A fast and accurate, widely used clustering algorithm for cytometry data. FlowSOM makes use of a two-step clustering procedure, first using a Self-Organizing Map, followed by consensus hierarchical meta-clustering. The algorithm is available in R (on Github and Bioconductor), but also implemented in several commercial cytometry analysis tools (such as FlowJo, Cytobank and OMIQ).