Hierarchical modeling for rare event detection and cell subset alignment across flow cytometry samples.
Flow cytometry is the prototypical assay for multi-parameter single cell analysis, and is essential in vaccine and biomarker research for the enumeration of antigen-specific lymphocytes that are often found in extremely low frequencies (0.1% or less).Standard analysis of flow cytometry data relies on visual identification of cell subsets by experts