Panels of serum
metabolic biomarkers and methods of their use in detecting and diagnosing
cancer, especially
ovarian cancer, are disclosed. The metabolic biomarker panels include 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 50, 75, 100, 150, or more metabolites. Supervised
classification methods, such as trained support vector machines (SVMs) are used to determine whether the levels of
metabolic biomarkers in a subject are indicative of the presence of
cancer. The disclosed biomarkers and methods preferably allow a diagnosis of
cancer with an accuracy, a specificity, and / or a sensitivity of at least 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99%.