ISL1 and amyotrophic lateral sclerosis: From these RNA-seq data, we selected MNs (N = 115) only, based on their coexpression of SLC18A3 and ISL1. We used a random forest classifier (Breiman 2001) as our machine learning approach to evaluate if our DEGs could classify these MNs into ALS or control (Fig. 6B).