A systematic evaluation of human expert agreement on optical coherence tomography biomarkers using multiple devices

Autor: Martin Michl, Martina Neschi, Alexandra Kaider, Katja Hatz, Gabor Deak, Bianca S. Gerendas, Ursula Schmidt-Erfurth
Rok vydání: 2022
Předmět:
Popis: Objectives: To assess the agreement in evaluating optical coherence tomography (OCT) variables in the leading macular diseases such as neovascular age-related macular degeneration (nAMD), diabetic macular edema (DME) and retinal vein occlusion (RVO) among OCT-certified graders. Methods: SD-OCT volume scans of 356 eyes were graded by seven graders. The grading included presence of intra- and subretinal fluid (IRF, SRF), pigment epithelial detachment (PED), epiretinal membrane (ERM), conditions of the vitreomacular interface (VMI), central retinal thickness (CRT) at the foveal centerpoint (CP) and central millimeter (CMM), as well as height and location of IRF/SRF/PED. Kappa statistics (κ) and intraclass correlation coefficient (ICC) were used to report categorical grading and measurement agreement. Results: The overall agreement on the presence of IRF/SRF/PED was κ = 0.82/0.85/0.81; κ of VMI condition was 0.77, that of ERM presence 0.37. ICC for CRT measurements at CP and CMM was excellent with an ICC of 1.00. Height measurements of IRF/SRF/PED showed robust consistency with ICC=0.85-0.93. There was substantial to almost perfect agreement in locating IRF/SRF/PED with κ=0.67-0.86. Between diseases, κ of IRF/SRF presence was 0.69/0.80 for nAMD, 0.64/0.83 for DME and 0.86/0.89 for RVO. Conclusion: Even in the optimized setting, featuring certified graders, standardized image acquisition and the use of a professional reading platform, there is a disease dependent variability in biomarker evaluation that is most pronounced for IRF in nAMD as well as DME. Our findings highlight the variability in the performance of human expert OCT grading and the need for AI-based automated feature analyses.
Databáze: OpenAIRE