Our results showed that genes CACNG6, DUSP6 and MAP4K3 in the MAPK pathway have reorganized spatial structures in MM, and associate with gene expression regulation as well as epigenetic mark changes, which might contribute to cancer development (Supplementary Fig. 7). Here, MAP4K3 is linked to cancer.