Prediction of standard cell types and functional markers from textual descriptions of flow cytometry gating definitions using machine learning.

Machine learning methods are able to consistently predict annotations associated with gating definitions from flow cytometry assays. However, a hybrid automatic and manual annotation workflow would be recommended to achieve optimal results.