Scientists have long strived to understand the risk factors for VTE, the leading cause of preventable hospital deaths in the United States. Existing assessments use factors like tumor or cancer type to detect those at high risk of VTE. Yet, many patients without these diagnoses still develop life-threatening blood clots but go unidentified.