High Throughput Automated Analysis of Big Flow Cytometry Data.

•Customized automated analysis pipeline that can be applied to large scale flow cytometry data is proposed.•Detect batch effects and outliers at both sample and dataset level.•Enumerate cell populations using both supervised and semi-supervised computational analysis.•Identify cell populations significantly different between knockout lines and wild type controls.