Therapeutic response in the HAWK and HARRIER trials using deep learning in retinal fluid volume and compartment analysis

To assess the therapeutic response to brolucizumab and aflibercept by deep learning/OCT-based analysis of macular fluid volumes in neovascular age-related macular degeneration. In this post-hoc analysis of two phase III, randomised, multi-centre studies (HAWK/HARRIER), 1078 and 739 treatment-naive e...

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Vydáno v:Eye (London) Ročník 37; číslo 6; s. 1160 - 1169
Hlavní autoři: Schmidt-Erfurth, Ursula, Mulyukov, Zufar, Gerendas, Bianca S, Reiter, Gregor S, Lorand, Daniel, Weissgerber, Georges, Bogunović, Hrvoje
Médium: Journal Article
Jazyk:angličtina
Vydáno: England Nature Publishing Group 01.04.2023
Témata:
Acuity
Age
Angiogenesis Inhibitors - therapeutic use
Animals
Deep Learning
Hawks
Humans
Intravitreal Injections
Macular degeneration
Monoclonal antibodies
Ranibizumab - therapeutic use
Retinal Detachment
Subretinal Fluid
Tomography, Optical Coherence
Vascular Endothelial Growth Factor A
Wet Macular Degeneration - drug therapy
ISSN:0950-222X, 1476-5454, 1476-5454
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Shrnutí:To assess the therapeutic response to brolucizumab and aflibercept by deep learning/OCT-based analysis of macular fluid volumes in neovascular age-related macular degeneration. In this post-hoc analysis of two phase III, randomised, multi-centre studies (HAWK/HARRIER), 1078 and 739 treatment-naive eyes receiving brolucizumab or aflibercept according to protocol-specified criteria in HAWK and HARRIER, respectively, were included. Macular fluid on 41,840 OCT scans was localised and quantified using a validated deep learning-based algorithm. Volumes of intraretinal fluid (IRF), subretinal fluid (SRF), pigment epithelial detachment (PED) for all central macular areas (1, 3 and 6 mm) in nanolitres (nL) and best corrected visual acuity (BCVA) change in ETDRS letters were associated using mixed models for repeated measures. Baseline IRF volumes decreased by >92% following the first intravitreal injection and consistently remained low during follow-up. Baseline SRF volumes decreased by >74% following the first injection, while PED volume resolved by 68-79% of its baseline volume. Resolution of SRF and PED was dependent on the substance and regimen used. Larger residual post-loading IRF, SRF and PED volumes were all independently associated with progressive vision loss during maintenance, where the differences in mean BCVA change between high and low fluid volume subgroups for IRF, SRF and PED were 3.4 letters (p < 0.0001), 1.7 letters (p < 0.001) and 2.5 letters (p < 0.0001), respectively. Deep-learning methods allow an accurate assessment of substance and regimen efficacy. Irrespectively, all fluid compartments were found to be important markers of disease activity and were relevant for visual outcomes.
Bibliografie:ObjectType-Article-1
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ISSN:0950-222X
1476-5454
1476-5454
DOI:10.1038/s41433-022-02077-4