[HTML][HTML] Automated flow cytometric analysis across large numbers of samples and cell types

X Chen, M Hasan, V Libri, A Urrutia, B Beitz… - Clinical …, 2015 - Elsevier
Multi-parametric flow cytometry is a key technology for characterization of immune cell
phenotypes. However, robust high-dimensional post-analytic strategies for automated data
analysis in large numbers of donors are still lacking. Here, we report a computational
pipeline, called FlowGM, which minimizes operator input, is insensitive to compensation
settings, and can be adapted to different analytic panels. A Gaussian Mixture Model (GMM)-
based approach was utilized for initial clustering, with the number of clusters determined …