High Dimensional Stimulation Immune Mapping ('HDStIM')
HDStIM: High Dimensional Stimulation Immune Mapping
Marker Ranking by Boruta
Diagnostic plots showing individual marker distribution before and aft...
Diagnostic plots explaining K-means clustering and Fisher's exact test...
Diagnostic UMAP plots showing the partitioning of cells into respondin...
A method for identifying responses to experimental stimulation in mass or flow cytometry that uses high dimensional analysis of measured parameters and can be performed with an end-to-end unsupervised approach. In the context of in vitro stimulation assays where high-parameter cytometry was used to monitor intracellular response markers, using cell populations annotated either through automated clustering or manual gating for a combined set of stimulated and unstimulated samples, 'HDStIM' labels cells as responding or non-responding. The package also provides auxiliary functions to rank intracellular markers based on their contribution to identifying responses and generating diagnostic plots.
Useful links