Moreover, our model not only detects known genes for target drugs, like XRCC1, but also discovers novel potential gene expressions, like SEC14L2. Meanwhile, our federated framework may integrate data from multiple sources without violating the data privacy and the obtained larger sample size may help discover and understand more AD-related genetic information. Here, XRCC1 is linked to Alzheimer disease.