scholarly journals AI-based structure-function correlation in age-related macular degeneration

Eye ◽  
2021 ◽  
Author(s):  
Leon von der Emde ◽  
Maximilian Pfau ◽  
Frank G. Holz ◽  
Monika Fleckenstein ◽  
Karsten Kortuem ◽  
...  
Keyword(s):  
Artificial Intelligence ◽  
Clinical Trials ◽  
Visual Acuity ◽  
Structure Function ◽  
Macular Degeneration ◽  
Outcome Measures ◽  
Multimodal Imaging ◽  
Age Related Macular Degeneration ◽  
Age Related ◽  
Function Correlation

AbstractSensitive and robust outcome measures of retinal function are pivotal for clinical trials in age-related macular degeneration (AMD). A recent development is the implementation of artificial intelligence (AI) to infer results of psychophysical examinations based on findings derived from multimodal imaging. We conducted a review of the current literature referenced in PubMed and Web of Science among others with the keywords ‘artificial intelligence’ and ‘machine learning’ in combination with ‘perimetry’, ‘best-corrected visual acuity (BCVA)’, ‘retinal function’ and ‘age-related macular degeneration’. So far AI-based structure-function correlations have been applied to infer conventional visual field, fundus-controlled perimetry, and electroretinography data, as well as BCVA, and patient-reported outcome measures (PROM). In neovascular AMD, inference of BCVA (hereafter termed inferred BCVA) can estimate BCVA results with a root mean squared error of ~7–11 letters, which is comparable to the accuracy of actual visual acuity assessment. Further, AI-based structure-function correlation can successfully infer fundus-controlled perimetry (FCP) results both for mesopic as well as dark-adapted (DA) cyan and red testing (hereafter termed inferred sensitivity). Accuracy of inferred sensitivity can be augmented by adding short FCP examinations and reach mean absolute errors (MAE) of ~3–5 dB for mesopic, DA cyan and DA red testing. Inferred BCVA, and inferred retinal sensitivity, based on multimodal imaging, may be considered as a quasi-functional surrogate endpoint for future interventional clinical trials in the future.

scholarly journals Genetic biomarkers in the VEGF pathway predicting response to anti-VEGF therapy in age-related macular degeneration

2019 ◽  
Vol 4 (1) ◽  
pp. e000273
Author(s):  
Irina Balikova ◽  
Laurence Postelmans ◽  
Brigitte Pasteels ◽  
Pascale Coquelet ◽  
Janet Catherine ◽  
...  
Keyword(s):  
Visual Acuity ◽  
Macular Degeneration ◽  
Treatment Response ◽  
Multiple Testing ◽  
Age Related Macular Degeneration ◽  
Patient Specific ◽  
Multiple Testing Correction ◽  
Anti Vegf ◽  
Age Related ◽  
Vegf Pathway

ObjectiveAge-related macular degeneration (ARMD) is a leading cause of visual impairment. Intravitreal injections of anti-vascular endothelial growth factor (VEGF) are the standard treatment for wet ARMD. There is however, variability in patient responses, suggesting patient-specific factors influencing drug efficacy. We tested whether single nucleotide polymorphisms (SNPs) in genes encoding VEGF pathway members contribute to therapy response.Methods and analysisA retrospective cohort of 281 European wet ARMD patients treated with anti-VEGF was genotyped for 138 tagging SNPs in the VEGF pathway. Per patient, we collected best corrected visual acuity at baseline, after three loading injections and at 12 months. We also registered the injection number and changes in retinal morphology after three loading injections (central foveal thickness (CFT), intraretinal cysts and serous neuroepithelium detachment). Changes in CFT after 3 months were our primary outcome measure. Association of SNPs to response was assessed by binomial logistic regression. Replication was attempted by associating visual acuity changes to genotypes in an independent Japanese cohort.ResultsAssociation with treatment response was detected for seven SNPs, including in FLT4 (rs55667289: OR=0.746, 95% CI 0.63 to 0.88, p=0.0005) and KDR (rs7691507: OR=1.056, 95% CI 1.02 to 1.10, p=0.005; and rs2305945: OR=0.963, 95% CI 0.93 to 1.00, p=0.0472). Only association with rs55667289 in FLT4 survived multiple testing correction. This SNP was unavailable for testing in the replication cohort. Of six SNPs tested for replication, one was significant although not after multiple testing correction.ConclusionIdentifying genetic variants that define treatment response can help to develop individualised therapeutic approaches for wet ARMD patients and may point towards new targets in non-responders.

scholarly journals Future Perspectives of Therapeutic, Diagnostic and Prognostic Aptamers in Eye Pathological Angiogenesis

Cells ◽  
2021 ◽  
Vol 10 (6) ◽  
pp. 1455
Author(s):  
Emilio Iturriaga-Goyon ◽  
Beatriz Buentello-Volante ◽  
Fátima Sofía Magaña-Guerrero ◽  
Yonathan Garfias
Keyword(s):  
Clinical Trials ◽  
Macular Degeneration ◽  
Small Molecules ◽  
Inflammatory Diseases ◽  
Age Related Macular Degeneration ◽  
Future Perspectives ◽  
Whole Cells ◽  
Pathological Angiogenesis ◽  
Age Related ◽  
Viral Particles

Aptamers are single-stranded DNA or RNA oligonucleotides that are currently used in clinical trials due to their selectivity and specificity to bind small molecules such as proteins, peptides, viral particles, vitamins, metal ions and even whole cells. Aptamers are highly specific to their targets, they are smaller than antibodies and fragment antibodies, they can be easily conjugated to multiple surfaces and ions and controllable post-production modifications can be performed. Aptamers have been therapeutically used for age-related macular degeneration, cancer, thrombosis and inflammatory diseases. The aim of this review is to highlight the therapeutic, diagnostic and prognostic possibilities associated with aptamers, focusing on eye pathological angiogenesis.

scholarly journals The role of future treatments in the management of neovascular age-related macular degeneration in Europe

2021 ◽  
pp. 112067212110183
Author(s):  
Laurent Kodjikian ◽  
Carl Joe Mehanna ◽  
Salomon-Yves Cohen ◽  
François Devin ◽  
Sam Razavi ◽  
...  
Keyword(s):  
Clinical Trials ◽  
Macular Degeneration ◽  
Age Related Macular Degeneration ◽  
Phase Iii ◽  
Vascular Endothelial ◽  
Real World Data ◽  
Phase Iii Clinical Trials ◽  
Age Related ◽  
Injection Frequency ◽  
Endothelial Growth Factor

Anti-vascular endothelial growth factor (VEGF) agents have transformed the management of patients with neovascular age-related macular degeneration (nAMD) over the past two decades. However, as more long-term real-world data become available, it is clear that treatment outcomes are inferior to those reported in large, controlled clinical trials. This is largely driven by undertreatment, that is, not maintaining a consistent injection frequency to achieve sustained VEGF suppression, whether due to patient non-compliance, an important injection burden, or non/incomplete anatomical response. Newer therapeutic advances under evaluation hold promise in achieving more, for less. We review the latest drugs currently in or having successfully finished phase III clinical trials, and determine their potential place in the management of patients with nAMD in Europe.

Association between retinal thickness variation and visual acuity change in neovascular age‐related macular degeneration

2021 ◽  
Author(s):  
Kai Xiong Cheong ◽  
Alvin Wei Jun Teo ◽  
Chui Ming Gemmy Cheung ◽  
Issac Horng Khit Too ◽  
Usha Chakravarthy ◽  
...  
Keyword(s):  
Visual Acuity ◽  
Macular Degeneration ◽  
Retinal Thickness ◽  
Age Related Macular Degeneration ◽  
Thickness Variation ◽  
Age Related

scholarly journals Neovascular age-related macular degeneration: is it worthwhile treating an eye with poor visual acuity, if the visual acuity of the fellow eye is good?

Eye ◽  
2017 ◽  
Vol 31 (6) ◽  
pp. 978-980 ◽  
Author(s):  
A Rasmussen ◽  
J Fuchs ◽  
L H Hansen ◽  
M Larsen ◽  
B Sander ◽  
...  
Keyword(s):  
Visual Acuity ◽  
Macular Degeneration ◽  
Age Related Macular Degeneration ◽  
Fellow Eye ◽  
Age Related
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