Using this approach we reveal that VCP‐ and SOD1‐mutant MNs share phenotypes captured by several related morphological descriptors including Zernike moments, and we validate this finding in human ALS post‐mortem tissues. The gene discussed is VCP; the disease is amyotrophic lateral sclerosis.