2,037 lung cancer patients treated with curative-intent RT (55Gy in 20 fractions) were analyzed. Cardiac hospitalization within six months post-RT as well as medical cardiac history prior to RT including ischemic heart disease, arrhythmia, heart failure, pericardial, myocardial, valve and artery disease were obtained from relevant WHO-ICD10 codes from Hospital Episode Statistics. Frequency of cardiac hospitalization was categorized as no, low (1-2), and high (3+) number of admissions. For each patient, planning CT scan was deformably registered to 5 template patients with 14 cardiac substructures segmented. Then, mean, and maximum dose to each substructure were calculated and averaged over 5 templates. To assess associations between cardiac hospitalization and 14 cardiac substructure doses, elastic-net regressions were performed with 1000 bootstraps. Structures with highest selection frequency (>60%) were combined into one structure and mean dose for this combined structure calculated. Associations between priori selected variables (including sex, age, tumor volume, cancer type, N stage, performance status, baseline cardiac admission, and mean lung dose), and dose to combined structure were tested against 3 related outcomes: cardiac hospitalization, number of cardiac hospitalizations, and frequency of cardiac hospitalization using logistic, linear, and ordinal logistic regression, respectively.