In Fujinami-Yokokawa et al.’s 2019 study, it was emphasized that the application of deep neural networks in the prediction of the three major genes responsible for IRDs (ABCA4, RP1L1, EYS) from SD-OCT had a mean prediction accuracy of 90% [14]. The gene discussed is EYS; the disease is respiratory distress syndrome in premature infants.