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Male gender (p=0.013), age (p=0.0003), hypertension (p=0.0003), diabetes (p=0.0001), history of cardiac disease (p=0.007), VAT/TAT (p0.0001), and MAT/MM (p0.0001), but not BMI, were associated with hospitalization. A clinical model (age, gender, BMI) had AUC of 0.70. Addition of VAT/TAT to the clinical model improved the AUC to 0.73. Optimal model that included gender, BMI, race (Black), MI, VAT/TAT, as well as interaction between gender and VAT/TAT and gender and MAT/MM demonstrated the highest AUC of 0.83. MAT/MM and VAT/TAT provides important pro