Fig. 2From: Cytomulate: accurate and efficient simulation of CyTOF dataOverview of Cytomulate model and software pipeline. a The model structure and input and output pipelines of Cytomulate. The input stage demonstrates the parameters and reference data needed for each mode, and Cytomulate uses the provided information accordingly for estimation and simulation. The outputs are in the forms of expression matrices and their associated cell types for additional downstream analyses. b The software pipeline of Cytomulate. The flowchart showcases Cytomulate’s role and integration with industry standard tools in every step of the research and development processBack to article page