The purpose of our study was to illustrate a data-driven deep learning approach to predict the causative genes of IRD in macular dystrophy caused by ABCA4 and RP1L1 in comparison with retinitis pigmentosa caused by EYS gene aberration and normal subjects. Here, RP1L1 is linked to Macular dystrophy.