Clinical Characteristics, Risk Score Distribution, and Hospitalization Status in Emergency Department Patients with Acute Chest Pain: A Single-Center Retrospective Four-Year Study

Background/Objectives: Cardiovascular diseases are a major cause of morbidity and mortality worldwide. Acute chest pain is a frequent reason for emergency department presentation and requires structured evaluation to identify life-threatening conditions. This study evaluated clinical characteristics, cardiovascular risk profile, risk stratification patterns, and hospitalization status in adults with acute chest pain. Methods: We conducted a retrospective study using registry data from Arad County Clinical Emergency Hospital between January 2021 and December 2024. Adult patients with documented acute chest pain were included according to predefined criteria. Demographics, comorbidities, clinical presentation, troponin values, hospitalization status, and HEART, and EDACS categories were extracted when available. The Marburg Heart Score was also assessed as an exploratory complementary score. Statistical analysis used descriptive statistics, contingency tables, and chi-square testing, with available-case analysis. Results: Overall, 2070 patients were included. Most patients were aged 35–54 or 55–69 years. Hypertension and diabetes mellitus were the most common comorbidities, and pressure-like chest pain predominated. In unadjusted analyses, HEART and EDACS categories were significantly associated with hospitalization status across all study years. Score categories were significantly associated with hospitalization status across all study years. Age was consistently associated with cardiovascular comorbidity burden and higher-risk score categories. Conclusions: Structured risk stratification scores were associated with hospitalization status, while age was associated with cardiovascular risk burden.