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Blanckaert E, Rouland JF, Davost T, Warniez A, Boucart M. Higher susceptibility to central crowding in glaucoma. Clin Exp Optom 2024; 107:227-233. [PMID: 36183782 DOI: 10.1080/08164622.2022.2124848] [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: 07/02/2022] [Revised: 08/09/2022] [Accepted: 09/06/2022] [Indexed: 10/07/2022] Open
Abstract
CLINICAL RELEVANCE Crowding limits many daily life activities, such as reading and the visual search for objects in cluttered environments. Excessive sensitivity to crowding, especially in central vision, may amplify the difficulties of patients with ocular pathologies. It is thus important to investigate what limits visual activities and how to improve it. BACKGROUND Numerous studies have reported reduced contrast sensitivity in central vision in patients with glaucoma. However, deficits have also been observed for letter recognition at high contrast, suggesting that contrast alone cannot completely account for impaired central perception. METHOD Seventeen patients and fifteen age-matched controls were randomly presented with letters in central or parafoveal vision at 5° eccentricity for 200 ms. They were asked to decide whether the central T was upright or inverted. The T was either presented in isolation (uncrowded) or flanked by two Hs (crowded) at various spacings. Contrast was manipulated: 60% and 5%. RESULTS Compared to controls, patients exhibited a significant effect of crowding in central vision, with higher accuracy for the isolated T than for HTH only at low contrast. In parafoveal vision, an effect of crowding was also observed only in patients. The spacing to escape crowding varied as a function of contrast. Larger spacing was required at low contrast than at high contrast. Susceptibility to crowding was related to central visual field defect for central presentations and to contrast sensitivity for parafoveal presentations, only at low contrast. Controls were at ceiling level both for central and parafoveal presentations. CONCLUSION Crowding limits visual perception, impeding reading and object recognition in cluttered environments. Visual field defects and lower contrast sensitivity in glaucoma can increase susceptibility to central and parafoveal crowding, the deleterious effect of which can be improved by manipulating contrast and spacing between elements.
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Affiliation(s)
- Edouard Blanckaert
- Department of Ophthalmology, Lille University Hospital, Hôpital Huriez, Lille, France
| | - Jean François Rouland
- Department of Ophthalmology, Lille University Hospital, Hôpital Huriez, Lille, France
- Lille Neurosciences and Cognition, University of Lille, Lille, France
| | - Theophile Davost
- Department of Ophthalmology, Lille University Hospital, Hôpital Huriez, Lille, France
| | - Aude Warniez
- Lille Neurosciences and Cognition, University of Lille, Lille, France
| | - Muriel Boucart
- Lille Neurosciences and Cognition, University of Lille, Lille, France
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Davost T, Rouland JF, Blanckaert E, Warniez A, Boucart M. Spatial attention and central crowding in primary open angle glaucoma. Clin Exp Optom 2024; 107:219-226. [PMID: 36862980 DOI: 10.1080/08164622.2023.2182185] [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: 11/16/2022] [Revised: 02/13/2023] [Accepted: 02/14/2023] [Indexed: 03/04/2023] Open
Abstract
CLINICAL RELEVANCE Measuring the impact of spatial attention on signal detection in damaged parts of the visual field can be a useful tool for eye care practitioners. BACKGROUND Studies on letter perception have shown that glaucoma exacerbates difficulties to detect a target within flankers (crowding) in parafoveal vision. A target can be missed because it is not seen or because attention was not focused at that location. This prospective study evaluates the contribution of spatial pre-cueing on target detection. METHOD Fifteen patients and 15 age-matched controls were presented with letters displayed for 200 ms. Participants were asked to identify the orientation of the target letter T in two conditions: an isolated letter (uncrowded condition) and a letter with two flankers (crowded condition). The spacing between target and flankers was manipulated. The stimuli were randomly displayed at the fovea and at the parafovea at 5° left or right of fixation. A spatial cue preceded the stimuli in 50% of the trials. When present, the cue always signalled the correct location of the target. RESULTS Pre-cueing the spatial location of the target significantly improved performance for both foveal and parafoveal presentations in patients but not in controls who were at ceiling level. Unlike controls, patients exhibited an effect of crowding at the fovea with a higher accuracy for the isolated target than for the target flanked by two letters with no spacing between the elements. CONCLUSION Higher susceptibility to central crowding supports data showing abnormal foveal vision in glaucoma. Exogenous orienting of attention facilitates perception in parts of the visual field with reduced sensitivity.
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Affiliation(s)
- Theophile Davost
- Department of Ophthalmology, Lille University Hospital, Hôpital Huriez, Lille, France
| | - Jean François Rouland
- Department of Ophthalmology, Lille University Hospital, Hôpital Huriez, Lille, France
- Lille Neurosciences and Cognition, University of Lille, Lille, France
| | - Edouard Blanckaert
- Department of Ophthalmology, Lille University Hospital, Hôpital Huriez, Lille, France
| | - Aude Warniez
- Lille Neurosciences and Cognition, University of Lille, Lille, France
| | - Muriel Boucart
- Lille Neurosciences and Cognition, University of Lille, Lille, France
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Garric C, Wamain Y, Rouland JF, Lenoble Q. Glaucoma-associated abnormalities in cortical activity during a visuocognitive task. Clin Neurophysiol 2023; 156:47-56. [PMID: 37866076 DOI: 10.1016/j.clinph.2023.09.012] [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: 04/05/2023] [Revised: 07/27/2023] [Accepted: 09/04/2023] [Indexed: 10/24/2023]
Abstract
OBJECTIVE To investigate neurophysiological dynamics during a visuocognitive task in glaucoma patients vs. healthy controls. METHODS Fifteen patients with early-stage primary open-angle glaucoma (POAG) and fifteen age-matched healthy participants underwent a "go/no-go" task, monitored with EEG. Participants had to semantically categorize visual objects in central vision, with animal or furniture as targets according to the experimental block. RESULTS Early visual processing was delayed by 50 ms in patients with POAG compared to controls. The patients displayed a smaller difference between animal and furniture categorization during higher-level cognitive processing (at 400-600 ms). Regarding behavioral data, the groups differed in accuracy performance and decision criterion. As opposed to the control group, patients did not display facilitation and a higher accuracy rate for animal stimuli. However, patients maintained a consistent decision criterion throughout the experiment, whereas controls displayed a shift towards worse decision criteria in furniture trials, with higher error rate. CONCLUSIONS The comparative analysis of behavioral and neurophysiological data revealed in POAG patients a delay in early visual processing, and potential high-level cognitive compensation during late, task-dependent activations. SIGNIFICANCE To our knowledge, our findings provide the first evidence of modification in cognitive brain dynamics associated with POAG.
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Affiliation(s)
- Clémentine Garric
- Univ. Lille, INSERM, CHU Lille, U1172 - LilNCog - Lille Neuroscience and Cognition, F-59000 Lille, France.
| | - Yannick Wamain
- Univ. Lille, CNRS, CHU Lille, UMR 9193, SCALab, Sciences Cognitives et Sciences Affectives, F-59000 Lille, France.
| | - Jean-François Rouland
- Ophthalmology Department, Claude Huriez Hospital, University of Lille, F-59000 Lille, France.
| | - Quentin Lenoble
- Univ. Lille, INSERM, CHU Lille, U1172 - LilNCog - Lille Neuroscience and Cognition, F-59000 Lille, France.
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Goddin TL, Yu H, Friedman DS, Owsley C, Kwon M. MNREAD Reading Vision in Adults With Glaucoma Under Mesopic and Photopic Conditions. Invest Ophthalmol Vis Sci 2023; 64:43. [PMID: 38153749 PMCID: PMC10756241 DOI: 10.1167/iovs.64.15.43] [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: 07/11/2023] [Accepted: 12/02/2023] [Indexed: 12/29/2023] Open
Abstract
Purpose Despite good photopic visual acuity, glaucoma patients report difficulty performing daily activities under dim light such as reading. Here we investigated the impact of mesopic lighting conditions on reading vision of glaucoma patients. Methods The study design included 39 patients with glaucoma and 40 healthy controls. Reading vision was assessed with MNREAD charts under mesopic (2 cd/m2) and photopic (220 cd/m2) conditions. Four reading indexes: maximum reading speed (MRS), critical print size (CPS), reading acuity (RA), and reading accessibility index (ACC) were obtained from the MNREAD test yielding a plot of reading speed versus print size. Results Compared to photopic conditions, reading vision of both healthy controls and glaucoma patients significantly decreased under mesopic conditions (P < 0.05). For glaucoma patients (85% with mild or moderate glaucoma), MRS and ACC decreased by six words per minute and 0.1, respectively under mesopic conditions; CPS and RA increased by 0.25 and 0.18 logMAR, respectively. Moreover, under both photopic and mesopic conditions, reading vision of glaucoma patients was significantly worse than that of healthy controls, but the difference was greater under mesopic conditions (P < 0.05) even after controlling for age and visual acuity. Conclusions Mesopic conditions make reading more challenging for both healthy controls and glaucoma patients. However, reading in dim light appears to be more burdensome for glaucoma patients. Mesopic reading tests mediated by both cone and rod photoreceptor systems likely provide a more sensitive and comprehensive assessment of a patient's reading impairment than testing under photopic conditions.
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Affiliation(s)
- Traci-Lin Goddin
- Department of Psychology, Northeastern University, Boston, Massachusetts, United States
| | - Haojue Yu
- Department of Psychology, Northeastern University, Boston, Massachusetts, United States
| | - David S. Friedman
- Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, United States
| | - Cynthia Owsley
- Department of Ophthalmology and Visual Sciences, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - MiYoung Kwon
- Department of Psychology, Northeastern University, Boston, Massachusetts, United States
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Bang JW, Parra C, Yu K, Wollstein G, Schuman JS, Chan KC. GABA decrease is associated with degraded neural specificity in the visual cortex of glaucoma patients. Commun Biol 2023; 6:679. [PMID: 37386293 PMCID: PMC10310759 DOI: 10.1038/s42003-023-04918-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Accepted: 05/05/2023] [Indexed: 07/01/2023] Open
Abstract
Glaucoma is an age-related neurodegenerative disease of the visual system, affecting both the eye and the brain. Yet its underlying metabolic mechanisms and neurobehavioral relevance remain largely unclear. Here, using proton magnetic resonance spectroscopy and functional magnetic resonance imaging, we investigated the GABAergic and glutamatergic systems in the visual cortex of glaucoma patients, as well as neural specificity, which is shaped by GABA and glutamate signals and underlies efficient sensory and cognitive functions. Our study shows that among the older adults, both GABA and glutamate levels decrease with increasing glaucoma severity regardless of age. Further, our study shows that the reduction of GABA but not glutamate predicts the neural specificity. This association is independent of the impairments on the retina structure, age, and the gray matter volume of the visual cortex. Our results suggest that glaucoma-specific decline of GABA undermines neural specificity in the visual cortex and that targeting GABA could improve the neural specificity in glaucoma.
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Affiliation(s)
- Ji Won Bang
- Department of Ophthalmology, NYU Grossman School of Medicine, NYU Langone Health, New York University, New York, New York, 10017, USA.
| | - Carlos Parra
- Department of Ophthalmology, NYU Grossman School of Medicine, NYU Langone Health, New York University, New York, New York, 10017, USA
| | - Kevin Yu
- Department of Ophthalmology, NYU Grossman School of Medicine, NYU Langone Health, New York University, New York, New York, 10017, USA
| | - Gadi Wollstein
- Department of Ophthalmology, NYU Grossman School of Medicine, NYU Langone Health, New York University, New York, New York, 10017, USA
- Center for Neural Science, College of Arts and Science, New York University, New York, New York, 10003, USA
- Department of Biomedical Engineering, Tandon School of Engineering, New York University, New York, New York, 11201, USA
| | - Joel S Schuman
- Department of Ophthalmology, NYU Grossman School of Medicine, NYU Langone Health, New York University, New York, New York, 10017, USA
- Center for Neural Science, College of Arts and Science, New York University, New York, New York, 10003, USA
- Department of Biomedical Engineering, Tandon School of Engineering, New York University, New York, New York, 11201, USA
- Neuroscience Institute, NYU Grossman School of Medicine, NYU Langone Health, New York University, New York, New York, 10016, USA
| | - Kevin C Chan
- Department of Ophthalmology, NYU Grossman School of Medicine, NYU Langone Health, New York University, New York, New York, 10017, USA.
- Center for Neural Science, College of Arts and Science, New York University, New York, New York, 10003, USA.
- Department of Biomedical Engineering, Tandon School of Engineering, New York University, New York, New York, 11201, USA.
- Neuroscience Institute, NYU Grossman School of Medicine, NYU Langone Health, New York University, New York, New York, 10016, USA.
- Department of Radiology, NYU Grossman School of Medicine, NYU Langone Health, New York University, New York, New York, 10016, USA.
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Impact of glaucoma on the spatial frequency processing of scenes in central vision. Vis Neurosci 2023; 40:E001. [PMID: 36752177 PMCID: PMC9970733 DOI: 10.1017/s0952523822000086] [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] [Indexed: 02/09/2023]
Abstract
Glaucoma is an eye disease characterized by a progressive vision loss usually starting in peripheral vision. However, a deficit for scene categorization is observed even in the preserved central vision of patients with glaucoma. We assessed the processing and integration of spatial frequencies in the central vision of patients with glaucoma during scene categorization, considering the severity of the disease, in comparison to age-matched controls. In the first session, participants had to categorize scenes filtered in low-spatial frequencies (LSFs) and high-spatial frequencies (HSFs) as a natural or an artificial scene. Results showed that the processing of spatial frequencies was impaired only for patients with severe glaucoma, in particular for HFS scenes. In the light of proactive models of visual perception, we investigated how LSF could guide the processing of HSF in a second session. We presented hybrid scenes (combining LSF and HSF from two scenes belonging to the same or different semantic category). Participants had to categorize the scene filtered in HSF while ignoring the scene filtered in LSF. Surprisingly, results showed that the semantic influence of LSF on HSF was greater for patients with early glaucoma than controls, and then disappeared for the severe cases. This study shows that a progressive destruction of retinal ganglion cells affects the spatial frequency processing in central vision. This deficit may, however, be compensated by increased reliance on predictive mechanisms at early stages of the disease which would however decline in more severe cases.
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Okrent Smolar AL, Gagrani M, Ghate D. Peripheral visual field loss and activities of daily living. Curr Opin Neurol 2023; 36:19-25. [PMID: 36409221 DOI: 10.1097/wco.0000000000001125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
PURPOSE OF REVIEW Peripheral visual field (VF) loss affects 13% of the population over 65. Its effect on activities of daily living and higher order visual processing is as important as it is inadequately understood. The purpose of this review is to summarize available literature on the impact of peripheral vision loss on driving, reading, face recognition, scene recognition and scene navigation. RECENT FINDINGS In this review, glaucoma and retrochiasmal cortical damage are utilized as examples of peripheral field loss which typically spare central vision and have patterns respecting the horizontal and vertical meridians, respectively. In both glaucoma and retrochiasmal damage, peripheral field loss causes driving difficulty - especially with lane maintenance - leading to driving cessation, loss of independence, and depression. Likewise, peripheral field loss can lead to slower reading speeds and decreased enjoyment from reading, and anxiety. In glaucoma and retrochiasmal field loss, face processing is impaired which impacts social functioning. Finally, scene recognition and navigation are also adversely affected, impacting wayfinding and hazard detection leading to decreased independence as well as more frequent injury. SUMMARY Peripheral VF loss is an under-recognized cause of patient distress and disability. All peripheral field loss is not the same, differential patterns of loss affect parameters of activities of daily living (ADL) and visual processing in particular ways. Future research should aim to further characterize patterns of deranged ADL and visual processing, their correlation with types of field loss, and associated mechanisms.
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Affiliation(s)
| | - Meghal Gagrani
- Department of Ophthalmology, University of Pittsburgh School of Medicine Children's Hospital of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Deepta Ghate
- Department of Ophthalmology, Emory University School of Medicine, Atlanta, Georgia
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Shamsi F, Liu R, Kwon M. Foveal crowding appears to be robust to normal aging and glaucoma unlike parafoveal and peripheral crowding. J Vis 2022; 22:10. [PMID: 35848904 PMCID: PMC9308014 DOI: 10.1167/jov.22.8.10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Visual crowding is the inability to recognize a target object in clutter. Previous studies have shown an increase in crowding in both parafoveal and peripheral vision in normal aging and glaucoma. Here, we ask whether there is any increase in foveal crowding in both normal aging and glaucomatous vision. Twenty-four patients with glaucoma and 24 age-matched normally sighted controls (mean age = 65 ± 7 vs. 60 ± 8 years old) participated in this study. For each subject, we measured the extent of foveal crowding using Pelli's foveal crowding paradigm (2016). We found that the average crowding zone was 0.061 degrees for glaucoma and 0.056 degrees for age-matched normal vision, respectively. These values fall into the range of foveal crowding zones (0.0125 degrees to 0.1 degrees) observed in young normal vision. We, however, did not find any evidence supporting increased foveal crowding in glaucoma (p = 0.375), at least in the early to moderate stages of glaucoma. In the light of previous studies on foveal crowding in normal young vision, we did not find any evidence supporting age-related changes in foveal crowding. Even if there is any, the effect appears to be rather inconsequential. Taken together, our findings suggest unlike parafoveal or peripheral crowding (2 degrees, 4 degrees, 8 degrees, and 10 degrees eccentricities), foveal crowding (<0.25 degrees eccentricity) appears to be less vulnerable to normal aging or moderate glaucomatous damage.
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Affiliation(s)
- Foroogh Shamsi
- Department of Psychology, Northeastern University, Boston, MA, USA.,
| | - Rong Liu
- Department of Psychology, Northeastern University, Boston, MA, USA.,Department of Ophthalmology and Visual Sciences, School of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA.,Department of Life Science and Medicine, University of Science and Technology of China, Hefei, China.,
| | - MiYoung Kwon
- Department of Psychology, Northeastern University, Boston, MA, USA.,Department of Ophthalmology and Visual Sciences, School of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA.,
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Visual Tract Degradation in Bilateral Normal-Tension Glaucoma-Cortical Thickness Maps and Volumetric Study of Visual Pathway Areas. J Clin Med 2022; 11:jcm11071907. [PMID: 35407515 PMCID: PMC8999724 DOI: 10.3390/jcm11071907] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 03/14/2022] [Accepted: 03/26/2022] [Indexed: 02/01/2023] Open
Abstract
The aim of the study was to evaluate changes in the central visual pathways during the early and advanced stages of bilateral normal-tension glaucoma (NTG). METHODS The studied groups constituted patients with bilateral normal-tension glaucoma of the same stage (n = 45) and age-matched healthy volunteers (n = 17). All patients underwent ophthalmic examination and examination on a 1.5 Tesla Magnetic Resonance Scanner (Optima 360, GE Healthcare). Volume and cortical thickness analyses were performed using the open-source automated software package FreeSurfer. RESULTS There was a significant difference in lateral geniculate nuclei volume between the control and advanced glaucoma groups in the right hemisphere (p = 0.03) and in the left hemisphere between the early and advanced glaucoma patients (p = 0.026). The optic chiasm volume differed significantly between the control and advanced NTG groups (p = 0.0003) and between early and advanced glaucoma patients (p = 0.004). Mean cortical thickness analysis revealed a significant increase in values in the advanced glaucoma group in the right Brodmann area 17 (BA17) (p = 0.007) and right BA18 (p = 0.049) as compared to early NTG. In the left BA18 area, the mean thickness of the cortex in the early glaucoma group was significantly lower than in the control group (p = 0.03). CONCLUSIONS The increase in the grey matter thickness in the V1 region with more-advanced glaucoma stages may reflect compensatory hypertrophy. Additionally, the regions of the brain early affected during glaucoma with reduced thickness were the right lateral occipital gyrus and left lingual gyrus. The most prominent change during the course of glaucoma was the increase in grey matter thickness in the right cuneus.
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10
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Sensitivity to Central Crowding for Faces in Patients With Glaucoma. J Glaucoma 2021; 30:140-147. [PMID: 33074958 DOI: 10.1097/ijg.0000000000001710] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2020] [Accepted: 10/03/2020] [Indexed: 11/25/2022]
Abstract
PRECIS Some patients with glaucoma report difficulties to recognize faces when they are far away. We show that this deficit could result from a higher sensitivity to crowding in central vision. PURPOSE The aim of the study is to investigate whether face recognition difficulties reported by some patients with glaucoma result from a greater sensitivity to inner crowding in central vision. METHODS Seventeen patients with glaucoma and 17 age-matched normally sighted controls participated in the study. An isolated mouth (uncrowded condition) or a mouth within a face (crowded condition) was randomly displayed centrally for 200 ms. For each condition, participants were asked to decide whether the mouth was closed or open. The stimuli were presented at 3 angular sizes (0.6×0.4, 1×0.72, and 1.5×1.08 degrees). Accuracy was measured. RESULTS Crowding affected performance differentially for patients and controls. Consistent with previous studies controls exhibited a "face superiority effect," with a better accuracy when the mouth was located within the face than when it was isolated. Sensitivity to crowding, reflected in a better accuracy with the isolated mouth, was observed in 10 of 17 patients only for small images. Crowding disappeared for larger faces, as the facial features were spaced out. Five patients were not sensitive to crowding. Importantly, no difference was found between the 2 subgroups of patients (sensitive vs. nonsensitive) in terms of mean deviation, contrast sensitivity, acuity, thickness of the retinal nerve fiber layer, or macular ganglion cell-inner plexiform layer. CONCLUSIONS An excessive sensitivity to central crowding might explain the difficulties in face perception and reading reported by some patients with glaucoma. The sensory or cognitive processes underlying this excessive sensitivity must be elucidated to improve central perception in glaucoma.
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Hirji SH, Hood DC, Liebmann JM, Blumberg DM. Association of Patterns of Glaucomatous Macular Damage With Contrast Sensitivity and Facial Recognition in Patients With Glaucoma. JAMA Ophthalmol 2021; 139:27-32. [PMID: 33151275 DOI: 10.1001/jamaophthalmol.2020.4749] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Importance Facial recognition is a critical activity of daily living that relies on macular function. Glaucomatous macular damage may result in impaired facial recognition that may negatively affect patient quality of life. Objective To evaluate the association of patterns of glaucomatous macular damage with contrast sensitivity and facial recognition among patients with glaucoma. Design, Setting, and Participants In this prospective cohort study at a single tertiary care center, 144 eyes of 72 consecutive patients with glaucoma with good visual acuity (20/40 or better in each eye) were studied. Data were collected from March to April 2019. Exposures Eyes with macular damage were categorized as having focal, diffuse, or mixed (focal and diffuse) damage based on optic disc and macular spectral-domain optical coherence tomography and 10-2 visual field (VF) damage. Only eyes with focal or diffuse damage were included. Higher-acuity and lower-acuity eyes were determined by 10-2 VF mean deviation (MD). Facial disability was defined as facial recognition scores at the 2% level of normal participants. Main Outcomes and Measures (1) Monocular contrast threshold as measured by the Freiburg Visual Acuity and Contrast Test and (2) binocular facial recognition as measured by the Cambridge Face Memory Test. Results Of the 72 included patients, 49 (68%) were White and 41 (57%) were female, and the mean (SD) age was 67.0 (11.6) years. Eyes with diffuse damage had greater contrast impairment compared with eyes with focal damage (β = -0.5; 95% CI, -0.6 to -0.4; P < .001) after adjusting for 10-2 VF MD, 24-2 VF MD, age, presence of an early cataract, and number of drops. Similarly, Cambridge Face Memory Test scores were significantly lower in patients with diffuse rather than focal macular damage, regardless of eye (better-seeing eye: β = 10.0; 95% CI, 2.0 to 18.2; P = .001; worse-seeing eye: β = 5.5; 95% CI, 0.8 to 10.0; P = .23). Relative risk of facial disability was greater for patients with diffuse but not focal macular damage in the better-seeing eye (relative risk, 86.2; 95% CI, 2.7 to 2783.3; P = .01). Conclusions and Relevance In this cohort study, diffuse rather than focal glaucomatous macular damage was associated with diminished facial recognition and contrast sensitivity. Evaluation of macular optical coherence tomography and 10-2 VF and resultant detection of diffuse macular damage may help minimize glaucoma-related visual disability.
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Affiliation(s)
- Sitara H Hirji
- Bernard and Shirlee Brown Glaucoma Research Laboratory, Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, New York, New York
| | - Donald C Hood
- Department of Psychology, Columbia University, New York, New York.,Department of Ophthalmology, Columbia University, New York, New York
| | - Jeffrey M Liebmann
- Bernard and Shirlee Brown Glaucoma Research Laboratory, Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, New York, New York
| | - Dana M Blumberg
- Bernard and Shirlee Brown Glaucoma Research Laboratory, Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, New York, New York
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12
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Garric C, Rouland JF, Lenoble Q. Glaucoma and Computer Use: Do Contrast and Color Enhancements Improve Visual Comfort in Patients? Ophthalmol Glaucoma 2021; 4:531-540. [PMID: 33556588 DOI: 10.1016/j.ogla.2021.01.006] [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] [Received: 08/21/2020] [Revised: 01/28/2021] [Accepted: 01/28/2021] [Indexed: 11/28/2022]
Abstract
PURPOSE To estimate the impact of glaucoma on computer use and to assess specific adaptations of the graphical interface to this form of visual impairment. DESIGN Prospective, experimental cohort study. PARTICIPANTS Forty-nine participants were recruited: 16 patients with primary open-angle glaucoma (mean ± SD, 62.7 ± 5.6 years of age), 17 age-matched participants (mean ± SD, 59.1 ± 8.3 years of age), and 16 young control participants (mean ± SD, 23.3 ± 2.1 years of age). METHODS An ophthalmologic examination before the study evaluated the level of visual loss (mean deviation), visual acuity (logarithm of the minimum angle of resolution units), and contrast sensitivity (CS) of the primary open-angle glaucoma patients. Each participant underwent the following measurements: an information technology (IT) experience questionnaire, a preference task monitored by eye tracking, and a feedback session. The experimental task was based on ecological computer scenes with 3 enhancement levels (low, medium, and high), determined by gradual modulation of contrast, luminance, and color. Participants were asked to select the most readable and comfortable stimulus among 4 images displayed on the screen: the original computer scene and 3 enhanced versions. MAIN OUTCOME MEASURES Clinical, oculomotor, and subjective data were computed together in a multivariate model by using a principal component analysis (PCA). RESULTS The PCA revealed 3 principal components accounting for 72% of the total variance of the data and showed a greater need for enhanced computer scenes in glaucoma patients, an equal preference for low and medium enhancement within the 3 groups, and significantly longer oculomotor behavior in the patient groups. Subjective reports of difficulty using IT because of vision were correlated with visual impairment and high enhancement preference. Contrast sensitivity was critical to explaining the main variations of the data. A reduced CS had a significant effect on the preference for enhanced computer scenes (r = -0.43; P < 0.002) and a less effective exploration velocity (r = 0.43; P < 0.002). CONCLUSIONS Glaucoma alters the global exploration of computer scenes. High enhancement of the graphical interface could improve visual comfort during computer use. Subjective patients' reports underline the importance of including IT questions in visual-related quality-of-life questionnaires.
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Affiliation(s)
- Clémentine Garric
- Inserm, CHU Lille, U1172-LilNCog (JPARC)-Lille Neurosciences and Cognition, Université de Lille, Lille, France; CNRS, CHU Lille, UMR 9193, SCALab, Sciences Cognitives et Sciences Affectives, Université de Lille, Lille, France
| | - Jean-François Rouland
- Inserm, CHU Lille, U1172-LilNCog (JPARC)-Lille Neurosciences and Cognition, Université de Lille, Lille, France; CNRS, CHU Lille, UMR 9193, SCALab, Sciences Cognitives et Sciences Affectives, Université de Lille, Lille, France; Department of Ophthalmology, Claude Huriez Hospital, Université de Lille, Lille, France
| | - Quentin Lenoble
- Inserm, CHU Lille, U1172-LilNCog (JPARC)-Lille Neurosciences and Cognition, Université de Lille, Lille, France; CNRS, CHU Lille, UMR 9193, SCALab, Sciences Cognitives et Sciences Affectives, Université de Lille, Lille, France.
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13
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A deep facial recognition system using computational intelligent algorithms. PLoS One 2020; 15:e0242269. [PMID: 33270670 PMCID: PMC7714107 DOI: 10.1371/journal.pone.0242269] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Accepted: 10/25/2020] [Indexed: 11/19/2022] Open
Abstract
The development of biometric applications, such as facial recognition (FR), has recently become important in smart cities. Many scientists and engineers around the world have focused on establishing increasingly robust and accurate algorithms and methods for these types of systems and their applications in everyday life. FR is developing technology with multiple real-time applications. The goal of this paper is to develop a complete FR system using transfer learning in fog computing and cloud computing. The developed system uses deep convolutional neural networks (DCNN) because of the dominant representation; there are some conditions including occlusions, expressions, illuminations, and pose, which can affect the deep FR performance. DCNN is used to extract relevant facial features. These features allow us to compare faces between them in an efficient way. The system can be trained to recognize a set of people and to learn via an online method, by integrating the new people it processes and improving its predictions on the ones it already has. The proposed recognition method was tested with different three standard machine learning algorithms (Decision Tree (DT), K Nearest Neighbor(KNN), Support Vector Machine (SVM)). The proposed system has been evaluated using three datasets of face images (SDUMLA-HMT, 113, and CASIA) via performance metrics of accuracy, precision, sensitivity, specificity, and time. The experimental results show that the proposed method achieves superiority over other algorithms according to all parameters. The suggested algorithm results in higher accuracy (99.06%), higher precision (99.12%), higher recall (99.07%), and higher specificity (99.10%) than the comparison algorithms.
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14
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A Saccadic Choice Task for Target Face Detection at Large Visual Eccentricities in Patients with Glaucoma. Optom Vis Sci 2020; 97:871-878. [PMID: 33055511 DOI: 10.1097/opx.0000000000001586] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
SIGNIFICANCE Little is known about the perception of glaucomatous patients at large visual eccentricities. We show that the patients' performance drops beyond 40° eccentricity even for large images of scenes, suggesting that clinical tests should assess the patients' vision at larger eccentricities than 24 or 30°. PURPOSE Daily activities such as visual search, spatial navigation, and hazard detection require rapid scene recognition on a wide field of view. We examined whether participants with visual field loss at standard automated perimetry 30-2 were able to detect target faces at large visual eccentricities. METHODS Twelve patients with glaucoma and 14 control subjects were asked to detect a face in a two-alternative saccadic forced choice task. Pairs of scenes, one containing a face, were randomly displayed at 10, 20, 40, 60, or 80° eccentricity on a panoramic screen covering 180° horizontally. Participants were asked to detect and to saccade toward the scene containing a face. RESULTS Saccade latencies were significantly slower in patients (264 milliseconds; confidence interval [CI], 222 to 306 milliseconds) than in control subjects (207 milliseconds; CI, 190 to 226 milliseconds), and accuracy was significantly lower in patients (70% CI, 65 to 85%) than in control subjects (75.7% CI, 71.5 to 79.5%). Although still significantly above chance at 60°, the patients' performance dropped beyond 40° eccentricity. The control subjects' performance was still above chance at 80° eccentricity. CONCLUSIONS In patients with various degrees of peripheral visual field defect, performance dropped beyond 40° eccentricity for large images at a high contrast. This result could reflect reduced spread of exploration in glaucoma.
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Trouilloud A, Kauffmann L, Roux-Sibilon A, Rossel P, Boucart M, Mermillod M, Peyrin C. Rapid scene categorization: From coarse peripheral vision to fine central vision. Vision Res 2020; 170:60-72. [PMID: 32259648 DOI: 10.1016/j.visres.2020.02.008] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Revised: 12/12/2019] [Accepted: 02/17/2020] [Indexed: 12/01/2022]
Abstract
Studies on scene perception have shown that the rapid extraction of low spatial frequencies (LSF) allows a coarse parsing of the scene, prior to the analysis of high spatial frequencies (HSF) containing details. Many studies suggest that scene gist recognition can be achieved with only the low resolution of peripheral vision. Our study investigated the advantage of peripheral vision on central vision during a scene categorization task (indoor vs. outdoor). In Experiment 1, we used large scene photographs from which we built one central disk and four circular rings of different eccentricities. The central disk either contained or not an object semantically related to the scene category. Results showed better categorization performances for the peripheral rings, despite the presence of an object in central vision that was semantically related to the scene category that significantly improved categorization performances. In Experiment 2, the central disk and rings were assembled from Central to Peripheral vision (CtP sequence) or from Peripheral to Central vision (PtC sequence). Results revealed better performances for PtC than CtP sequences, except when no central object was present under rapid categorization constraints. As Experiment 3 suggested that the PtC advantage was not explained by a reduction of the visibility of the object in the central disk by the surrounding peripheral rings (CtP sequence), results are interpreted in the context of a predominant coarse-to-fine processing during scene categorization, with greater efficiency and utility of coarse peripheral vision relative to fine central vision during rapid scene categorization.
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Affiliation(s)
- Audrey Trouilloud
- Univ. Grenoble Alpes, Univ. Savoie Mont Blanc, CNRS, LPNC, 38000 Grenoble, France
| | - Louise Kauffmann
- Univ. Grenoble Alpes, Univ. Savoie Mont Blanc, CNRS, LPNC, 38000 Grenoble, France; Univ. Grenoble Alpes, CNRS, Grenoble INP, GIPSA-lab, 38000 Grenoble, France
| | - Alexia Roux-Sibilon
- Univ. Grenoble Alpes, Univ. Savoie Mont Blanc, CNRS, LPNC, 38000 Grenoble, France
| | - Pauline Rossel
- Univ. Grenoble Alpes, Univ. Savoie Mont Blanc, CNRS, LPNC, 38000 Grenoble, France
| | - Muriel Boucart
- SCALab, University of Lille, Centre National de la Recherche Scientifique, Lille, France
| | - Martial Mermillod
- Univ. Grenoble Alpes, Univ. Savoie Mont Blanc, CNRS, LPNC, 38000 Grenoble, France
| | - Carole Peyrin
- Univ. Grenoble Alpes, Univ. Savoie Mont Blanc, CNRS, LPNC, 38000 Grenoble, France.
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16
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Perception of Gaze Direction in Glaucoma: A Study on Social Cognition. Optom Vis Sci 2020; 97:286-292. [DOI: 10.1097/opx.0000000000001496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
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17
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Jones PR, Tigchelaar I, Demaria G, Wilson I, Bi W, Taylor DJ, Crabb DP. Refinement and preliminary evaluation of two tablet-based tests of real-world visual function. Ophthalmic Physiol Opt 2019; 40:35-46. [PMID: 31879994 PMCID: PMC7028122 DOI: 10.1111/opo.12658] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2019] [Accepted: 11/09/2019] [Indexed: 01/07/2023]
Abstract
Purpose To describe, refine, evaluate, and provide normative control data for two freely available tablet‐based tests of real‐world visual function, using a cohort of young, normally‐sighted adults. Methods Fifty young (18–40 years), normally‐sighted adults completed tablet‐based assessments of (1) face discrimination and (2) visual search. Each test was performed twice, to assess test‐retest repeatability. Post‐hoc analyses were performed to determine the number of trials required to obtain stable estimates of performance. Distributions were fitted to the normative data to determine the 99% population‐boundary for normally sighted observers. Participants were also asked to rate their comprehension of each test. Results Both tests provided stable estimates in around 20 trials (~1–4 min), with only a further reduction of 14%–17% in the 95% Coefficient of Repeatability (CoR95) when an additional 40 trials were included. When using only ~20 trials: median durations for the first run of each test were 191 s (Faces) and 51 s (Search); test‐retest CoR95 were 0.27 d (Faces) and 0.84 s (Search); and normative 99% population‐limits were 3.50 d (Faces) and 3.1 s (Search). No participants exhibited any difficulties completing either test (100% completion rate), and ratings of task‐understanding were high (Faces: 9.6 out of 10; Search: 9.7 out of 10). Conclusions This preliminary assessment indicated that both tablet‐based tests are able to provide simple, quick, and easy‐to‐administer measures of real‐world visual function in normally‐sighted young adults. Further work is required to assess their accuracy and utility in older people and individuals with visual impairment. Potential applications are discussed, including their use in clinic waiting rooms, and as an objective complement to Patient Reported Outcome Measures (PROMs).
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Affiliation(s)
- Pete R Jones
- Division of Optometry and Visual Science, School of Health Sciences, City, University of London, London, UK
| | - Iris Tigchelaar
- Department of Ophthalmology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands.,Ocusweep, Turku, Finland.,Doctoral Program in Clinical Research, University of Turku and Turku University Hospital, Turku, Finland
| | - Giorgia Demaria
- Department of Ophthalmology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands.,Graduate School of Medical Sciences (Research School of Behavioral and Cognitive Neurosciences), University of Groningen, Groningen, the Netherlands
| | - Iain Wilson
- Nuffield Laboratory of Ophthalmology, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK.,Oxford Eye Hospital, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Wei Bi
- Division of Optometry and Visual Science, School of Health Sciences, City, University of London, London, UK
| | - Deanna J Taylor
- Division of Optometry and Visual Science, School of Health Sciences, City, University of London, London, UK
| | - David P Crabb
- Division of Optometry and Visual Science, School of Health Sciences, City, University of London, London, UK
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Enoch J, Jones L, Taylor DJ, Bronze C, Kirwan JF, Jones PR, Crabb DP. How do different lighting conditions affect the vision and quality of life of people with glaucoma? A systematic review. Eye (Lond) 2019; 34:138-154. [PMID: 31822854 DOI: 10.1038/s41433-019-0679-5] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2019] [Revised: 10/15/2019] [Accepted: 10/21/2019] [Indexed: 12/23/2022] Open
Abstract
This article is a systematic review of evidence regarding the impact of different lighting conditions on the vision and quality of life (QoL) of people with primary open-angle glaucoma (POAG). A systematic literature search was carried out using CINAHL, MEDLINE, PsycARTICLES, PsycINFO, Embase, and Ovid Nursing Database for studies: published up to April 2019; including people diagnosed with POAG; and assessing visual function or QoL in response to changing lighting/luminance levels or glare. Two researchers independently screened studies for eligibility. Data were extracted from eligible studies regarding study design, participant characteristics, outcomes, and results. Quality of included studies was critically appraised. Of 8437 studies, 56 eligible studies were included. Studies investigated the effects of lighting on the following domains among people with POAG: QoL (18/56), psychophysical measures (16/56), functional vision (10/56), activities of daily living (10/56), and qualitative findings (2/56). POAG negatively affects low-luminance contrast sensitivity, glare symptoms, and dark adaptation time and extent. In vision-related QoL questionnaires, people with POAG report problems with lighting, glare, and dark adaptation more frequently than any other domain. These problems worsen with progressing visual field loss. Early-stage POAG patients experience significantly more difficulties in low-luminance or changing lighting conditions than age-matched controls (AMCs), challenging perceptions of early-stage POAG as asymptomatic. However, performance-based studies seldom show significant differences between POAG participants and AMCs on tasks simulating daily activities under non-optimal lighting conditions. Further research with larger samples is required to optimise ambient and task-oriented lighting that can support patients' adaptation to POAG.
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Affiliation(s)
- Jamie Enoch
- Division of Optometry and Visual Science, School of Health Sciences, City, University of London, London, UK
| | - Lee Jones
- Division of Optometry and Visual Science, School of Health Sciences, City, University of London, London, UK
| | - Deanna J Taylor
- Division of Optometry and Visual Science, School of Health Sciences, City, University of London, London, UK
| | | | - James F Kirwan
- Department of Ophthalmology, Queen Alexandra Hospital, Portsmouth, UK
| | - Pete R Jones
- Division of Optometry and Visual Science, School of Health Sciences, City, University of London, London, UK
| | - David P Crabb
- Division of Optometry and Visual Science, School of Health Sciences, City, University of London, London, UK.
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Mazzoli LS, Urata CN, Kasahara N. Face memory deficits in subjects with eye diseases: a comparative analysis between glaucoma and age-related macular degeneration patients from a developing country. Graefes Arch Clin Exp Ophthalmol 2019; 257:1941-1946. [DOI: 10.1007/s00417-019-04380-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2019] [Revised: 05/20/2019] [Accepted: 05/25/2019] [Indexed: 11/29/2022] Open
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Senger C, da Silva MJL, De Moraes CG, Messias A, Paula JS. Spatial correlation between localized decreases in exploratory visual search performance and areas of glaucomatous visual field loss. Graefes Arch Clin Exp Ophthalmol 2018; 257:153-160. [PMID: 30368564 DOI: 10.1007/s00417-018-4164-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Revised: 08/29/2018] [Accepted: 10/15/2018] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Visual search is a critical skill for several daily tasks and may be compromised in patients with impaired vision. The objective of this study was to study the relationships between exploratory visual search performance (EVSP) visual field (VF) sensitivity in patients with glaucoma. METHODS Primary open-angle glaucoma patients (POAG; n = 29) and healthy (Control; n = 28) individuals with best corrected visual acuity better than 0.2 logMAR underwent a comprehensive ophthalmological examination, including Humphrey VF tests (24-2 SITA-Standard), and a monocular exploratory visual search digit-based task performed using a software that quantifies the time spent to find a targert on a random array of digits distributed on nine sequential screens. The screens were divided into five areas to topographically match with five VF sectors. RESULTS As expected, POAG eyes had worse VF mean deviation (MD) sensitivity and EVSP than Controls (MD - 8.02 ± 7.88 dB vs - 1.43 ± 1.50 dB, p < 0.0001; and total EVSP time 106.42 ± 59.64 s vs 52.75 ± 19.07 s, p < 0.0001). MD sensitivity of both groups significantly correlated with total EVSP time (POAG r = - 0.45, p = 0.01; and Control r = 0.37, p = 0.049). A significant relationship was observed between EVSP (individual time) and both visual acuity (p = 0.006) and glaucoma diagnosis (p = 0.005). The mean sensitivity of the peripheral VF areas of the POAG group showed significant correlation with the individual search time in the corresponding spatial areas, except in the peripheral superior temporal area (r = - 0.35, p = 0.06). CONCLUSION These data indicate that POAG patients' EVSP is impaired in topographically-correspondent VF areas with sensitivity loss. Visual search may be considered as a measure of impairment of daily activities in glaucoma patients, if further similar tests using binocular conditions corroborate our findings.
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Affiliation(s)
- Cassia Senger
- Department of Ophthalmology, Otorhinolaryngology and Head and Neck Surgery, Ribeirão Preto Medical School- University of São Paulo, Av. Bandeirantes, 3900 - 12°. Andar. Ribeirão Preto, São Paulo, Brazil
| | - Marcelo Jordão Lopes da Silva
- Department of Ophthalmology, Otorhinolaryngology and Head and Neck Surgery, Ribeirão Preto Medical School- University of São Paulo, Av. Bandeirantes, 3900 - 12°. Andar. Ribeirão Preto, São Paulo, Brazil
| | - Carlos Gustavo De Moraes
- Department of Ophthalmology, Edward S. Harkness Eye Institute, Columbia University Medical Center, New York, NY, USA
| | - André Messias
- Department of Ophthalmology, Otorhinolaryngology and Head and Neck Surgery, Ribeirão Preto Medical School- University of São Paulo, Av. Bandeirantes, 3900 - 12°. Andar. Ribeirão Preto, São Paulo, Brazil
| | - Jayter Silva Paula
- Department of Ophthalmology, Otorhinolaryngology and Head and Neck Surgery, Ribeirão Preto Medical School- University of São Paulo, Av. Bandeirantes, 3900 - 12°. Andar. Ribeirão Preto, São Paulo, Brazil.
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Schafer A, Rouland JF, Peyrin C, Szaffarczyk S, Boucart M. Glaucoma Affects Viewing Distance for Recognition of Sex and Facial Expression. ACTA ACUST UNITED AC 2018; 59:4921-4928. [DOI: 10.1167/iovs.18-24875] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Affiliation(s)
- Audrey Schafer
- Centre Hospitalier Universitaire de Lille, Hôpital Huriez, Service d'Ophtalmologie, Lille, France
| | - Jean François Rouland
- Centre Hospitalier Universitaire de Lille, Hôpital Huriez, Service d'Ophtalmologie, Lille, France
- SCALab, University of Lille, Centre National de la Recherche Scientifique, Lille, France
| | - Carole Peyrin
- University Grenoble Alpes, CNRS, LPNC, 38000 Grenoble, France
| | - Sebastien Szaffarczyk
- SCALab, University of Lille, Centre National de la Recherche Scientifique, Lille, France
| | - Muriel Boucart
- SCALab, University of Lille, Centre National de la Recherche Scientifique, Lille, France
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