 The inference of clonal architectures in cancer using single cell RNA-seq data remains challenging. Here, the authors develop SEVEN, a variational algorithm for copy number-based clonal structure inference in single cell RNA-seq data that can characterize evolution and heterogeneity in the tumor and the microenvironment. This article was authored by Antonio de Falco, Francesca Caruso, Xiao Dongsu, and others.