Using a machine-learning approach, both shared and distinct spatiotemporal brain and spinal cord atrophy subtypes were explored in AQP4 + NMOSD and MS, with distinct clinical and MRI features. The gene discussed is AQP4; the disease is myeloid sarcoma.