hotspot

A tool for identifying informative genes (and gene modules) in a single-cell dataset.

Two fundamental aims that emerge when analyzing single-cell RNA-seq data are identifying which genes vary in an informative manner and determining how these genes organize into modules. Hotspot is a tool for identifying informative genes (and gene modules) in a single-cell dataset. Hotspot identifies these ‘informative’ genes based on how well a gene’s variation agrees with some cell metric - some similarity mapping between cells. Genes which are informative are those whose expression varies in similar way among cells which are nearby in the given metric.

You can view and install the tool from GitHub. For a more thorough description of the method, refer to our publication.



Relevant publications


Interactive, integrated analysis of single-cell transcriptomic and phylogenetic data with PhyloVision
MG. Jones*, Y. Rosen*, N. Yosef
Cell Reports Methods , 2022
Content Sharing link
10.1016/j.crmeth.2022.100200
GitHub
Identifying Informative Gene Modules Across Modalities of Single Cell Genomics.
D. DeTomaso and N. Yosef
Cell Systems , 2021
10.1016/j.cels.2021.04.005
GitHub