Introduction: Breast arterial calcification (BAC), seen on mammography, has emerged as a risk stratification tool and surrogate marker of cardiovascular disease (CVD). Studies evaluating the association of BAC with clinical outcomes are limited.Methods: This single-center, retrospective study included 14,544 women who had a digital mammogram from 2008-2016. BAC was quantified with the Bradley score using an automated algorithm based on a trained, deep neural network (CureMetrix). The presence of BAC was defined as Bradley score >10. Clinical outcomes were collected via medical records using ICD-10 diagnoses. Cox regression models were used to evaluate the association between BAC (continuous and binary) and clinical outcomes including mortality and composite outcome (mortality, stroke, and myocardial infarction). Models were adjusted for age, diabetes, medications, race, current smoking, systolic blood pressure, total & HDL cholesterol, and prior CVD diagnosis.Results: The mean age was 54.7 ±11.0 years with 8% diabetes, 30% hypertension, 30% hyperlipidemia and 5% smokers. BAC was present in 13%. Over a mean follow-up of 4.2 years, there were 1,687 deaths (6.8%) and 2,113 composite outcomes (8.5%). On multivariable analysis, each 10-point increase in BAC score was significantly associated with clinical outcomes: mortality (aHR 1.05 [95% CI 1.02-1.08], p < 0.001) and composite outcome (aHR 1.07 [95% CI 1.04-1.09], p < 0.001). With BAC as a binary variable, women with BAC had a 1.52 (95% CI 1.22-1.89) higher risk of mortality and a 1.72 (95% CI 1.40-2.11) higher risk of composite outcome compared to those without BAC.Conclusion: BAC is significantly associated with clinical outcomes, including mortality and CVD. Further study is needed to confirm these findings.