Yang et al. propose FGOT, a computational approach that integrates single-cell or spatial transcriptomic and epigenomic data to elucidate transcriptional regulatory mechanisms. FGOT captures heterogenous cell states and transcriptional regulatory links, enhances the interpretability of existing integration methods, and facilitates the identification of functional cis-regulatory elements at single-cell/spot resolution.