paris, France
| | - Yannick Vacher
- Délégation à la Recherche Clinique et à l'Innovation (DRCI), Hôpital Saint-Louis, APHP, Paris, France
| | - Lucette Lacomblez
- Sorbonne Université, INSERM UMRS 1127 and CIC-1422, ICM, Hôpital Pitié Salpêtrière, Département de Neurologie, AP-HP, Paris, France
| | - Jean Lorenceau
- Laboratoire des Systèmes Perceptifs (UMR 8248), Département d'Études Cognitives de l'École Normale Supérieure, Paris, France.,Sorbonne Université, Institut de la Vision, Inserm UMR S 968-CNRS UMR 7210, Paris, France
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Lai HY, Saavedra-Pena G, Sodini CG, Sze V, Heldt T. Measuring Saccade Latency Using Smartphone Cameras. IEEE J Biomed Health Inform 2019; 24:885-897. [PMID: 31056528 DOI: 10.1109/jbhi.2019.2913846] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Accurate quantification of neurodegenerative disease progression is an ongoing challenge that complicates efforts to understand and treat these conditions. Clinical studies have shown that eye movement features may serve as objective biomarkers to support diagnosis and tracking of disease progression. Here, we demonstrate that saccade latency-an eye movement measure of reaction time-can be measured robustly outside of the clinical environment with a smartphone camera. METHODS To enable tracking of saccade latency in large cohorts of patients and control subjects, we combined a deep convolutional neural network for gaze estimation with a model-based approach for saccade onset determination that provides automated signal-quality quantification and artifact rejection. RESULTS Simultaneous recordings with a smartphone and a high-speed camera resulted in negligible differences in saccade latency distributions. Furthermore, we demonstrated that the constraint of chinrest support can be removed when recording healthy subjects. Repeat smartphone-based measurements of saccade latency in 11 self-reported healthy subjects resulted in an intraclass correlation coefficient of 0.76, showing our approach has good to excellent test-retest reliability. Additionally, we conducted more than 19 000 saccade latency measurements in 29 self-reported healthy subjects and observed significant intra- and inter-subject variability, which highlights the importance of individualized tracking. Lastly, we showed that with around 65 measurements we can estimate mean saccade latency to within less-than-10-ms precision, which takes within 4 min with our setup. CONCLUSION AND SIGNIFICANCE By enabling repeat measurements of saccade latency and its distribution in individual subjects, our framework opens the possibility of quantifying patient state on a finer timescale in a broader population than previously possible.
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Chipika RH, Finegan E, Li Hi Shing S, Hardiman O, Bede P. Tracking a Fast-Moving Disease: Longitudinal Markers, Monitoring, and Clinical Trial Endpoints in ALS. Front Neurol 2019; 10:229. [PMID: 30941088 PMCID: PMC6433752 DOI: 10.3389/fneur.2019.00229] [Citation(s) in RCA: 57] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2018] [Accepted: 02/22/2019] [Indexed: 12/13/2022] Open
Abstract
Amyotrophic lateral sclerosis (ALS) encompasses a heterogeneous group of phenotypes with different progression rates, varying degree of extra-motor involvement and divergent progression patterns. The natural history of ALS is increasingly evaluated by large, multi-time point longitudinal studies, many of which now incorporate presymptomatic and post-mortem assessments. These studies not only have the potential to characterize patterns of anatomical propagation, molecular mechanisms of disease spread, but also to identify pragmatic monitoring markers. Sensitive markers of progressive neurodegenerative change are indispensable for clinical trials and individualized patient care. Biofluid markers, neuroimaging indices, electrophysiological markers, rating scales, questionnaires, and other disease-specific instruments have divergent sensitivity profiles. The discussion of candidate monitoring markers in ALS has a dual academic and clinical relevance, and is particularly timely given the increasing number of pharmacological trials. The objective of this paper is to provide a comprehensive and critical review of longitudinal studies in ALS, focusing on the sensitivity profile of established and emerging monitoring markers.
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Affiliation(s)
| | - Eoin Finegan
- Computational Neuroimaging Group, Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
| | - Stacey Li Hi Shing
- Computational Neuroimaging Group, Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
| | - Orla Hardiman
- Computational Neuroimaging Group, Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
| | - Peter Bede
- Computational Neuroimaging Group, Biomedical Sciences Institute, Trinity College Dublin, Dublin, Ireland
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Tu S, Menke RAL, Talbot K, Kiernan MC, Turner MR. Cerebellar tract alterations in PLS and ALS. Amyotroph Lateral Scler Frontotemporal Degener 2019; 20:281-284. [DOI: 10.1080/21678421.2018.1562554] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Affiliation(s)
- Sicong Tu
- Brain and Mind Centre, Sydney Medical School, The University of Sydney, Sydney, Australia,
- Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford, UK
- Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Ricarda A. L. Menke
- Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford, UK
- Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Kevin Talbot
- Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Matthew C. Kiernan
- Brain and Mind Centre, Sydney Medical School, The University of Sydney, Sydney, Australia,
| | - Martin R. Turner
- Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford, UK
- Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, University of Oxford, Oxford, UK
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Poletti B, Carelli L, Faini A, Solca F, Meriggi P, Lafronza A, Ciringione L, Pedroli E, Ticozzi N, Ciammola A, Cipresso P, Riva G, Silani V. The Arrows and Colors Cognitive Test (ACCT): A new verbal-motor free cognitive measure for executive functions in ALS. PLoS One 2018; 13:e0200953. [PMID: 30091987 PMCID: PMC6084851 DOI: 10.1371/journal.pone.0200953] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Accepted: 07/04/2018] [Indexed: 11/18/2022] Open
Abstract
Background and objective The presence of executive deficits in patients with Amyotrophic Lateral Sclerosis is well established, even if standardized measures are difficult to obtain due to progressive physical disability of the patients. We present clinical data concerning a newly developed measure of cognitive flexibility, administered by means of Eye-Tracking (ET) technology in order to bypass verbal-motor limitations. Methods 21 ALS patients and 21 age-and education-matched healthy subjects participated in an ET-based cognitive assessment, including a newly developed test of cognitive flexibility (Arrows and Colors Cognitive Test–ACCT) and other oculomotor-driven measures of cognitive functions. A standard screening of frontal and working memory abilities and global cognitive efficiency was administered to all subjects, in addition to a psychological self-rated assessment. For ALS patients, a clinical examination was also performed. Results ACCT successfully discriminated between patients and healthy controls, mainly concerning execution times obtained at different subtests. A qualitative analysis performed on error distributions in patients highlighted a lower prevalence of perseverative errors, with respect to other type of errors. Correlations between ACCT and other ET-based frontal-executive measures were significant and involved different frontal sub-domains. Limited correlations were observed between ACCT and standard ‘paper and pencil’ cognitive tests. Conclusions The newly developed ET-based measure of cognitive flexibility could be a useful tool to detect slight frontal impairments in non-demented ALS patients by bypassing verbal-motor limitations through the oculomotor-driven administration. The findings reported in the present study represent the first contribution towards the development of a full verbal-motor free executive test for ALS patients.
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Affiliation(s)
- Barbara Poletti
- Department of Neurology and Laboratory of Neuroscience—IRCCS Istituto Auxologico Italiano, Milan, Italy
- * E-mail:
| | - Laura Carelli
- Department of Neurology and Laboratory of Neuroscience—IRCCS Istituto Auxologico Italiano, Milan, Italy
| | - Andrea Faini
- Department of Cardiovascular, Neural and Metabolic Sciences—IRCCS Istituto Auxologico Italiano, Milan, Italy
| | - Federica Solca
- Department of Pathophysiology and Transplantation, “Dino Ferrari” Center, Università degli Studi di Milano, Milan, Italy
| | - Paolo Meriggi
- ICT & Biomedical Technology Integration Unit, Centre for Innovation and Technology Transfer (CITT), Fondazione Don Carlo Gnocchi Onlus, Milan, Italy
| | - Annalisa Lafronza
- Department of Neurology and Laboratory of Neuroscience—IRCCS Istituto Auxologico Italiano, Milan, Italy
| | - Luciana Ciringione
- Department of Psychology and Cognitive Science, University of Trento, Rovereto, Italy
| | - Elisa Pedroli
- Applied Technology for Neuro-Psychology Lab, IRCCS Istituto Auxologico Italiano, Milan, Italy
| | - Nicola Ticozzi
- Department of Neurology and Laboratory of Neuroscience—IRCCS Istituto Auxologico Italiano, Milan, Italy
- Department of Pathophysiology and Transplantation, “Dino Ferrari” Center, Università degli Studi di Milano, Milan, Italy
| | - Andrea Ciammola
- Department of Neurology and Laboratory of Neuroscience—IRCCS Istituto Auxologico Italiano, Milan, Italy
| | - Pietro Cipresso
- Applied Technology for Neuro-Psychology Lab, IRCCS Istituto Auxologico Italiano, Milan, Italy
- Department of Psychology, Università Cattolica del Sacro Cuore, Milan, Italy
| | - Giuseppe Riva
- Applied Technology for Neuro-Psychology Lab, IRCCS Istituto Auxologico Italiano, Milan, Italy
- Department of Psychology, Università Cattolica del Sacro Cuore, Milan, Italy
| | - Vincenzo Silani
- Department of Neurology and Laboratory of Neuroscience—IRCCS Istituto Auxologico Italiano, Milan, Italy
- Department of Pathophysiology and Transplantation, “Dino Ferrari” Center, Università degli Studi di Milano, Milan, Italy
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Turner MR, Eisen A, Kiernan MC, Ravits J, Swash M. Kinnier Wilson's puzzling features of amyotrophic lateral sclerosis. J Neurol Neurosurg Psychiatry 2018; 89:657-666. [PMID: 29122933 DOI: 10.1136/jnnp-2017-317217] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/07/2017] [Revised: 10/18/2017] [Accepted: 10/19/2017] [Indexed: 11/03/2022]
Affiliation(s)
- Martin R Turner
- Nuffield Department of Clinical Neurosciences, Oxford University, Oxford, UK
| | - Andrew Eisen
- Department of Neurology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Matthew C Kiernan
- Brain and Mind Centre, Sydney Medical School, The University of Sydney; Department of Neurology, Royal Prince Alfred Hospital, Sydney, New South Wales, Australia
| | - John Ravits
- Department of Neurosciences, University of California San Diego, La Jolla, California, USA
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Linse K, Rüger W, Joos M, Schmitz-Peiffer H, Storch A, Hermann A. Usability of eyetracking computer systems and impact on psychological wellbeing in patients with advanced amyotrophic lateral sclerosis. Amyotroph Lateral Scler Frontotemporal Degener 2017; 19:212-219. [PMID: 29092645 DOI: 10.1080/21678421.2017.1392576] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Restrictions in communicative abilities are well known in patients with amyotrophic lateral sclerosis (ALS), but only few approaches in terms of evaluation of supportive technologies have been made. We aimed to assess the use and perceived usability of eye-tracking computer devices (ETCS) of severely impacted patients with ALS in an independent, direct manner and relate it to psychological well-being. ETCS enable active communication and social participation in the quadriplegic and anarthric disease state. Therefore, ETCS-based versions of widely used psychosocial questionnaires (ADI-12, SeiQoL-DW, WHO-5) as well as structured questions on communicative functioning and ETCS usage were developed to assess ALS patients, their next of kin and professional caregivers. Eleven patients (ALSFRS-R: 5.3 ± 5.9; ALS duration: 6.5 ± 3.8 years, range 1‒12; 82% invasively ventilated), nine next of kin and 10 professional caregivers could be assessed. Patients reported a mean use of their personal ETCS of 9.1 h per d (range 0.5‒16), with a high user satisfaction, preservation of communicative abilities and subjective indispensability of the ETCS. ETCS use was associated with higher psychological well-being. Next of kin and professional caregivers also nominated some critical aspect, which remains to be clarified. Our results strengthen the evidence that preserved mental autonomy influences psychological well-being in ALS and might even modify disease course and end-of-life-decisions in ALS.
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Affiliation(s)
- Katharina Linse
- a Department of Neurology , Technische Universität Dresden , Dresden , Germany.,c German Center for Neurodegenerative Diseases (DZNE), Research Site Dresden , Dresden , Germany , and
| | | | - Markus Joos
- b Interactive Minds Research , Dresden , Germany
| | | | - Alexander Storch
- a Department of Neurology , Technische Universität Dresden , Dresden , Germany.,c German Center for Neurodegenerative Diseases (DZNE), Research Site Dresden , Dresden , Germany , and.,d Department of Neurology , University of Rostock , Rostock , Germany
| | - Andreas Hermann
- a Department of Neurology , Technische Universität Dresden , Dresden , Germany.,c German Center for Neurodegenerative Diseases (DZNE), Research Site Dresden , Dresden , Germany , and
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de Vries BS, Rustemeijer LM, van der Kooi AJ, Raaphorst J, Schröder CD, Nijboer TC, Hendrikse J, Veldink JH, van den Berg LH, van Es MA. A case series of PLS patients with frontotemporal dementia and overview of the literature. Amyotroph Lateral Scler Frontotemporal Degener 2017; 18:534-548. [DOI: 10.1080/21678421.2017.1354996] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Affiliation(s)
- Bálint S. de Vries
- Department of Neurology, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands,
| | - Laura M.M. Rustemeijer
- Department of Neurology, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands,
| | - Anneke J. van der Kooi
- Department of Neurology, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands,
| | - Joost Raaphorst
- Department of Neurology, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands,
- Department of Neurology, Radboud University Medical Center, Nijmegen, The Netherlands,
| | - Carin D. Schröder
- Brain Center Rudolf Magnus and Center of Excellence for Rehabilitation Medicine, University Medical Center Utrecht and De Hoogstraat Rehabilitation, Utrecht, The Netherlands,
| | - Tanja C.W. Nijboer
- Brain Center Rudolf Magnus and Center of Excellence for Rehabilitation Medicine, University Medical Center Utrecht and De Hoogstraat Rehabilitation, Utrecht, The Netherlands,
- Department of Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, The Netherlands, and
| | - Jeroen Hendrikse
- Department of Radiology, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Jan H. Veldink
- Department of Neurology, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands,
| | - Leonard H. van den Berg
- Department of Neurology, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands,
| | - Michael A. van Es
- Department of Neurology, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands,
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Linse K, Rüger W, Joos M, Schmitz-Peiffer H, Storch A, Hermann A. Eye-tracking-based assessment suggests preserved well-being in locked-in patients. Ann Neurol 2017; 81:310-315. [PMID: 28074605 DOI: 10.1002/ana.24871] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2016] [Revised: 12/28/2016] [Accepted: 12/29/2016] [Indexed: 12/11/2022]
Abstract
We assessed quality of life (QoL) and psychological well-being in patients with amyotrophic lateral sclerosis-induced locked-in state and their next of kin in a fully unbiased manner using eye-tracking computer systems. Eleven of 30 screened patients and 9 next of kin completed study procedures. Patients reported good QoL, which appeared to be at the cost of the QoL of their next of kin. Next of kin rated their own or patients' QoL similarly, but they identified different areas as important as compared with patients. Our results are of importance for the discussion of end-of-life decisions and the evaluation of patients' presumed wishes as well as for psychosocial interventions. Ann Neurol 2017;81:310-315.
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Affiliation(s)
- Katharina Linse
- Department of Neurology, Technische Universität Dresden, Dresden
| | | | | | | | - Alexander Storch
- Department of Neurology, Technische Universität Dresden, Dresden.,German Center for Neurodegenerative Diseases, Dresden Research Site, Dresden.,Department of Neurology, University of Rostock, Rostock, Germany
| | - Andreas Hermann
- Department of Neurology, Technische Universität Dresden, Dresden.,German Center for Neurodegenerative Diseases, Dresden Research Site, Dresden
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Geronimo AM, Simmons Z. The P300 ‘face’ speller is resistant to cognitive decline in ALS. BRAIN-COMPUTER INTERFACES 2017. [DOI: 10.1080/2326263x.2017.1338013] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Andrew M. Geronimo
- Department of Neurosurgery, Penn State College of Medicine, Hershey, PA, USA
| | - Zachary Simmons
- Departments of Neurology and Humanities, Penn State College of Medicine, Hershey, PA, USA
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50
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Kalika D, Collins L, Caves K, Throckmorton C. Fusion of P300 and eye-tracker data for spelling using BCI2000. J Neural Eng 2017; 14:056010. [PMID: 28585523 DOI: 10.1088/1741-2552/aa776b] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
OBJECTIVE Various augmentative and alternative communication (AAC) devices have been developed in order to aid communication for individuals with communication disorders. Recently, there has been interest in combining EEG data and eye-gaze data with the goal of developing a hybrid (or 'fused') BCI (hBCI) AAC system. This work explores the effectiveness of a speller that fuses data from an eye-tracker and the P300 speller in order to create a hybrid P300 speller. APPROACH This hybrid speller collects both eye-tracking and EEG data in parallel, and the user spells characters on the screen in the same way that they would if they were only using the P300 speller. Online and offline experiments were performed. The online experiments measured the performance of the speller for sixteen non-disabled participants, while the offline simulations were used to assess the robustness of the hybrid system. MAIN RESULTS Online results showed that for fifteen non-disabled participants, using eye-gaze in a Bayesian framework with EEG data from the P300 speller improved accuracy ([Formula: see text], [Formula: see text], [Formula: see text] for estimated, medium and high variance configurations) and reduced the average number of flashes required to spell a character compared to the standard P300 speller that relies solely on EEG data ([Formula: see text], [Formula: see text], [Formula: see text] for estimated, medium and high variance configurations). Offline simulations indicate that the system provides more robust performance than a standalone eye gaze system. SIGNIFICANCE The results of this work on non-disabled participants shows the potential efficacy of hybrid P300 and eye-tracker speller. Further validation on the amyotrophic lateral sceloris population is needed to assess the benefit of this hybrid system.
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Affiliation(s)
- Dmitry Kalika
- Duke University, Durham, NC 27708, United States of America
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