Through causal gene enrichment analysis, we identified pathways mediating cortical changes in MS that predominantly cluster in leukocyte cell-related pathways, cytokine-cytokine receptor interaction, JAK-STAT signaling pathway, and NF-kappa B signaling pathway. This evidence concerns the gene SOAT1 and myeloid sarcoma.