There is conflicting evidence on the association between the use of androgen deprivation therapy (ADT) and the risk of developing stroke and thromboembolic events. Prior observational studies may be prone to selection bias. We hypothesize that there is an association between ADT use and the development of stroke, transient ischemic attack (TIA), deep vein thrombosis (DVT), and pulmonary embolism (PE) in men with prostate cancer (PC) treated with definitive radiation therapy (RT) after controlling for multiple sources of selection bias. This is an observational cohort study of men diagnosed with non-metastatic PC at the United States Department of Veterans Affairs between January 1, 2001 and October 31, 2015 who received definitive RT with or without ADT. Patients with missing covariates, including prostate specific antigen (PSA), Gleason score, clinical T, M, and N stages, and income were excluded. We excluded patients with a previous stroke, TIA, dementia, mild cognitive impairment, DVT, or PE at any time before their PC diagnosis. Finally, patients who initiated ADT more than one year after their PC diagnosis were excluded. Fine-Gray competing risks regression was used to evaluate the association of ADT with stroke and thromboembolic events. Patients who initiated ADT of any sort within 1 year of PC diagnosis were considered to be exposed to ADT. Outcomes were the development of stroke, TIA, DVT, or PE. Variables included in the Fine-Gray model were age, CCI score, statin use, antiplatelet use, antihypertensive use, alcohol abuse, substance abuse, race, smoking status, region, Gleason score, income, education, clinical T stage, PSA, and year of diagnosis. The cohort included 44,246 men followed for a median of 6.8 years. A total of 27,971 patients received RT alone while 16,275 patients received RT and ADT. During the study follow-up, 2,517 patients experienced stroke, 1,141 experienced TIA, 1,286 developed DVT, and 653 developed PE. In the multivariable competing risk model, there was an overall significant association between ADT and stroke (subdistribution hazard ratio (SHR) =1.19, 95% CI=1.09-1.30, p<0.01), TIA (SHR=1.24, 95% CI=1.08-1.41, p<0.01), and DVT (SHR=1.18, 95% CI=1.04-1.34, p<0.01). While there was no overall association between ADT and PE (Table 2; SHR=1.16, 95% CI=0.98-1.39, p-value=0.08), there was an association between ADT length>1 year and PE (SHR=1.34, 95% CI=1.06-1.69, p-value=0.03). We observed an increase in the risk of stroke, TIA, and DVT among a large cohort of men with PC who received ADT with definitive RT. In the subset of men who received ADT for more than one year, we also found an association between ADT and PE. These results may help to clarify concerns regarding the long-term risks of ADT on cerebrovascular and cardiovascular disease in the treatment of PC.