Are there ways of joint Bayesian inference of risk variants?
Yes. RiVIERA (Risk Variant Inference using Epigenomic Reference Annotations) is a Bayesian model for inference of driver variants from summary statistics across multiple traits using hundreds of epigenomic annotations.