 Single-cell multiomics and deep learning could lead to the inference of biological networks across specific cell types. Here, the authors developed DeepMAPS, a deep learning, graph-based approach for cell-type specific network inference from single-cell multiomics data that is tested on healthy and tumour tissue data sets. This article was authored by Anju and Ma, Xiaoying Wang, Jingxian Li, and others.