Using a machine learning algorithm and the disease-linked database PhenoMiR, we identified Alzheimer’s disease (AD)- and glioma-associated miRNAs as ligands for TLR7 and TLR8. Here, TLR8 is linked to early-onset autosomal dominant Alzheimer disease.