Background: The pathogenesis of peripheral artery disease (PAD) is associated with impaired calf muscle. We sought to investigate the association between gender-specific calf girth and the prevalence of PAD among participants from a community-based cohort study. Methods: A total 13,808 participants in the Atherosclerosis Risk in Communities (ARIC) study without prior PAD were included in the final analysis. Calf girth was measured at baseline (1985)(1986)(1987). A hospital diagnosis with an ICD-9 code defined incident PAD during follow up. Cox regression analysis adjusted for demographic variables and other covariates was used to estimate hazard ratios (HR) and 95% confidence interval (CI) for the association between calf girth and PAD. Results: After a medium follow-up of 25.2 years, the overall prevalence of PAD in our study was 5.2% (721/ 13,808), 335 patients were women and 386 were men. The adjusted HR for PAD with calf girth as continuous variables was 0.99 (95% CI 0.95-1.04) in females and 0.93 (95% CI 0.88-0.99) in males, respectively. Moreover, interaction for gender was statistically significant between calf girth and PAD in overall population (p = 0.001). Conclusions: Our findings revealed a linear association of calf girth with the prevalence of PAD among male participants in ARIC.