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
Funding: - National Institutes of Health: 1F31CA239365-01, R01 CA251858-01A1, U19AI100627, U54CA209971, U54HG010426

Links