Abstract Background Immune checkpoint inhibitors (ICIs) are now a standard of care for the treatment of wide variety of cancers, due to their dramatically improved patient's outcomes. Nevertheless, their use may lead to significant cardiovascular immune-related adverse events (CV irAEs). Objectives We aimed to assess whether pre-treatment coronary artery calcium (CAC) deposit may play as a risk factor for CV irAEs development in patients treated with ICIs therapy. Methods A retrospective single center cohort of patients treated with ICIs therapy, who performed pre-treatment chest computed tomography. Visual CAC assessment was performed, categorized to positive or negative calcium deposit in the coronary arteries. Patients with pre-existing ischemic heart disease were excluded. The primary endpoint was to evaluate the association between positive CAC deposit and the composite CV irAEs, including myocarditis, acute coronary syndrome, heart failure, and arrhythmias. The secondary endpoint was to evaluate its association to all-cause mortality. Results The cohort included 238 patients, with mean age 65±13 years and 53% male representative. The most prevalent type of cancer was lung (36%) and the prominent ICIs regimen was pembrolizumab (54%). High incidence of cardiac risk factors was observed, including hypertension (39%), hyperlipidemia (35%) and diabetes (23%). Overall, 145 (61%) patients were included in the positive CAC deposit group. No significant differences were observed between the positive and negative groups regarding cancer type, ICIs therapy and baseline cardiac risk factors or medical therapy. Over a 12-months follow-up period, positive CAC deposit was not associated with the development of CV irAEs (p=0.139), or increased all-cause mortality (p=0.884). Conclusion The presence of pre-treatment positive CAC deposit did not demonstrate a predictive role in assessing the risk of CV irAEs or all-cause mortality in patients treated with ICIs.