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Data Quality Assessment Of Ungated Flow Cytometry Data In High, Nolwenn Le Meur, Anthony Rossini, Maura Gasparetto, Clay Smith, Ryan R. Brinkman, Robert Gentleman
Data Quality Assessment Of Ungated Flow Cytometry Data In High, Nolwenn Le Meur, Anthony Rossini, Maura Gasparetto, Clay Smith, Ryan R. Brinkman, Robert Gentleman
Bioconductor Project Working Papers
Background: The recent development of semi-automated techniques for staining and analyzing flow cytometry samples has presented new challenges. Quality control and quality assessment are critical when developing new high throughput technologies and their associated information services. Our experience suggests that significant bottlenecks remain in the development of high throughput flow cytometry methods for data analysis and display. Especially, data quality control and quality assessment are crucial steps in processing and analyzing high throughput flow cytometry data.
Methods: We propose a variety of graphical exploratory data analytic tools for exploring ungated flow cytometry data. We have implemented a number of specialized …