Background: Anabolic-androgenic steroid (AAS) dependence has adverse psychological and health consequences, and may be driven in part by muscle dysmorphia. This study aims to identify possible targets for clinical care, and further understanding of symptom structures using network analyses of AAS dependence and muscle dysmorphia symptoms in male AAS users and weightlifting controls.Methods: Symptoms of AAS dependence and muscle dysmorphia were assessed using clinical interviews and standardized questionnaires. The following symptom networks were computed 1) AAS dependence symptoms among users (n=120), 2) muscle dysmorphia symptoms in AAS users and weight-lifting controls (n=88) in two separate networks, which were compared using a network comparison test, and 3) AAS dependence and muscle dysmorphia symptoms in AAS users. Results: AAS users scored significantly higher on all muscle dysmorphia measures compared to controls. In the dependence network, continuing use despite physical and mental problems, interference with work/life, using more or for longer than planned, and tolerance were the most central symptoms, while time spent was the least central. The symptom structure of muscle dysmorphia differed in controls and AAS users, with physique concealment and exercise dependence as the most central symptoms in the two groups, respectively. The correlation stability coefficients indicated acceptable stability of all networks. Conclusion: Side effects and tolerance were the key constituents of AAS dependence, suggesting alleviating discomfort when ceasing use as a target for treatment. Additional studies are needed to assess the value of symptom network analysis for clinical decision-making, and the role of body image problems in AAS dependence.