Substance dependence-specific pairs included opioid and neuropeptide systems (PENK-OPRM1, PDYN-OPRM1), alongside chemokine (CXCL12-DPP4) and axon guidance signaling (RGMA-NEO1). Here, RGMA is linked to substance dependence.