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MAGIC (mskcc.org)

MAGIC (mskcc.org)

MAGIC (Markov Affinity-based Graph Imputation of Cells) is a tool for denoising high-dimensional single-cell RNA-seq data. The MAGIC algorithm works by information sharing over alike cells to denoise cell counts and to detect dropouts.

Topic

Transcriptomics; RNA-seq

Details

  • Operation: Gene expression analysis; RNA-Seq analysis
  • Software interface: Command-line user interface; Library
  • Language: Python;R;MATLAB
  • Operating system: Microsoft Windows, Mac OS X, Linux
  • License: GNU GPL v2
  • Cost: Free
  • Version name: -
  • Maturity: Stable
  • Credit: The National Institutes of Health (NIH), Gerry Center for Metastasis and Tumor Ecosystems, American Cancer Society, Simons SFARI, NWO Rubicon Fellowship.
  • Contact: Smita Krishnaswamy smita.krishnaswamy _at_ yale.edu | Dana Pe’er peerd _at_ mskcc.org
  • Collection: -

Publications

van Dijk D, Sharma R, Nainys J, Yim K, Kathail P, Carr AJ, Burdziak C, Moon KR, Chaffer CL, Pattabiraman D, Bierie B, Mazutis L, Wolf G, Krishnaswamy S, Pe'er D "Recovering Gene Interactions from Single-Cell Data Using Data Diffusion." Cell. 2018 Jul 26;174(3):716-729.e27. Jun 28. https://doi.org/10.1016/j.cell.2018.05.061
PMID: 29961576
PMCID: PMC6771278


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