Animal models of drug use have been employed for over 100 years to facilitate the 10 identification of mechanisms governing human substance use and addiction. Most 11 cross-species research on drug use/addiction examines behavioral overlap, but 12 studies assessing neuro-molecular correspondence are lacking. Our study utilized 13 transcriptome-wide data from the hippocampus and ventral tegmental area 14 (VTA)/midbrain from a total of 35 human males with cocaine use disorder/controls 15 and 49 male C57BL/6J cocaine/saline administering/exposed mice. We 16hypothesized that individual genes (differential expression) and systems of co-17 expressed genes (gene networks) would demonstrate appreciable overlap across 18 mouse cocaine self-administration and human cocaine use disorder. We found 19modest, but significant associations between differentially expressed genes 20 associated with cocaine self-administration (short access) and cocaine use disorder 21 within meso-limbic circuitry, but non-robust associations with mouse models of 22 acute cocaine exposure, (cocaine) context re-exposure and cocaine + context re-23 exposure. Investigating systems of co-expressed genes, we also found several 24 validated gene networks with weak to moderate conservation between 25 cocaine/saline self-administering mice and disordered cocaine users/controls. The 26 most conserved hippocampal and VTA gene networks demonstrated substantial 27 overlap (2,029 common genes) and included novel and previously implicated 28 targets of cocaine use/addiction. Lastly, we conducted expression-based phenome-29 wide association studies of the nine common hub genes across conserved gene 30 networks and found that they were associated with dopamine/serotonin function, 31cocaine self-administration and other relevant mouse traits. Overall, our study 32 identified and characterized homologous transcriptional effects between mouse 33 models of cocaine self-administration and human cocaine use disorder that may 34 serve as a benchmark for future research. 35 36