A novel method, DANMLP, which is a combination of a dual attention convolutional neural network and a multiplayer perceptron for the diagnosis of AD, has been proposed for the computer-aided diagnostic process by aggregating multimodal data from structural MRI, clinical information containing demographics and neuropsychology test scores, plus apolipoprotein E (APOE) genotype. This evidence concerns the gene APOE and Alzheimer disease.