Abstract: The present disclosure provides methods of determining the risk of a subject having or developing a cancer based on the affinity of the subjects MHC-II alleles for oncogenic mutations, methods for improving cancer diagnosis, and kits comprising agents that detect the oncogenic mutations in a subject.

Abstract: The present invention relates to processes, systems and methods for estimating the effects of genetic polymorphisms associated with traits and diseases, based on distributions of observed effects across multiple loci. In particular, the present invention provides systems and methods for analyzing genetic variant data including estimating the proportion of polymorphisms truly associated with the phenotypes of interest, the probability that a given polymorphism has a true association with the phenotypes of interest, and the predicted effect size of a given genetic variant in independent de novo samples given effect size distributions in observed samples. The present invention also relates to using the described systems and methods and use of genetic polymorphisms across a plurality of loci and a plurality of phenotypes to diagnose, characterize, optimize treatment and predict diseases and traits.