•Use of cropped images may have deprived the model of potentially pertinent information in the peripheral retina.•Shallow model due to small dataset limits the complexity of feature detection.•AD patients were diagnosed clinically rather than imaging or ApoE4 genetic basis. Here, APOE is linked to Alzheimer disease.