VCP and amyotrophic lateral sclerosis: In this study, we integrate multichannel fluorescence high‐content microscopy data with deep learning imaging methods to reveal—directly from unsegmented images—novel neurite‐associated morphological perturbations associated with (ALS‐causing) VCP‐mutant human motor neurons (MNs).