After the construction of three predictive QSAR models based on linear discriminant analysis for the identification of molecules with potential activity in ALS and targeting TDP-43, the models were validated and applied to the virtual screening of the Drugbank database with the aim of redirecting known drugs to ALS. This evidence concerns the gene TARDBP and amyotrophic lateral sclerosis.