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Phu J, Khuu SK, Nivison-Smith L, Kalloniatis M. Standard automated perimetry for glaucoma and diseases of the retina and visual pathways: Current and future perspectives. Prog Retin Eye Res 2025; 104:101307. [PMID: 39413870 DOI: 10.1016/j.preteyeres.2024.101307] [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: 06/14/2024] [Revised: 10/11/2024] [Accepted: 10/11/2024] [Indexed: 10/18/2024]
Abstract
Static automated perimetry (SAP) remains a mainstay of functional assessment of the visual field in diseases of the visual pathway, such as glaucoma and age-related macular degeneration. The fundamental psychophysical task of responding to stimuli of different levels of contrast has remained minimally changed since its inception in the 1980s, and this is potentially the root of several unresolved issues involving the technique. Enduring issues include the optimisation of SAP parameters for maximising defect detection, the influence of subjective behaviour on the response, structure-function discordance, and ageing- and disease-related changes of the visual pathway. Addressing these issues has been a focus of our research program and is the subject of this manuscript. We will review some of the basic psychophysical principles and methods that have contributed to the development of SAP and their contributions to its output measurements. Parameters that are interrogated include stimulus size and background luminance and their modification to improve defect defection in glaucoma and age-related macular degeneration. We propose frameworks for optimising testing parameters and leveraging the results for changing clinical care. In our pursuit of optimising the structure-function relationship in the eye, several areas of research have been developed and explored, including: the reconciliation of subjective responses in perimetry; by minimising sources of biases, such as Method of Limits we have been able to equate static and kinetic perimetry outputs in relation to underlying structural loci. This also formed the basis for our clustering framework, which groups together statistically similar structural and functional test locations to maximise structure-function concordance. Throughout the manuscript, we review the scientific underpinnings of clinical measurements, framing application into real-world patients to improve clinical practice.
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Affiliation(s)
- Jack Phu
- School of Optometry and Vision Science, University of New South Wales, Kensington, NSW, Australia; Centre for Eye Health, University of New South Wales, Kensington, NSW, Australia; Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia; Concord Clinical School, Concord Repatriation General Hospital, Concord, NSW, Australia; School of Medicine (Optometry), Deakin University, Waurn Ponds, VIC, Australia.
| | - Sieu K Khuu
- School of Optometry and Vision Science, University of New South Wales, Kensington, NSW, Australia.
| | - Lisa Nivison-Smith
- School of Optometry and Vision Science, University of New South Wales, Kensington, NSW, Australia; Centre for Eye Health, University of New South Wales, Kensington, NSW, Australia.
| | - Michael Kalloniatis
- School of Optometry and Vision Science, University of New South Wales, Kensington, NSW, Australia; School of Medicine (Optometry), Deakin University, Waurn Ponds, VIC, Australia; College of Optometry, University of Houston, Houston, TX, USA.
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Reiter GS, Mai J, Riedl S, Birner K, Frank S, Bogunovic H, Schmidt-Erfurth U. AI in the clinical management of GA: A novel therapeutic universe requires novel tools. Prog Retin Eye Res 2024; 103:101305. [PMID: 39343193 DOI: 10.1016/j.preteyeres.2024.101305] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Revised: 09/25/2024] [Accepted: 09/26/2024] [Indexed: 10/01/2024]
Abstract
Regulatory approval of the first two therapeutic substances for the management of geographic atrophy (GA) secondary to age-related macular degeneration (AMD) is a major breakthrough following failure of numerous previous trials. However, in the absence of therapeutic standards, diagnostic tools are a key challenge as functional parameters in GA are hard to provide. The majority of anatomical biomarkers are subclinical, necessitating advanced and sensitive image analyses. In contrast to fundus autofluorescence (FAF), optical coherence tomography (OCT) provides high-resolution visualization of neurosensory layers, including photoreceptors, and other features that are beyond the scope of human expert assessment. Artificial intelligence (AI)-based methodology strongly enhances identification and quantification of clinically relevant GA-related sub-phenotypes. Introduction of OCT-based biomarker analysis provides novel insight into the pathomechanisms of disease progression and therapeutic, moving beyond the limitations of conventional descriptive assessment. Accordingly, the Food and Drug Administration (FDA) has provided a paradigm-shift in recognizing ellipsoid zone (EZ) attenuation as a primary outcome measure in GA clinical trials. In this review, the transition from previous to future GA classification and management is described. With the advent of AI tools, diagnostic and therapeutic concepts have changed substantially in monitoring and screening of GA disease. Novel technology combined with pathophysiological knowledge and understanding of the therapeutic response to GA treatments, is currently opening the path for an automated, efficient and individualized patient care with great potential to improve access to timely treatment and reduce health disparities.
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Affiliation(s)
- Gregor S Reiter
- Department of Ophthalmology and Optometry, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria.
| | - Julia Mai
- Department of Ophthalmology and Optometry, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria.
| | - Sophie Riedl
- Department of Ophthalmology and Optometry, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria.
| | - Klaudia Birner
- Department of Ophthalmology and Optometry, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria.
| | - Sophie Frank
- Department of Ophthalmology and Optometry, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria.
| | - Hrvoje Bogunovic
- Department of Ophthalmology and Optometry, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria.
| | - Ursula Schmidt-Erfurth
- Department of Ophthalmology and Optometry, Medical University of Vienna, Spitalgasse 23, 1090, Vienna, Austria.
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Trinh M, Cheung R, Duong A, Nivison-Smith L, Ly A. OCT Prognostic Biomarkers for Progression to Late Age-related Macular Degeneration: A Systematic Review and Meta-analysis. Ophthalmol Retina 2024; 8:553-565. [PMID: 38154619 DOI: 10.1016/j.oret.2023.12.006] [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: 10/16/2023] [Revised: 12/15/2023] [Accepted: 12/18/2023] [Indexed: 12/30/2023]
Abstract
TOPIC To evaluate which OCT prognostic biomarkers best predict the risk of progression from early/intermediate to late age-related macular degeneration (AMD). CLINICAL RELEVANCE Among > 100 OCT prognostic biomarkers for AMD, it is unclear which are the most relevant for clinicians and researchers to focus on. This review evaluated which OCT biomarkers confer the greatest magnitude of prediction for progression to late AMD. METHODS Study protocol was registered on PROSPERO (CRD42023400166). PubMed and Embase were searched from inception to March 2, 2023, and eligible studies assessed following the Grading of Recommendations, Assessment, Development, and Evaluation (GRADE) approach. The primary outcome was any quantified risk of progression from treatment-naive early/intermediate AMD to late AMD, including hazard ratios (HRs), odds ratios (ORs), and standardized mean differences (at baseline, between eyes with versus without progression), subgrouped by each OCT biomarker. Further meta-analyses were subgrouped by progression to geographic atrophy or neovascularization. RESULTS A total of 114 quantified OCT prognostic biomarkers were identified. With high GRADE certainty of evidence, the greatest magnitudes of prediction to late AMD belonged to: external limiting membrane abnormality (OR, 15.42 [7.63, 31.17]), ellipsoid zone abnormality (OR, 10.8 [4.58, 25.46]), interdigitation zone abnormality (OR, 7.68 [2.57, 23]), concurrent large drusen and reticular pseudodrusen (HR, 6.73 [1.35, 33.65], hyporeflective drusen cores (HR, 2.48 [1.8, 3.4]; OR 1.85 [1.29, 2.66]), intraretinal hyperreflective foci (IHRF; HR, 2.16 [0.92, 5.07]; OR 5.08 [3.26, 7.92]), and large drusen (HR, 2.01 [1.35, 2.99]); OR, 1.98 [1.27, 3.08]). There was greater risk of geographic atrophy for IHRF and hyporeflective drusen cores (P < 0.05), and neovascularization for ellipsoid zone abnormality (P < 0.05). Other OCT biomarkers such as drusenoid pigment epithelium detachment, shallow irregular retinal pigment epithelium elevations, and nascent geographic atrophy exhibited large magnitudes of risk but required further studies for validation. CONCLUSION This review synthesizes the 6 most relevant OCT prognostic biomarkers for AMD with greater predictive ability than large drusen alone, for clinicians and researchers to focus on. Further study is required to validate other biomarkers with less than high certainty of evidence, and assess how the copresence of biomarkers may affect risks. FINANCIAL DISCLOSURE(S) The author(s) have no proprietary or commercial interest in any materials discussed in this article.
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Affiliation(s)
- Matt Trinh
- School of Optometry and Vision Science, Faculty of Medicine and Health, University of New South Wales, Sydney, Australia.
| | - Rene Cheung
- School of Optometry and Vision Science, Faculty of Medicine and Health, University of New South Wales, Sydney, Australia; Centre for Eye Health, University of New South Wales, Sydney, Australia
| | - Annita Duong
- School of Optometry and Vision Science, Faculty of Medicine and Health, University of New South Wales, Sydney, Australia
| | - Lisa Nivison-Smith
- School of Optometry and Vision Science, Faculty of Medicine and Health, University of New South Wales, Sydney, Australia
| | - Angelica Ly
- School of Optometry and Vision Science, Faculty of Medicine and Health, University of New South Wales, Sydney, Australia
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Saßmannshausen M, Döngelci S, Vaisband M, von der Emde L, Sloan KR, Hasenauer J, Holz FG, Schmitz-Valckenberg S, Ach T. Spatially Resolved Association of Structural Biomarkers on Retinal Function in Non-Exudative Age-Related Macular Degeneration Over 4 Years. Invest Ophthalmol Vis Sci 2024; 65:45. [PMID: 38687492 PMCID: PMC11067547 DOI: 10.1167/iovs.65.4.45] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2023] [Accepted: 03/26/2024] [Indexed: 05/02/2024] Open
Abstract
Purpose To longitudinally assess the impact of high-risk structural biomarkers for natural disease progression in non-exudative age-related macular degeneration (AMD) on spatially resolved mesopic and scotopic fundus-controlled perimetry testing. Methods Multimodal retinal imaging data and fundus-controlled perimetry stimuli points were semiautomatically registered according to landmark correspondences at each annual visit over a period of up to 4 years. The presence of sub-RPE drusen, subretinal drusenoid deposits, pigment epithelium detachments (PEDs), hyper-reflective foci (HRF), vitelliform lesions, refractile deposits, and incomplete RPE and outer retinal atrophy (iRORA) and complete RPE and outer retinal atrophy (cRORA) were graded at each stimulus position and visit. Localized retinal layer thicknesses were extracted. Mixed-effect models were used for structure-function correlation. Results Fifty-four eyes of 49 patients with non-exudative AMD (mean age, 70.7 ± 9.1 years) and 27 eyes of 27 healthy controls (mean age, 63.4 ± 8.9 years) were included. During study course, presence of PED had the highest functional impact with a mean estimated loss of -1.30 dB (P < 0.001) for mesopic and -1.23 dB (P < 0.001) for scotopic testing, followed by HRF with -0.89 dB (mesopic, P = 0.001) and -0.87 dB (scotopic, P = 0.005). Subretinal drusenoid deposits were associated with a stronger visual impairment (mesopic, -0.38 dB; P = 0.128; scotopic, -0.37 dB; P = 0.172) compared with sub-RPE drusen (-0.22 dB, P = 0.0004; -0.18 dB, P = 0.006). With development of c-RORA, scotopic retinal sensitivity further significantly decreased (-2.15 dB; P = 0.02). Thickening of the RPE-drusen-complex and thinning of the outer nuclear layer negatively impacted spatially resolved retinal sensitivity. Conclusions The presence of PED and HRF had the greatest prognostic impact on progressive point-wise sensitivity losses. Higher predominant rod than cone-mediated localized retinal sensitivity losses with early signs of retinal atrophy development indicate photoreceptor preservation as a potential therapeutic target for future interventional AMD trials.
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Affiliation(s)
| | - Senem Döngelci
- Department of Ophthalmology, University Hospital Bonn, Bonn, Germany
| | - Marc Vaisband
- Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
| | - Leon von der Emde
- Department of Ophthalmology, University Hospital Bonn, Bonn, Germany
| | - Kenneth R. Sloan
- Department of Computer Science, University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Jan Hasenauer
- Department of Internal Medicine III With Haematology, Medical Oncology, Haemostaseology, Infectiology and Rheumatology, Oncologic Center, Salzburg, Austria
- Helmholtz Center Munich–German Research Center for Environmental Health, Institute of Computational Biology, Neuherberg, Germany
| | - Frank G. Holz
- Department of Ophthalmology, University Hospital Bonn, Bonn, Germany
- Life and Medical Sciences Institute, University of Bonn, Bonn, Germany
| | - Steffen Schmitz-Valckenberg
- Department of Ophthalmology, University Hospital Bonn, Bonn, Germany
- John A. Moran Eye Center, University of Utah, Salt Lake City, Utah, United States
| | - Thomas Ach
- Department of Ophthalmology, University Hospital Bonn, Bonn, Germany
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Nam J, Nivison-Smith L, Trinh M. Spatial Analysis Reveals Vascular Changes in Retinal and Choroidal Vessel Perfusion in Intermediate AMD With Reticular Pseudodrusen. Invest Ophthalmol Vis Sci 2024; 65:33. [PMID: 38386332 PMCID: PMC10896234 DOI: 10.1167/iovs.65.2.33] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 02/01/2024] [Indexed: 02/23/2024] Open
Abstract
Purpose To examine the effect of reticular pseudodrusen (RPD) on retinal and choroidal vessel perfusion (VP) topography in intermediate age-related macular degeneration (iAMD) using refined spatial analyses. Methods This was a retrospective cross-sectional study of 120 individuals with 30 iAMDRPD, 60 iAMDno_RPD, and 30 normal eyes, propensity-score matched by age, sex, and presence of cardiovascular-related disease. VP of the superficial and deep retinal and choriocapillaris vascular slabs was assessed from 6 × 6-mm optical coherence tomography angiography (OCTA) scans divided into 126 × 126 grids, with adjustment for various person- and eye-level factors. Grid-wise VP differences (%) among the groups were spatially assessed according to analyses based on the Early Treatment for Diabetic Retinopathy Study (ETDRS), eccentricity (µm), and degree (°). Results VP was significantly decreased between iAMDRPD and iAMDno_RPD, across all vascular slabs in various ETDRS sectors (up to -2.16%; 95% confidence interval, -2.99 to -1.34; P < 0.05). Eccentricity analyses revealed more complex patterns: a bisegmented relationship where VP in iAMDRPD eyes decreased linearly toward 1000 µm then returned toward similar values as iAMDno_RPD, plateauing around 2000 µm in the superficial and 3000 µm in the deep retina (R2 = 0.57-0.9; P < 0.001). Degree-based analysis further showed that the greatest VP differences in iAMDRPD eyes were commonly located superiorly and nasally across all vascular slabs (P < 0.05). Conclusions RPD appears to compound the vascular impact of iAMD, displaying complex spatial patterns beyond the ETDRS sectors. This highlights the importance of considering spatial delineations for future work regarding the role of RPD and vascular dysfunction.
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Affiliation(s)
- Judy Nam
- School of Optometry and Vision Science, University of New South Wales, Sydney, Australia
- Centre for Eye Health, Sydney, Australia
| | - Lisa Nivison-Smith
- School of Optometry and Vision Science, University of New South Wales, Sydney, Australia
- Centre for Eye Health, Sydney, Australia
| | - Matt Trinh
- School of Optometry and Vision Science, University of New South Wales, Sydney, Australia
- Centre for Eye Health, Sydney, Australia
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Trinh M, Kalloniatis M, Alonso-Caneiro D, Nivison-Smith L. Spatial Cluster Patterns of Retinal Sensitivity Loss in Intermediate Age-Related Macular Degeneration Features. Transl Vis Sci Technol 2023; 12:6. [PMID: 37676679 PMCID: PMC10494986 DOI: 10.1167/tvst.12.9.6] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Accepted: 07/20/2023] [Indexed: 09/08/2023] Open
Abstract
Purpose To examine spatial patterns of retinal sensitivity loss in the three key features of intermediate age-related macular degeneration (iAMD). Methods One-hundred individuals (53 iAMD, 47 normal) underwent 10-2 mesopic microperimetry testing in one eye. Pointwise sensitivities (dB) were corrected for age, sex, iAMD status, and co-presence of co-localized key iAMD features: drusen load, pigmentary abnormalities, and reticular pseudodrusen (RPD). Clusters (labeled by ranks of magnitude C-2, C-1, C0) were derived from pointwise sensitivities and then assessed by quadrants and eccentricity/rings. Results Two clusters of decreased sensitivities were evident in iAMD versus normal: C-2, -1.67 dB (95% CI (confidence intervals), -2.36 to -0.98; P < 0.0001); C-1, -0.93 dB (95% CI, -1.5 to -0.36; P < 0.01). One cluster of decreased sensitivity was independently associated each with increased drusen load (13.57 µm increase per -1 dB; P < 0.0001), pigmentary abnormalities (C-1: -2.23 dB; 95% CI, -3.36 to -1.1; P < 0.01), and RPD (C-1: -1.07 dB; 95% CI, -2 to -0.14; P < 0.01). Sensitivity loss in iAMD was biased toward the superior and central macula (P = 0.16 to <0.0001), aligning with structural distributions of features. However, sensitivity loss associated with drusen load also extended to the peripheral macula (P < 0.0001) with paracentral sparing, which was discordant with the central distribution of drusen. Conclusions Drusen load, pigmentary abnormalities, and RPD are associated with patterns of retinal sensitivity loss commonly demonstrating superior and central bias. Results highlighted that a clinical focus on these three key iAMD features using structural measures alone does not capture the complex, spatial extent of vision-related functional impairment in iAMD. Translational Relevance Defining the spatial patterns of retinal sensitivity loss in iAMD can facilitate a targeted visual field protocol for iAMD assessment.
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Affiliation(s)
- Matt Trinh
- Centre for Eye Health, University of New South Wales, Sydney, New South Wales, Australia
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
| | - Michael Kalloniatis
- Centre for Eye Health, University of New South Wales, Sydney, New South Wales, Australia
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
- School of Medicine (Optometry), Deakin University, Geelong, Victoria, Australia
| | - David Alonso-Caneiro
- School of Science, Technology and Engineering, University of Sunshine Coast, Queensland, Australia
| | - Lisa Nivison-Smith
- Centre for Eye Health, University of New South Wales, Sydney, New South Wales, Australia
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
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