tidytof
tidytof provides a tidy-data-oriented R interface for analysis of high-dimensional cytometry data to enable scalable, reproducible processing and integration with R workflows.
Key Features:
- Tidy Data Interface: Employs the tidy data paradigm so that each variable forms a column, each observation forms a row, and each type of observational unit forms a table to simplify data manipulation.
- Interoperability: Integrates with other R packages and workflows to enable consistent analysis across tools.
- Scalability: Supports processing and robust handling of large-scale high-dimensional cytometry datasets.
- Reproducibility: Structures analyses within a tidy framework to promote reproducible workflows.
- Algorithm Integration: Integrates established algorithms for cytometry data analysis within the tidy data framework.
Scientific Applications:
- Cellular heterogeneity analysis: Enables exploration of cellular heterogeneity from high-dimensional cytometry datasets.
- Immune profiling: Facilitates immune profiling analyses using cytometry data.
- High-dimensional cytometry workflows: Supports scalable and reproducible analysis workflows for bioinformatics studies involving high-dimensional cytometry.
Methodology:
Uses the tidy data paradigm and integrates established algorithms for cytometry data analysis within that framework, representing variables as columns, observations as rows, and observational units as tables.
Topics
Details
- License:
- MIT
- Cost:
- Free of charge
- Tool Type:
- web application
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- R
- Added:
- 1/26/2024
- Last Updated:
- 11/24/2024
Operations
Publications
Keyes TJ, Koladiya A, Lo Y, Nolan GP, Davis KL. tidytof: a user-friendly framework for scalable and reproducible high-dimensional cytometry data analysis. Bioinformatics Advances. 2023;3(1). doi:10.1093/bioadv/vbad071. PMID:37351311. PMCID:PMC10281957.
PMID: 37351311
PMCID: PMC10281957
Funding: - National Institutes of Health: 1F31CA239365-01, R01 CA251858-01A1, U19AI100627, U54CA209971, U54HG010426
Links
Repository
https://github.com/keyes-timothy/tidytof