Resources for flow cytometry bioinformatics analysis
Community portals
- ISAC https://isac-net.org
- FlowCAP http://flowcap.flowsite.org
Data standards
- ISAC standards page https://isac-net.org/page/Data-Standards
- FCS 3.1 https://onlinelibrary.wiley.com/doi/10.1002/cyto.a.20825
- Gating-ML https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4874733
- MIFlowCyt https://isac-net.org/page/MIFlowCyt
- Classification Results File Format (CLR) https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4874736
Parsers, core data access
- CFCS library http://sourceforge.net/projects/flowcyt
- flowCore http://bioconductor.org/packages/release/bioc/html/flowCore.html
- Python FCM https://pythonhosted.org/fcm
Unsupervised clustering/visualization
- t-SNE https://lvdmaaten.github.io/tsne
- VISNE https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4076922
- FLOCK http://sourceforge.net/projects/immportflock
- SPADE https://github.com/nolanlab/spade
- Wanderlust https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4045247/
- ACCENSE http://www.cellaccense.com
- Phenograph https://github.com/jacoblevine/PhenoGraph
Semi/supervised analysis/visualization
- FLAME https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2682540
- x-Cyt http://www.broadinstitute.org/mpg/xcyt
- Citrus https://github.com/nolanlab/citrus
Other R packages
- Bioconductor Flow Cytometry view: http://master.bioconductor.org/packages/release/BiocViews.html#___FlowCytometry
- Illustrative highthroughputassays package: http://bioconductor.org/help/workflows/highthroughputassays
- Cytofkit https://www.bioconductor.org/packages/3.6/bioc/html/cytofkit.html (status in Bioconductor is now ‘deprecated’)
- OpenCyto https://github.com/RGLab/openCyto
Integrated applications
- FlowJo http://www.flowjo.com
- CytoBank http://cytobank.org
- Astrolabe https://www.astrolabediagnostics.com
- FCS Express https://www.denovosoftware.com
- Kaluza http://www.beckman.com/coulter-flow-cytometry/software/kaluza-analysis
- GemStone http://www.vsh.com/products/GemStone/index.asp
Utilities
- BD flow tool index http://www.bdbiosciences.com/research/multicolor/tools/index.jsp
- GenePattern Flow Cytometry Suite (registration required) https://cloud.genepattern.org Browse Modules > Flow Cytometry
Mailing Lists:
- Purdue cytometry discussion list http://cyto.purdue.edu/hmarchiv
Data repositories:
-
https://flowrepository.org
-
scDataviz: single cell dataviz and downstream analyses: https://github.com/kevinblighe/scDataviz