Abstract: Methods for detecting cancer as well as methods of diagnosis of cancer by detecting proteins secreted into biological fluids are disclosed The invention was first applied to detecting proteins secreted into serum and urine However, it is understood that the methods have broader application to developing tools and systems for detecting proteins secreted into other biological fluids such as, but not limited to, saliva, spinal fluid, seminal fluid, vaginal fluid, and ocular fluid Reliable detection of proteins secreted into biological fluids provided by embodiments of the methods will enable more timely and accurate detection and diagnosis of cancer.

Abstract: The present invention is directed to methods and systems for predicting protein secretion into bodily fluids. In an embodiment, a method uses a feature set comprising secretory properties of collected proteins to train a classifier, based on the feature set, to recognize protein features corresponding to proteins that are likely to be secreted into a biological fluid. Another method determines, using a trained classifier and identified features of a received protein sequence, the probability of the protein sequence being secreted into a biological fluid. In an embodiment, a system predicts the secretion of proteins into a biological fluid. The system comprises components configured to construct a protein feature set comprising properties of collected proteins, train a classifier to predict features of a protein that is likely to be secreted into the biological fluid, receive a protein sequence, and identify the received protein sequence as a secretory protein.