flowType
flowType performs multidimensional expansion of single-dimensional partitions to phenotype cellular populations from flow cytometry, mass cytometry, and single-cell RT-qPCR datasets.
Key Features:
- Multidimensional partitioning: Expands traditional single-dimensional partitions into multidimensional spaces for finer phenotyping of cell populations.
- High marker support: Handles multiple levels of biomarker expression for up to 96 markers.
- Performance improvement: Latest version reports approximately a 14-fold increase in processing speed (PMID: 24407226).
- R-based BioConductor integration: Implemented within an R-based BioConductor pipeline and integrated with the RchyOptimyx package.
- High-throughput suitability: Facilitates advanced data analysis for high-throughput experiments and large-scale single-cell datasets.
Scientific Applications:
- High-dimensional single-cell assay analysis: Analyzing complex datasets from flow cytometry, mass cytometry, and single-cell RT-qPCR for detailed phenotype characterization.
- Immunology: Precise identification and characterization of immune cell subtypes.
- Oncology: Phenotyping cancer-related cellular populations.
- Developmental biology: Characterizing cell subtypes during development.
- High-throughput experiments: Processing and analysis of large-scale single-cell datasets.
Methodology:
Expands single-dimensional partitions into multidimensional spaces and is implemented within an R-based BioConductor pipeline integrated with the RchyOptimyx package.
Topics
Collections
Details
- License:
- Artistic-2.0
- Tool Type:
- command-line tool, library
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 1/17/2017
- Last Updated:
- 11/25/2024
Operations
Publications
O’Neill K, Jalali A, Aghaeepour N, Hoos H, Brinkman RR. Enhanced flowType/RchyOptimyx: a Bioconductor pipeline for discovery in high-dimensional cytometry data. Bioinformatics. 2014;30(9):1329-1330. doi:10.1093/bioinformatics/btt770. PMID:24407226. PMCID:PMC3998128.