The DeepDETAILS framework enables high-resolution deconvolution of bulk sequencing samples. It maps transcriptional regulatory processes to specific cell types by integrating cross-modality data. This approach bypasses the need for expensive single-cell sequencing in every experiment. Researchers can now extract granular cellular insights from cheaper, aggregated biological samples with higher precision.