After adjusting for COVID status, age, race, BMI, non-HDL cholesterol, systolic blood pressure, smoking status, and baseline comorbidities (hypertension and diabetes), the effects of AI, BMI, D-dimer, and zonulin remained independently associated (p < 0.05) with female sex. Here, HP is linked to diabetes mellitus.