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Berneshawi AR, Seyedmadani K, Goel R, Anderson MR, Tyson TL, Akay YM, Akay M, Leung LSB, Stone LS. Oculometric biomarkers of visuomotor deficits in clinically asymptomatic patients with systemic lupus erythematosus undergoing long-term hydroxychloroquine treatment. FRONTIERS IN OPHTHALMOLOGY 2024; 4:1354892. [PMID: 39104603 PMCID: PMC11298511 DOI: 10.3389/fopht.2024.1354892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Accepted: 05/10/2024] [Indexed: 08/07/2024]
Abstract
Introduction This study examines a set of oculomotor measurements, or "oculometric" biomarkers, as potential early indicators of visual and visuomotor deficits due to retinal toxicity in asymptomatic Systemic Lupus Erythematosus (SLE) patients on long-term hydroxychloroquine (HCQ) treatment. The aim is to identify subclinical functional impairments that are otherwise undetectable by standard clinical tests and to link them to structural retinal changes. Methods We measured oculomotor responses in a cohort of SLE patients on chronic HCQ therapy using a previously established behavioral task and analysis technique. We also examined the relationship between oculometrics, OCT measures of retinal thickness, and standard clinical perimetry measures of visual function in our patient group using Bivariate Pearson Correlation and a Linear Mixed-Effects Model (LMM). Results Significant visual and visuomotor deficits were found in 12 asymptomatic SLE patients on long-term HCQ therapy compared to a cohort of 17 age-matched healthy controls. Notably, six oculometrics were significantly different. The median initial pursuit acceleration was 22%, steady-state pursuit gain 16%, proportion smooth 7%, and target speed responsiveness 31% lower, while catch-up saccade amplitude was 46% and fixation error 46% larger. Excluding the two patients with diagnosed mild toxicity, four oculometrics, all but fixation error and proportion smooth, remained significantly impaired compared to controls. Across our population of 12 patients (24 retinae), we found that pursuit latency, initial acceleration, steady-state gain, and fixation error were linearly related to retinal thickness even when age was accounted for, while standard measures of clinical function (Mean Deviation and Pattern Standard Deviation) were not. Discussion Our data show that specific oculometrics are sensitive early biomarkers of functional deficits in SLE patients on HCQ that could be harnessed to assist in the early detection of HCQ-induced retinal toxicity and other visual pathologies, potentially providing early diagnostic value beyond standard visual field and OCT evaluations.
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Affiliation(s)
- Andrew R. Berneshawi
- Ophthalmology Department, Stanford University School of Medicine, Stanford, CA, United States
| | - Kimia Seyedmadani
- Research Operations and Integration Laboratory, Johnson Space Center, National Aeronautics and Space Administration, Houston, TX, United States
- Biomedical Engineering Department, University of Houston, Houston, TX, United States
| | - Rahul Goel
- San Jose State University Foundation, San Jose, CA, United States
- Human Systems Integration Division, Ames Research Center, National Aeronautics and Space Administration, Moffett Field, CA, United States
| | - Mark R. Anderson
- Human Systems Integration Division, Ames Research Center, National Aeronautics and Space Administration, Moffett Field, CA, United States
- Arctic Slope Regional Corporation (ASRC) Federal Data Solutions, Moffett Field, CA, United States
| | - Terence L. Tyson
- Human Systems Integration Division, Ames Research Center, National Aeronautics and Space Administration, Moffett Field, CA, United States
| | - Yasmin M. Akay
- Biomedical Engineering Department, University of Houston, Houston, TX, United States
| | - Metin Akay
- Biomedical Engineering Department, University of Houston, Houston, TX, United States
| | - Loh-Shan B. Leung
- Ophthalmology Department, Stanford University School of Medicine, Stanford, CA, United States
| | - Leland S. Stone
- Human Systems Integration Division, Ames Research Center, National Aeronautics and Space Administration, Moffett Field, CA, United States
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García Cena CE, Gómez-Andrés D, Pulido-Valdeolivas I, Sánchez-Seco VG, Domingo-Santos A, Moreno-García S, Benito-León J. Toward an Automatic Assessment of Cognitive Dysfunction in Relapsing-Remitting Multiple Sclerosis Patients Using Eye Movement Analysis. SENSORS (BASEL, SWITZERLAND) 2022; 22:8220. [PMID: 36365918 PMCID: PMC9657913 DOI: 10.3390/s22218220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Revised: 10/13/2022] [Accepted: 10/22/2022] [Indexed: 06/16/2023]
Abstract
Despite the importance of cognitive function in multiple sclerosis, it is poorly represented in the Expanded Disability Status Scale (EDSS), the commonly used clinical measure to assess disability, suggesting that an analysis of eye movement, which is generated by an extensive and well-coordinated functional network that is engaged in cognitive function, could have the potential to extend and complement this more conventional measure. We aimed to measure the eye movement of a case series of MS patients with relapsing−remitting MS to assess their cognitive status using a conventional gaze tracker. A total of 41 relapsing−remitting MS patients and 43 age-matched healthy controls were recruited for this study. Overall, we could not find a clear common pattern in the eye motor abnormalities. Vertical eye movement was more impaired in MS patients than horizontal movement. Increased latencies were found in the prosaccades and reflexive saccades of antisaccade tests. The smooth pursuit was impaired with more corrections (backup and catchup movements, p<0.01). No correlation was found between eye movement variables and EDSS or disease duration. Despite significant alterations in the behavior of the eye movements in MS patients, which are compatible with altered cognitive status, there is no common pattern of these alterations. We interpret this as a consequence of the patchy, heterogeneous distribution of white matter involvement in MS that provokes multiple combinations of impairment at different points in the different networks involved in eye motor control. Further studies are therefore required.
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Affiliation(s)
- Cecilia E. García Cena
- Escuela Técnica Superior de Ingeniería y Diseño Industrial, Centre for Automation and Robotics, ETSIDI-CAR, Universidad Politécnica de Madrid, 28012 Madrid, Spain
| | - David Gómez-Andrés
- Child Neurology Unit, Hospital Universitari Vall d’Hebron, Vall d’Hebron Research Institute (VHIR), Euro-NMD and ERN-RND, 08035 Barcelona, Spain
| | - Irene Pulido-Valdeolivas
- Anatomy, Histology and Neuroscience Department, Universidad Autónoma de Madrid, 28049 Madrid, Spain
| | | | - Angela Domingo-Santos
- Department of Neurology, “La Mancha Centro” General Hospital, Alcázar de San Juan, 13600 Ciudad Real, Spain
| | - Sara Moreno-García
- Department of Neurology, University Hospital “12 de Octubre”, 28041 Madrid, Spain
| | - Julián Benito-León
- Department of Neurology, University Hospital “12 de Octubre”, 28041 Madrid, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), 28029 Madrid, Spain
- Department of Medicine, Complutense University, 28040 Madrid, Spain
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Leonard BT, Kontos AP, Marchetti GF, Zhang M, Eagle SR, Reecher HM, Bensinger ES, Snyder VC, Holland CL, Sheehy CK, Rossi EA. Fixational eye movements following concussion. J Vis 2021; 21:11. [PMID: 34940825 PMCID: PMC8709928 DOI: 10.1167/jov.21.13.11] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
The purpose of this study was to evaluate fixational eye movements (FEMs) with high spatial and temporal resolution following concussion, where oculomotor symptoms and impairments are common. Concussion diagnosis was determined using current consensus guidelines. A retinal eye-tracking device, the tracking scanning laser ophthalmoscope (TSLO), was used to measure FEMs in adolescents and young adults following a concussion and in an unaffected control population. FEMs were quantified in two fixational paradigms: (1) when fixating on the center, or (2) when fixating on the corner of the TSLO imaging raster. Fixational saccade amplitude in recent concussion patients (≤ 21 days) was significantly greater, on average, in the concussion group (mean = 1.03°; SD = 0.36°) compared with the controls (mean = 0.82°; SD = 0.31°), when fixating on the center of the imaging raster (t = 2.87, df = 82, p = 0.005). These fixational saccades followed the main sequence and therefore also had greater peak velocity (t = 2.86, df = 82, p = 0.006) and peak acceleration (t = 2.80, df = 82, p = 0.006). These metrics significantly differentiated concussed from controls (AUC = 0.67-0.68, minimum p = 0.005). No group differences were seen for the drift metrics in either task or for any of the FEMs metrics in the corner-of-raster fixation task. Fixational saccade amplitudes were significantly different in the concussion group, but only when fixating on the center of the raster. This task specificity suggests that task optimization may improve differentiation and warrants further study. FEMs measured in the acute-to-subacute period of concussion recovery may provide a quick (<3 minutes), objective, sensitive, and accurate ocular dysfunction assessment. Future work should assess the impact of age, mechanism of injury, and post-concussion recovery on FEM alterations following concussion.
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Affiliation(s)
- Bianca T Leonard
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,
| | - Anthony P Kontos
- Department of Orthopedic Surgery, University of Pittsburgh, Pittsburgh, PA, USA.,
| | | | - Min Zhang
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,
| | - Shawn R Eagle
- Department of Orthopedic Surgery, University of Pittsburgh, Pittsburgh, PA, USA.,
| | - Hope M Reecher
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,
| | - Ethan S Bensinger
- Vision Science Group, University of California, Berkeley, Berkeley, CA, USA.,
| | - Valerie C Snyder
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,
| | - Cyndi L Holland
- Department of Orthopedic Surgery, University of Pittsburgh, Pittsburgh, PA, USA.,
| | - Christy K Sheehy
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA.,
| | - Ethan A Rossi
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,Department of Bioengineering, University of Pittsburgh Swanson School of Engineering, Pittsburgh, PA, USA., rossilab.org
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Dillenseger A, Weidemann ML, Trentzsch K, Inojosa H, Haase R, Schriefer D, Voigt I, Scholz M, Akgün K, Ziemssen T. Digital Biomarkers in Multiple Sclerosis. Brain Sci 2021; 11:brainsci11111519. [PMID: 34827518 PMCID: PMC8615428 DOI: 10.3390/brainsci11111519] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 11/10/2021] [Accepted: 11/11/2021] [Indexed: 12/19/2022] Open
Abstract
For incurable diseases, such as multiple sclerosis (MS), the prevention of progression and the preservation of quality of life play a crucial role over the entire therapy period. In MS, patients tend to become ill at a younger age and are so variable in terms of their disease course that there is no standard therapy. Therefore, it is necessary to enable a therapy that is as personalized as possible and to respond promptly to any changes, whether with noticeable symptoms or symptomless. Here, measurable parameters of biological processes can be used, which provide good information with regard to prognostic and diagnostic aspects, disease activity and response to therapy, so-called biomarkers Increasing digitalization and the availability of easy-to-use devices and technology also enable healthcare professionals to use a new class of digital biomarkers-digital health technologies-to explain, influence and/or predict health-related outcomes. The technology and devices from which these digital biomarkers stem are quite broad, and range from wearables that collect patients' activity during digitalized functional tests (e.g., the Multiple Sclerosis Performance Test, dual-tasking performance and speech) to digitalized diagnostic procedures (e.g., optical coherence tomography) and software-supported magnetic resonance imaging evaluation. These technologies offer a timesaving way to collect valuable data on a regular basis over a long period of time, not only once or twice a year during patients' routine visit at the clinic. Therefore, they lead to real-life data acquisition, closer patient monitoring and thus a patient dataset useful for precision medicine. Despite the great benefit of such increasing digitalization, for now, the path to implementing digital biomarkers is widely unknown or inconsistent. Challenges around validation, infrastructure, evidence generation, consistent data collection and analysis still persist. In this narrative review, we explore existing and future opportunities to capture clinical digital biomarkers in the care of people with MS, which may lead to a digital twin of the patient. To do this, we searched published papers for existing opportunities to capture clinical digital biomarkers for different functional systems in the context of MS, and also gathered perspectives on digital biomarkers under development or already existing as a research approach.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Tjalf Ziemssen
- Correspondence: ; Tel.: +49-351-458-5934; Fax: +49-351-458-5717
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Silverstein SM, Demmin DL, Schallek JB, Fradkin SI. Measures of Retinal Structure and Function as Biomarkers in Neurology and Psychiatry. Biomark Neuropsychiatry 2020. [DOI: 10.1016/j.bionps.2020.100018] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
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Sheehy CK, Bensinger ES, Romeo A, Rani L, Stepien-Bernabe N, Shi B, Helft Z, Putnam N, Cordano C, Gelfand JM, Bove R, Stevenson SB, Green AJ. Fixational microsaccades: A quantitative and objective measure of disability in multiple sclerosis. Mult Scler 2020; 26:343-353. [PMID: 32031464 DOI: 10.1177/1352458519894712] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Objective tools for prognosis and disease progression monitoring in multiple sclerosis (MS) are lacking. The visuomotor system could be used to track motor dysfunction at the micron scale through the monitoring of fixational microsaccades. AIMS The aim of this study was to evaluate whether microsaccades are correlated with standard MS disability metrics and to assess whether these methods play a predictive role in MS disability. METHOD We used a custom-built retinal eye tracker, the tracking scanning laser ophthalmoscope (TSLO), to record fixation in 111 participants with MS and 100 unaffected controls. RESULTS In MS participants, a greater number of microsaccades showed significant association with higher Expanded Disability Status Scale score (EDSS, p < 0.001), nine-hole peg test (non-dominant: p = 0.006), Symbol Digit Modalities Test (SMDT, p = 0.014), and Functional Systems Scores (FSS) including brainstem (p = 0.005), cerebellar (p = 0.011), and pyramidal (p = 0.009). Both brainstem FSS and patient-reported fatigue showed significant associations with microsaccade number, amplitude, and peak acceleration. Participants with MS showed a statistically different average number (p = 0.020), peak vertical acceleration (p = 0.003), and vertical amplitude (p < 0.001) versus controls. Logistic regression models for MS disability were created using TSLO microsaccade metrics and paraclinical tests with ⩾80% accuracy. CONCLUSION Microsaccades provide objective measurements of MS disability level and disease worsening.
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Affiliation(s)
- Christy K Sheehy
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Ethan S Bensinger
- Vision Science Graduate Group, University of California, Berkeley, Berkeley, CA, USA
| | - Andrew Romeo
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Lakshmisahithi Rani
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | | | - Bingyan Shi
- Medical School, University of California, San Francisco, San Francisco, CA, USA
| | - Zachary Helft
- Vision Science Graduate Group, University of California, Berkeley, Berkeley, CA, USA
| | - Nicole Putnam
- Arizona College of Optometry, Midwestern University, Glendale, AZ, USA
| | - Christian Cordano
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Jeffrey M Gelfand
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Riley Bove
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | | | - Ari J Green
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA/Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, USA
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Küçük B, Hamamcı M, Aslan Bayhan S, Bayhan HA, Inan LE. Amplitude of Accommodation in Patients with Multiple Sclerosis. Curr Eye Res 2019; 44:1271-1277. [DOI: 10.1080/02713683.2019.1629596] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Affiliation(s)
- Bekir Küçük
- Department of Ophthalmology, The Bozok University School of Medicine, Yozgat, Turkey
| | - Mehmet Hamamcı
- Department of Neurology, The Bozok University School of Medicine, Yozgat, Turkey
| | - Seray Aslan Bayhan
- Department of Ophthalmology, The Bozok University School of Medicine, Yozgat, Turkey
| | - Hasan Ali Bayhan
- Department of Ophthalmology, The Bozok University School of Medicine, Yozgat, Turkey
| | - Levent Ertuğrul Inan
- Department of Neurology, The Bozok University School of Medicine, Yozgat, Turkey
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Larrazabal A, García Cena C, Martínez C. Video-oculography eye tracking towards clinical applications: A review. Comput Biol Med 2019; 108:57-66. [DOI: 10.1016/j.compbiomed.2019.03.025] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Revised: 02/20/2019] [Accepted: 03/26/2019] [Indexed: 10/27/2022]
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