Surveying the food-associated compounds detected in clinical samples, we can differentiate patients with specific diet types, such as predominantly animal protein- versus plant-based diet. In addition, we can identify specific foods associated with clinical outcomes in disease cohorts. With its broad applications, we envision this approach becoming invaluable in nutrition research as well as many other fields once additional reference datasets become available.